allenai/openscilm_queries · Datasets at Fast360

query stringlengths 10 9.4k	Query Intents stringclasses 8 values	Subject stringclasses 182 values
what is the environmental impact of AI	Literature Understanding	computer science
Ethical AI in banking	Literature Understanding	computer science
find a paper on software defects prediction or software fault ...	Paper Finding	computer science
papers about isac and ai	Paper Finding	computer science
Regulation of very long-chain fatty acid elongation by nutrient sensing and cellular stress	Literature Understanding	biology
Summarize A Reassessment of Monetary Policy Surprises and High-Frequency Identification	Paper Understanding	finance
What are the best model classes for paraphrasing which does not rely on giant neural networks (i.e. LLMs)?	Literature Understanding	computer science
what is conflict in intimate partnership	Literature Understanding	psychology
Universal design for learning	Literature Understanding	education
What is LERC score from this paper: https://aclanthology.org/2020.emnlp-main.528/? What is the difference between LERC and BERTScore? Which one is better to use in evaluating the answer's overlap score?	Paper Understanding	computer science
The scientific impact of a research paper describes the positive and negative influence the paper has on its field of study as well as other fields. To understand the impact of a paper, one needs to understand how it has been utilized and discussed by other papers. This is normally referred to as citation intents or aspects. One also needs to understand the evolution of the impact over time. Given the paper titled "Making Monolingual Sentence Embeddings Multilingual Using Knowledge Distillation" published in 2020, describe the influence of this paper. The output impact statement should cover different eras of influence, describing specific aspects of impact, and back up every claim with specific sources.	Literature Understanding	computer science
which AI method is best for drug response prediction using multi-omics data	Literature Understanding	biology
The role of employer branding in recruitment in Vietnam enterprises	Literature Understanding	business
please find studies on how stress can reduce healthspan	Paper Finding	biology
What is balance sheet	Literature Understanding	business
how many different types of origin of replication are there on plasmids?	Literature Understanding	biology
How to make a tourism policy analysis for an academic article?	Ideation	tourism studies
What are the most relevant papers in 2023-2025 on Query Performance Prediction?	Paper Finding	computer science
Depiction ofposthumanism in fiction	Literature Understanding	literature
HER2 ADC companion diagnostic	Literature Understanding	medicine
generation with attribution for LLM	Paper Finding	computer science
Results of a study on the impact of cybersecurity on the sustainability of organizations	Literature Understanding	business
Find papers that understand LLM alignment through distributions.	Paper Finding	computer science
is there any work which propose sampling method that induce more diverse output from language models?	Paper Finding	computer science
Complex scientific annotation tasks	Literature Understanding	computer science
I want to study the attitude and behavior intention of college students towards intelligence education. What aspects should the research background start from?	Ideation	education
how can lower temperature influence the expression in ecoli positively?	Literature Understanding	biology
AI cloth pattern design	Paper Finding	computer science
how to enable LLMs with the ability to do predictive analysis over tabular data?	Literature Understanding	computer science
AI-Driven Cybersecurity Strategies for Protecting Industrial Control Systems in the Oil and Gas Industry	Literature Understanding	computer science
can you describe findings on agile work design and multi-level organizational social dynamics	Literature Understanding	organizational behavior
How many electrons are in the human body?	Literature Understanding	physics
please explain the following paper: C. Weder, G. Müller, B. Brümmer. Precipitation extremes on time scales from minute to month measured at the Hamburg Weather Mast 1997-2014 and their relation to synoptic weather types. 2017	Paper Understanding	physics
What are the recent developments in feedback research	Literature Understanding	psychology
bias in large language models	Literature Understanding	computer science
Are research in decentralised control loops in ORAN?	Literature Understanding	computer science
What are the principles of strategic synergy?	Literature Understanding	business
what kind of dirty data sets can be repaired with baran ?	Literature Understanding	computer science
How many batteries will be manufactured in the United States in 2030?	Literature Understanding	finance
What Human Agent Interaction	Literature Understanding	computer science
Magnetic properties of the TiO end of STO	Literature Understanding	engineering
use GNN methods to solve the problem of source localization	Literature Understanding	computer science
