Integral Role

Research on the "role" of various components in complex systems focuses on understanding their contributions to overall system performance and behavior. Current investigations span diverse fields, examining the impact of factors like data embedding strategies in quantum computing, prompt engineering in large language models, and architectural choices in deep learning for improved generalization and efficiency. These studies are crucial for optimizing existing systems and developing new ones, with implications ranging from enhancing AI safety and healthcare applications to improving manufacturing processes and scientific discovery.

Papers

December 4, 2023

Dissecting Medical Referral Mechanisms in Health Services: Role of Physician Professional Networks
Regina de Brito Duarte, Qiwei Han, Claudia Soares
Integral Role Health Management Primary Health Care

November 15, 2023

The Role of Chain-of-Thought in Complex Vision-Language Reasoning Task
Yifan Wu, Pengchuan Zhang, Wenhan Xiong, Barlas Oguz, James C. Gee, Yixin Nie
Vision Language Integral Role Chain of Thought Vision Language Task Vision Language Reasoning Reasoning Paradigm

November 10, 2023

Harnessing Synthetic Datasets: The Role of Shape Bias in Deep Neural Network Generalization
Elior Benarous, Sotiris Anagnostidis, Luca Biggio, Thomas Hofmann
Synthetic Data Integral Role Neural Network Generalization Shape Bias

November 8, 2023

MathNAS: If Blocks Have a Role in Mathematical Architecture Design
Wang Qinsi, Ke Jinghan, Liang Zhi, Zhang Sihai
Neural Architecture Search Integral Role Neural Architecture Search Space MATH Dataset Honeycomb Block Effective Neural

October 30, 2023

Role of Structural and Conformational Diversity for Machine Learning Potentials
Nikhil Shenoy, Prudencio Tossou, Emmanuel Noutahi, Hadrien Mary, Dominique Beaini, Jiarui Ding
Integral Role Inner Structure Molecular Conformation Chemical Space Interatomic Potential Machine Learning Potential

October 28, 2023

The Role of Reference Points in Machine-Learned Atomistic Simulation Models
Xiangyun Lei, Weike Ye, Joseph Montoya, Tim Mueller, Linda Hung, Jens Hummelshoej
Integral Role Atomistic Simulation Kohn Sham Machine Learning Force Field Reference Point

October 27, 2023

A Multi-agent Reinforcement Learning Study of Emergence of Social Classes out of Arbitrary Governance: The Role of Environment
Aslan S. Dizaji
Integral Role Path Breaking Emergence Chaotic Regime Homogeneity Bias Social Class

October 26, 2023

October 20, 2023

Plausibility Processing in Transformer Language Models: Focusing on the Role of Attention Heads in GPT
Soo Hyun Ryu
Integral Role GPT Neo Transformer Language Model Attention Head Semantic Knowledge Plausibility Processing

October 18, 2023

A Cautionary Tale: On the Role of Reference Data in Empirical Privacy Defenses
Caelin G. Kaplan, Chuan Xu, Othmane Marfoq, Giovanni Neglia, Anderson Santana de Oliveira
Integral Role Privacy Preserving Machine Learning Cautionary TALE Empirical Privacy Reference Dataset Training Data Privacy

October 13, 2023

Role of Morphogenetic Competency on Evolution
Lakshwin Shreesha
Integral Role Specie Evolution Microelectronic Morphogenesis Morphological Variation Phenotypic Evolvability

October 8, 2023

Enhancing Document-level Event Argument Extraction with Contextual Clues and Role Relevance
Wanlong Liu, Shaohuan Cheng, Dingyi Zeng, Hong Qu
Integral Role Contextual Information Event Extraction Event Argument Extraction Role Based Sentence Inference

October 6, 2023

The Role of Federated Learning in a Wireless World with Foundation Models
Zihan Chen, Howard H. Yang, Y. C. Tay, Kai Fong Ernest Chong, Tony Q. S. Quek
Foundation Model Integral Role Decentralized Data Wireless System Next Generation Wireless Network Network Intelligence Intelligent Network

October 4, 2023

The Role of Linguistic Priors in Measuring Compositional Generalization of Vision-Language Models
Chenwei Wu, Li Erran Li, Stefano Ermon, Patrick Haffner, Rong Ge, Zaiwei Zhang
Vision Language Model Integral Role Compositional Generalization Multi Modal Model Compositional Language Language Prior

October 3, 2023

October 1, 2023

RoleLLM: Benchmarking, Eliciting, and Enhancing Role-Playing Abilities of Large Language Models
Zekun Moore Wang, Zhongyuan Peng, Haoran Que, Jiaheng Liu, Wangchunshu Zhou, Yuhan Wu, Hongcheng Guo, Ruitong Gan, Zehao Ni, Jian Yang, Man Zhang, Zhaoxiang Zhang, Wanli Ouyang, Ke Xu, Stephen W. Huang, Jie Fu, Junran Peng
Integral Role Instruction Tuning Benchmark Platform Role Playing Role Mining Role Based

September 30, 2023

On the Role of Neural Collapse in Meta Learning Models for Few-shot Learning
Saaketh Medepalli, Naren Doraiswamy
Shot Learning Integral Role Black Box Model Neural Collapse Classification Network

September 28, 2023

Adversarial Examples Might be Avoidable: The Role of Data Concentration in Adversarial Robustness
Ambar Pal, Jeremias Sulam, René Vidal
Adversarial Example Adversarial Robustness Integral Role Robustness Guarantee Robust Classifier High Quality Subset Text Consolidation

Integral Role

Papers

Dissecting Medical Referral Mechanisms in Health Services: Role of Physician Professional Networks

The Role of Chain-of-Thought in Complex Vision-Language Reasoning Task

Harnessing Synthetic Datasets: The Role of Shape Bias in Deep Neural Network Generalization

MathNAS: If Blocks Have a Role in Mathematical Architecture Design

Role of Structural and Conformational Diversity for Machine Learning Potentials

The Role of Reference Points in Machine-Learned Atomistic Simulation Models

A Multi-agent Reinforcement Learning Study of Emergence of Social Classes out of Arbitrary Governance: The Role of Environment

Salespeople vs SalesBot: Exploring the Role of Educational Value in Conversational Recommender Systems

Understanding the Role of Input Token Characters in Language Models: How Does Information Loss Affect Performance?

Plausibility Processing in Transformer Language Models: Focusing on the Role of Attention Heads in GPT

A Cautionary Tale: On the Role of Reference Data in Empirical Privacy Defenses

Role of Morphogenetic Competency on Evolution

Enhancing Document-level Event Argument Extraction with Contextual Clues and Role Relevance

The Role of Federated Learning in a Wireless World with Foundation Models

The Role of Linguistic Priors in Measuring Compositional Generalization of Vision-Language Models

ML4EJ: Decoding the Role of Urban Features in Shaping Environmental Injustice Using Interpretable Machine Learning

Towards Effective Human-AI Decision-Making: The Role of Human Learning in Appropriate Reliance on AI Advice

RoleLLM: Benchmarking, Eliciting, and Enhancing Role-Playing Abilities of Large Language Models

On the Role of Neural Collapse in Meta Learning Models for Few-shot Learning

Adversarial Examples Might be Avoidable: The Role of Data Concentration in Adversarial Robustness