If an enterprise solely focuses on hygiene factors (such as salary increases) while neglecting motivator factors (such as empowerment and recognition of achievements), employees may lack the motivation for long-term commitment or to fully realize their potential.	Literature Understanding	business
The volume of data transmitted per round grows linearly with model size and the number of participating devices. For large deep learning models (e.g., CNNs or LSTMs), the per-round upload cost can reach hundreds of megabytes, which becomes unsustainable in resource-constrained wireless settings such as mobile IoT, LPWAN, or NB-IoT networks.	Other	computer science
is AURKB overexpression associated with response to nab-Paclitaxel for treating triple negative breast cancer ?	Literature Understanding	medicine
The industrialization of Canada can be traced back several decades that can be regarded as significant in the country’s history. Canadian industrialization in the historical perspective originated from early 1800’s when Canada started changing from an agricultural and trading country to industry-based economy. The industrialization process in Canada occurred in several phases with technological developments, the availability of natural resources, the immigration of people, and the policies of the government as the determinants. In this essay, the historical advancements and general milestones defining the industrialization journey in Canada will be outlined. The First Wave of Industrialization (1945 – 1975) Canada’s industrial development started right from when it became a nation in 1867 through Confederation that led to the establishment of the Dominion of Canada. It was during this time that the country was more or less an agrarian society with not much commercial and industrial development or advancement in scientific or technological sectors. However, the National Policy of 1879 signaled the dawn of the first phase of industrialization of the economy within Canada. The Canadian Tariffs which were formulated as a National Policy meant to protect industries from foreign competition increased manufacturing and economic diversification. This policy saw the development of the railway system for the nation and development of industries in manufacturing, mining, and forestry. This phase was characterized by development of infrastructures and the most major one was the construction of the Canadian Pacific Railway (CPR) from 1881 to 1885. The railway marked the division of east and west of the country and extended accessibility to the otherwise uninhabited territories for colonization and exploitation. They carried out a large workforce which summated thousands of immigrants from Europe particularly from the British Isles which in turn accelerated population and industrial advancement. While contributing to the flow of people and commodities across the country the CPR was instrumental in the process of exploitation of natural resources in Canada. It extended into the Prairie provinces thereby playing a significant role in the development of the wheat as well as the cattle industries and into the resourceful regions of British Columbia thereby contributing to the development of the lumber and mining industries. The First World War in 1914 exposed Canada to globalization and industrialization since the country offered products such as resources and weapons to the Allied countries. Canadian companies also built up their businesses and new industries like automobile industry, chemical industry etc was established. The Second Industrial Revolution (1919-1960s) Post-war and during the interwar years, Canada experienced a steady but slow rate of industrialization and was still predominantly an agricultural country. While the Great Depression of the 1930s set back the industrialization process, the Second World War (1939-1945) brought industrialization back in full force due to Canada’s involvement in the war effort for the Allies. The postwar period is generally considered the starting point for the second phase of industrialization in Canada. Other factors that include natural resource endowment, a growing consumer market and skilled workforce helped the country to industrialize further and build more diversified economy. Among the drives that facilitated the advancement of this phase of industrialization was the expansion of the car manufacturing industry. Business entities like Ford and GM invested in motor manufacturing industries which created employment opportunities in Canada. The development of this industry also created demand for steel and other materials, positively impacting the performance of mining companies and steel manufacturers. The 1950s and 1960s also marked the beginning of the development of new industries in Canada, especially electronics and aerospace. Businesses like Bell Canada and Nortel were in a position to contribute to the industrialization of the nation as they grew to become international telecoms giants. The Third Wave of Industrialization (1970s To Present) Canada entered the third phase of industrialization in the 1970s which is associated with the rise of post-industrialism. This wave was due to several reasons such as conventional natural resources depletion factor, increased energy costs, transition to a more educated skilled human resource. In this phase, Canada has experienced the growth of sectors like IT, bio tech and finance sectors among others. These sectors have experienced further development due to government incentives on innovation and entrepreneurship, in addition to trade liberalization which has paved way for globalization enabling Canadian companies to export products to various international markets. A rapid expansion of the service sector has taken place in Canada especially the business and technical services, and financial services starting from 1980s. Recent shifts to the knowledge economy have led to the development of Sci-Tech communities in metropolitan cities like Toronto, Montreal, and Vancouver where most of the technology, research and education hubs exist. Conclusion In conclusion, this paper has shown that the advancement of industrialization in Canada was a display of the country’s strength and capability in capturing the natural endowment with a view of enhancing the nation’s wealth. Based on existing literature, the process of industrialization has been observed to take a long time and it takes several phases where each phase has different factors influencing it, different technologies and different policies. The industrialization process of Canada has had fluctuations that include the construction of the Canada Pacific Railway in the 1880s up to the development of information and technology-based industries in the current society. Nevertheless, throughout this period the state has been able to sustain a robust and developed economy that has allowed this country to withstand the impact of globalization and continue to play an active role in the global economy.	Other	social sciences
Technical Explanation of Multimodal LLM	Literature Understanding	computer science
Research on materials informatics using generative AI	Literature Understanding	engineering
papers about video games sociology	Paper Finding	social sciences
design practitioners typically play with low-fidelity prototypes and rough sketches (\eg~\cite{}) to explore multiple conceptual paths before committing to detailed development.	Other	arts
Review of Konjac Glucomannan Structure, Properties, Gelation Mechanism	Literature Understanding	food science
Thyroid stimulating hormone expression recombinant	Paper Finding	biology
Can you suggest papers involving NeRF? Specifically, 2D to 3D modeling.	Paper Finding	computer science
What is the benefit of smaller semiconductor process nodes?	Literature Understanding	engineering
Universal Neural audio codec trained with audioset	Paper Finding	computer science
high density multi-electrode array (HD-MEA)	Literature Understanding	neuroscience
Blockchain technology has revolutionized decentralized data management by ensuring security, transparency, and immutability. However, scalability limitations remain a critical bottleneck, particularly in permissionless blockchains that require high transaction throughput. The growing demand for decentralized applications (DApps) has highlighted the inefficiencies of traditional blockchain architectures, which struggle with increased network congestion and transaction latency. Sharding has emerged as a promising scalability solution, partitioning the blockchain network into smaller, independently processed units known as shards. Despite its potential, sharding faces key challenges in ensuring security, reducing cross-shard communication, and optimizing node-shard assignments. Existing approaches, such as Random Sharding (RS), provide strong security guarantees but suffer from poor scalability. Alternatively, Genetic Algorithm (GA)-based sharding has demonstrated moderate performance improvements but remains computationally expensive and prone to local optima. To address these challenges, this paper explores Ant Colony Optimization (ACO) and Reinforcement Learning (RL) as advanced optimization techniques for secure and scalable blockchain sharding. ACO leverages a pheromone-inspired heuristic mechanism to dynamically allocate nodes to shards, balancing security and performance. Meanwhile, RL employs a learning-based adaptation strategy to iteratively refine shard assignments based on observed network conditions. Through extensive experimentation on over 360,000 test cases, this study compares the effectiveness of ACO, RL, GA, and RS across three key metrics: Scalability – measured by transaction throughput and network efficiency. Security – evaluated based on adversary tolerance in sharded architectures. Computational Efficiency – assessed via execution time and convergence speed. The results demonstrate that ACO achieves the highest balance between scalability and security, outperforming GA and RS while maintaining efficient execution. RL exhibits the highest scalability potential but suffers from performance variability. To the best of our knowledge, this is the first comprehensive comparative study of ACO and RL in permissionless blockchain sharding. These insights contribute to the development of more efficient and adaptable blockchain scaling mechanisms.	Other	computer science
most important papers on vascular medicine	Paper Finding	medicine
Parameter identification of BLDC motor model via machine learning techniques	Paper Finding	engineering
• can you analyse the legal framework related to REDD+ National Strategy formulation and implementation in sierra leone	Literature Understanding	environmental science
Is there a relationship between a good product UI and customer churn or customer referral?	Literature Understanding	business
Zinc hydroxide Crystal structure	Literature Understanding	chemistry
Characteristics of sentences that are easy for people with aphasia to read	Literature Understanding	medicine
what have people done wrt ensemble methods and fair voting policy? for example condorcet vs majority voting etc. etc.? has there been work? has there been work with minority voices / communities in this respect?	Literature Understanding	computer science
measuring heartrate from face camera based on machine learning	Literature Understanding	computer science
Definition of Multi-agent system	Literature Understanding	computer science
what are the most important criticisms against cost-benefit analysis for transport project evaluation?	Literature Understanding	finance
give me papers on transformer and its other versions	Paper Finding	computer science
In the AdS/CFT correspondence, is there any literature that studies the Higgs phenomenon in which the SU(N) gauge symmetry is broken?	Paper Finding	physics
Joint symbolic aggregate approximation of time series	Literature Understanding	computer science
method to develop digital literacy model	Literature Understanding	education
Density of states at the TiO end of strontium titanate	Literature Understanding	engineering
optimization of read latency, capacity, power consumption, etc.. of flash-based PIM It is about information theory	Literature Understanding	computer science
What are the most relevant research topics on Information Retrieval?	Ideation	computer science
digital health education learning for medical students	Literature Understanding	medicine
Can you suggest 3 papers that study LLMs' abilities of generating new research ideas in NLP in Korean?	Paper Finding	computer science
Hello. I am a master's student in energy systems engineering, specializing in modeling and renewable energies. I am currently focused on my thesis and conducting research. I want to conduct research on reducing and optimizing energy consumption in buildings in a way that is related to my field, which is renewable energies. The type and process of the project must be software-based and I do not have the ability to use physical equipment. I also have problems and deficiencies in collecting data. What do you think I should work on in this area that is both innovative and meets the stated needs?	Ideation	engineering
find papers on data center heat recovery	Paper Finding	engineering
what is the effect of edible coating enriched with natural bioactiive from plant on the quality of fish meat ?	Literature Understanding	food science
spatial resilience ecosystem stability	Literature Understanding	environmental science
Green Economy Modeling: o Incorporating green economy principles into the energy transition. write this for phd proposal include academic references	Ideation	finance
Standardized Evaluation of Software Requirements Engineering	Literature Understanding	computer science
Why are IoCs not preferable in Cyber Security defence	Literature Understanding	computer science
Will the preset values of the questionnaire scale affect the answer results?	Literature Understanding	psychology
are there any work that employ CoT with LLM-as-a-judge?	Paper Finding	computer science
Papers about generating therapeutic response in mental health with LLMs	Paper Finding	computer science
two-factor authentication in the context of FIDO2 and WebAuthn	Literature Understanding	computer science
TiO2 acts between FeSe/STO interfaces	Literature Understanding	engineering
How do you derive liver cells from iPSCs?	Literature Understanding	biology
Attitude control of a pocket CubeSat using magnetic torquers	Paper Finding	engineering
I am working on a SWOT analysis of ABM (Agent-Based Modeling) frameworks. To complete this, I need a comprehensive list of other ABM tools available in the market along with their key strengths. Could you provide detailed information on these tools and their unique advantages and disadvantages?	Literature Understanding	computer science
Which is more inflammatory: a carboxyl group or a carboxylic acid group?	Literature Understanding	chemistry
LLM and temporal graph reasoning	Literature Understanding	computer science
"Workplace Violence in Nurses"	Literature Understanding	medicine
pigmented skin lesion detection in clinical images	Paper Finding	computer science
how high low and band pass filters and tanh distortion help mimic radio noise	Literature Understanding	computer science
How many subgenes does fish tcf3 have and what are the differences in their functions?	Literature Understanding	biology
suggest the papers that have used reinforcement learning on large language models for tabular reasoning tasks	Paper Finding	computer science
How to capture requirements for systems that include ML components	Literature Understanding	computer science
summarize this paper More Control for Free! Image Synthesis with Semantic Diffusion Guidance	Paper Understanding	computer science

what is the environmental impact of AI

Literature Understanding

computer science

Ethical AI in banking

Literature Understanding

computer science

find a paper on software defects prediction or software fault ...

Paper Finding

computer science

papers about isac and ai

Paper Finding

computer science

Regulation of very long-chain fatty acid elongation by nutrient sensing and cellular stress

Literature Understanding

biology

Summarize A Reassessment of Monetary Policy Surprises and High-Frequency Identification

Paper Understanding

finance

What are the best model classes for paraphrasing which does *not* rely on giant neural networks (i.e. LLMs)?

Literature Understanding

computer science

what is conflict in intimate partnership

Literature Understanding

psychology

Universal design for learning

Literature Understanding

education

What is LERC score from this paper: https://aclanthology.org/2020.emnlp-main.528/? What is the difference between LERC and BERTScore? Which one is better to use in evaluating the answer's overlap score?

Paper Understanding

computer science

The scientific impact of a research paper describes the positive and negative influence the paper has on its field of study as well as other fields. To understand the impact of a paper, one needs to understand how it has been utilized and discussed by other papers. This is normally referred to as citation intents or aspects. One also needs to understand the evolution of the impact over time. Given the paper titled "Making Monolingual Sentence Embeddings Multilingual Using Knowledge Distillation" published in 2020, describe the influence of this paper. The output impact statement should cover different eras of influence, describing specific aspects of impact, and back up every claim with specific sources.

Literature Understanding

computer science

which AI method is best for drug response prediction using multi-omics data

Literature Understanding

biology

The role of employer branding in recruitment in Vietnam enterprises

Literature Understanding

business

please find studies on how stress can reduce healthspan

Paper Finding

biology

What is balance sheet

Literature Understanding

business

how many different types of origin of replication are there on plasmids?

Literature Understanding

biology

How to make a tourism policy analysis for an academic article?

Ideation

tourism studies

What are the most relevant papers in 2023-2025 on Query Performance Prediction?

Paper Finding

computer science

Depiction ofposthumanism in fiction

Literature Understanding

literature

HER2 ADC companion diagnostic

Literature Understanding

medicine

generation with attribution for LLM

Paper Finding

computer science

Results of a study on the impact of cybersecurity on the sustainability of organizations

Literature Understanding

business

Find papers that understand LLM alignment through distributions.

Paper Finding

computer science

is there any work which propose sampling method that induce more diverse output from language models?

Paper Finding

computer science

Complex scientific annotation tasks

Literature Understanding

computer science

I want to study the attitude and behavior intention of college students towards intelligence education. What aspects should the research background start from?

Ideation

education

how can lower temperature influence the expression in ecoli positively?

Literature Understanding

biology

AI cloth pattern design

Paper Finding

computer science

how to enable LLMs with the ability to do predictive analysis over tabular data?

Literature Understanding

computer science

AI-Driven Cybersecurity Strategies for Protecting Industrial Control Systems in the Oil and Gas Industry

Literature Understanding

computer science

can you describe findings on agile work design and multi-level organizational social dynamics

Literature Understanding

organizational behavior

How many electrons are in the human body?

Literature Understanding

physics

please explain the following paper: C. Weder, G. Müller, B. Brümmer. Precipitation extremes on time scales from minute to month measured at the Hamburg Weather Mast 1997-2014 and their relation to synoptic weather types. 2017

Paper Understanding

physics

What are the recent developments in feedback research

Literature Understanding

psychology

bias in large language models

Literature Understanding

computer science

Are research in decentralised control loops in ORAN?

Literature Understanding

computer science

What are the principles of strategic synergy?

Literature Understanding

business

what kind of dirty data sets can be repaired with baran ?

Literature Understanding

computer science

How many batteries will be manufactured in the United States in 2030?

Literature Understanding

finance

What Human Agent Interaction

Literature Understanding

computer science

Magnetic properties of the TiO end of STO

Literature Understanding

engineering

use GNN methods to solve the problem of source localization

Literature Understanding

computer science

If an enterprise solely focuses on hygiene factors (such as salary increases) while neglecting motivator factors (such as empowerment and recognition of achievements), employees may lack the motivation for long-term commitment or to fully realize their potential.

Literature Understanding

business

The volume of data transmitted per round grows linearly with model size and the number of participating devices. For large deep learning models (e.g., CNNs or LSTMs), the per-round upload cost can reach hundreds of megabytes, which becomes unsustainable in resource-constrained wireless settings such as mobile IoT, LPWAN, or NB-IoT networks.

Other

computer science

is AURKB overexpression associated with response to nab-Paclitaxel for treating triple negative breast cancer ?

Literature Understanding

medicine

The industrialization of Canada can be traced back several decades that can be regarded as significant in the country’s history. Canadian industrialization in the historical perspective originated from early 1800’s when Canada started changing from an agricultural and trading country to industry-based economy. The industrialization process in Canada occurred in several phases with technological developments, the availability of natural resources, the immigration of people, and the policies of the government as the determinants. In this essay, the historical advancements and general milestones defining the industrialization journey in Canada will be outlined. The First Wave of Industrialization (1945 – 1975) Canada’s industrial development started right from when it became a nation in 1867 through Confederation that led to the establishment of the Dominion of Canada. It was during this time that the country was more or less an agrarian society with not much commercial and industrial development or advancement in scientific or technological sectors. However, the National Policy of 1879 signaled the dawn of the first phase of industrialization of the economy within Canada. The Canadian Tariffs which were formulated as a National Policy meant to protect industries from foreign competition increased manufacturing and economic diversification. This policy saw the development of the railway system for the nation and development of industries in manufacturing, mining, and forestry. This phase was characterized by development of infrastructures and the most major one was the construction of the Canadian Pacific Railway (CPR) from 1881 to 1885. The railway marked the division of east and west of the country and extended accessibility to the otherwise uninhabited territories for colonization and exploitation. They carried out a large workforce which summated thousands of immigrants from Europe particularly from the British Isles which in turn accelerated population and industrial advancement. While contributing to the flow of people and commodities across the country the CPR was instrumental in the process of exploitation of natural resources in Canada. It extended into the Prairie provinces thereby playing a significant role in the development of the wheat as well as the cattle industries and into the resourceful regions of British Columbia thereby contributing to the development of the lumber and mining industries. The First World War in 1914 exposed Canada to globalization and industrialization since the country offered products such as resources and weapons to the Allied countries. Canadian companies also built up their businesses and new industries like automobile industry, chemical industry etc was established. The Second Industrial Revolution (1919-1960s) Post-war and during the interwar years, Canada experienced a steady but slow rate of industrialization and was still predominantly an agricultural country. While the Great Depression of the 1930s set back the industrialization process, the Second World War (1939-1945) brought industrialization back in full force due to Canada’s involvement in the war effort for the Allies. The postwar period is generally considered the starting point for the second phase of industrialization in Canada. Other factors that include natural resource endowment, a growing consumer market and skilled workforce helped the country to industrialize further and build more diversified economy. Among the drives that facilitated the advancement of this phase of industrialization was the expansion of the car manufacturing industry. Business entities like Ford and GM invested in motor manufacturing industries which created employment opportunities in Canada. The development of this industry also created demand for steel and other materials, positively impacting the performance of mining companies and steel manufacturers. The 1950s and 1960s also marked the beginning of the development of new industries in Canada, especially electronics and aerospace. Businesses like Bell Canada and Nortel were in a position to contribute to the industrialization of the nation as they grew to become international telecoms giants. The Third Wave of Industrialization (1970s To Present) Canada entered the third phase of industrialization in the 1970s which is associated with the rise of post-industrialism. This wave was due to several reasons such as conventional natural resources depletion factor, increased energy costs, transition to a more educated skilled human resource. In this phase, Canada has experienced the growth of sectors like IT, bio tech and finance sectors among others. These sectors have experienced further development due to government incentives on innovation and entrepreneurship, in addition to trade liberalization which has paved way for globalization enabling Canadian companies to export products to various international markets. A rapid expansion of the service sector has taken place in Canada especially the business and technical services, and financial services starting from 1980s. Recent shifts to the knowledge economy have led to the development of Sci-Tech communities in metropolitan cities like Toronto, Montreal, and Vancouver where most of the technology, research and education hubs exist. Conclusion In conclusion, this paper has shown that the advancement of industrialization in Canada was a display of the country’s strength and capability in capturing the natural endowment with a view of enhancing the nation’s wealth. Based on existing literature, the process of industrialization has been observed to take a long time and it takes several phases where each phase has different factors influencing it, different technologies and different policies. The industrialization process of Canada has had fluctuations that include the construction of the Canada Pacific Railway in the 1880s up to the development of information and technology-based industries in the current society. Nevertheless, throughout this period the state has been able to sustain a robust and developed economy that has allowed this country to withstand the impact of globalization and continue to play an active role in the global economy.

Other

social sciences

Technical Explanation of Multimodal LLM

Literature Understanding

computer science

Research on materials informatics using generative AI

Literature Understanding

engineering

papers about video games sociology

Paper Finding

social sciences

design practitioners typically play with low-fidelity prototypes and rough sketches (\eg~\cite{}) to explore multiple conceptual paths before committing to detailed development.

Other

arts

Review of Konjac Glucomannan Structure, Properties, Gelation Mechanism

Literature Understanding

food science

Thyroid stimulating hormone expression recombinant

Paper Finding

biology

Can you suggest papers involving NeRF? Specifically, 2D to 3D modeling.

Paper Finding

computer science

What is the benefit of smaller semiconductor process nodes?

Literature Understanding

engineering

Universal Neural audio codec trained with audioset

Paper Finding

computer science

high density multi-electrode array (HD-MEA)

Literature Understanding

neuroscience

Blockchain technology has revolutionized decentralized data management by ensuring security, transparency, and immutability. However, scalability limitations remain a critical bottleneck, particularly in permissionless blockchains that require high transaction throughput. The growing demand for decentralized applications (DApps) has highlighted the inefficiencies of traditional blockchain architectures, which struggle with increased network congestion and transaction latency. Sharding has emerged as a promising scalability solution, partitioning the blockchain network into smaller, independently processed units known as shards. Despite its potential, sharding faces key challenges in ensuring security, reducing cross-shard communication, and optimizing node-shard assignments. Existing approaches, such as Random Sharding (RS), provide strong security guarantees but suffer from poor scalability. Alternatively, Genetic Algorithm (GA)-based sharding has demonstrated moderate performance improvements but remains computationally expensive and prone to local optima. To address these challenges, this paper explores Ant Colony Optimization (ACO) and Reinforcement Learning (RL) as advanced optimization techniques for secure and scalable blockchain sharding. ACO leverages a pheromone-inspired heuristic mechanism to dynamically allocate nodes to shards, balancing security and performance. Meanwhile, RL employs a learning-based adaptation strategy to iteratively refine shard assignments based on observed network conditions. Through extensive experimentation on over 360,000 test cases, this study compares the effectiveness of ACO, RL, GA, and RS across three key metrics: Scalability – measured by transaction throughput and network efficiency. Security – evaluated based on adversary tolerance in sharded architectures. Computational Efficiency – assessed via execution time and convergence speed. The results demonstrate that ACO achieves the highest balance between scalability and security, outperforming GA and RS while maintaining efficient execution. RL exhibits the highest scalability potential but suffers from performance variability. To the best of our knowledge, this is the first comprehensive comparative study of ACO and RL in permissionless blockchain sharding. These insights contribute to the development of more efficient and adaptable blockchain scaling mechanisms.

Other

computer science

most important papers on vascular medicine

Paper Finding

medicine

Parameter identification of BLDC motor model via machine learning techniques

Paper Finding

engineering

• can you analyse the legal framework related to REDD+ National Strategy formulation and implementation in sierra leone

Literature Understanding

environmental science

Is there a relationship between a good product UI and customer churn or customer referral?

Literature Understanding

business

Zinc hydroxide Crystal structure

Literature Understanding

chemistry

Characteristics of sentences that are easy for people with aphasia to read

Literature Understanding

medicine

what have people done wrt ensemble methods and fair voting policy? for example condorcet vs majority voting etc. etc.? has there been work? has there been work with minority voices / communities in this respect?

Literature Understanding

computer science

measuring heartrate from face camera based on machine learning

Literature Understanding

computer science

Definition of Multi-agent system

Literature Understanding

computer science

what are the most important criticisms against cost-benefit analysis for transport project evaluation?

Literature Understanding

finance

give me papers on transformer and its other versions

Paper Finding

computer science

In the AdS/CFT correspondence, is there any literature that studies the Higgs phenomenon in which the SU(N) gauge symmetry is broken?

Paper Finding

physics

Joint symbolic aggregate approximation of time series

Literature Understanding

computer science

method to develop digital literacy model

Literature Understanding

education

Density of states at the TiO end of strontium titanate

Literature Understanding

engineering

optimization of read latency, capacity, power consumption, etc.. of flash-based PIM It is about information theory

Literature Understanding

computer science

What are the most relevant research topics on Information Retrieval?

Ideation

computer science

digital health education learning for medical students

Literature Understanding

medicine

Can you suggest 3 papers that study LLMs' abilities of generating new research ideas in NLP in Korean?

Paper Finding

computer science

Hello. I am a master's student in energy systems engineering, specializing in modeling and renewable energies. I am currently focused on my thesis and conducting research. I want to conduct research on reducing and optimizing energy consumption in buildings in a way that is related to my field, which is renewable energies. The type and process of the project must be software-based and I do not have the ability to use physical equipment. I also have problems and deficiencies in collecting data. What do you think I should work on in this area that is both innovative and meets the stated needs?

Ideation

engineering

find papers on data center heat recovery

Paper Finding

engineering

what is the effect of edible coating enriched with natural bioactiive from plant on the quality of fish meat ?

Literature Understanding

food science

spatial resilience ecosystem stability

Literature Understanding

environmental science

Green Economy Modeling: o Incorporating green economy principles into the energy transition. write this for phd proposal include academic references

Ideation

finance

Standardized Evaluation of Software Requirements Engineering

Literature Understanding

computer science

Why are IoCs not preferable in Cyber Security defence

Literature Understanding

computer science

Will the preset values of the questionnaire scale affect the answer results?

Literature Understanding

psychology

are there any work that employ CoT with LLM-as-a-judge?

Paper Finding

computer science

Papers about generating therapeutic response in mental health with LLMs

Paper Finding

computer science

two-factor authentication in the context of FIDO2 and WebAuthn

Literature Understanding

computer science

TiO2 acts between FeSe/STO interfaces

Literature Understanding

engineering

How do you derive liver cells from iPSCs?

Literature Understanding

biology

Attitude control of a pocket CubeSat using magnetic torquers

Paper Finding

engineering

I am working on a SWOT analysis of ABM (Agent-Based Modeling) frameworks. To complete this, I need a comprehensive list of other ABM tools available in the market along with their key strengths. Could you provide detailed information on these tools and their unique advantages and disadvantages?

Literature Understanding

computer science

Which is more inflammatory: a carboxyl group or a carboxylic acid group?

Literature Understanding

chemistry

LLM and temporal graph reasoning

Literature Understanding

computer science

"Workplace Violence in Nurses"

Literature Understanding

medicine

pigmented skin lesion detection in clinical images

Paper Finding

computer science

how high low and band pass filters and tanh distortion help mimic radio noise

Literature Understanding

computer science

How many subgenes does fish tcf3 have and what are the differences in their functions?

Literature Understanding

biology

suggest the papers that have used reinforcement learning on large language models for tabular reasoning tasks

Paper Finding

computer science

How to capture requirements for systems that include ML components

Literature Understanding

computer science

summarize this paper More Control for Free! Image Synthesis with Semantic Diffusion Guidance

Paper Understanding

computer science