AI-assisted science - Research Digest

Large Language Model-Powered Evolutionary Code Optimization on a Phylogenetic Tree

Leyi Zhao, Weijie Huang, Yitong Guo, Jiang Bian, Chenghong Wang, Xuhong Zhang

Source: arxiv

CatMaster: An Agentic Autonomous System for Computational Heterogeneous Catalysis Research

Honghao Chen, Jiangjie Qiu, Yi Shen Tew, Xiaonan Wang

Source: arxiv

Towards Execution-Grounded Automated AI Research

Chenglei Si, Zitong Yang, Yejin Choi, Emmanuel Candès, Diyi Yang, Tatsunori Hashimoto

Source: arxiv

ReSearch: A Multi-Stage Machine Learning Framework for Earth Science Data Discovery

Youran Sun, Yixin Wen, Haizhao Yang

Source: arxiv

MARBLE: Multi-Agent Reasoning for Bioinformatics Learning and Evolution

Sunghyun Kim, Seokwoo Yun, Youngseo Yun, Youngrak Lee, Sangsoo Lim

Source: arxiv

Explicit Cognitive Allocation: A Principle for Governed and Auditable Inference in Large Language Models

Héctor Manuel Manzanilla-Granados, Zaira Navarrete-Cazales, Miriam Pescador-Rojas, Tonahtiu Ramírez-Romero

Source: arxiv

CauScientist: Teaching LLMs to Respect Data for Causal Discovery

Bo Peng, Sirui Chen, Lei Xu, Chaochao Lu

Source: arxiv

Numina-Lean-Agent: An Open and General Agentic Reasoning System for Formal Mathematics

Junqi Liu, Zihao Zhou, Zekai Zhu, Marco Dos Santos, Weikun He, Jiawei Liu, Ran Wang, Yunzhou Xie, Junqiao Zhao, Qiufeng Wang, Lihong Zhi, Jia Li, Wenda Li

Source: arxiv

DeepInflation: an AI agent for research and model discovery of inflation

Ze-Yu Peng, Hao-Shi Yuan, Qi Lai, Jun-Qian Jiang, Gen Ye, Jun Zhang, Yun-Song Piao

Source: arxiv

What Should I Cite? A RAG Benchmark for Academic Citation Prediction

Leqi Zheng, Jiajun Zhang, Canzhi Chen, Chaokun Wang, Hongwei Li, Yuying Li, Yaoxin Mao, Shannan Yan, Zixin Song, Zhiyuan Feng, Zhaolu Kang, Zirong Chen, Hang Zhang, Qiang Liu, Liang Wang, Ziyang Liu

Source: arxiv

On Meta-Evaluation

Hongxiao Li, Chenxi Wang, Fanda Fan, Zihan Wang, Wanling Gao, Lei Wang, Jianfeng Zhan

Source: arxiv

PaperGuide: Making Small Language-Model Paper-Reading Agents More Efficient

Zijian Wang, Tiancheng Huang, Hanqi Li, Da Ma, Lu Chen, Kai Yu

Source: arxiv

Report for NSF Workshop on AI for Electronic Design Automation

Deming Chen, Vijay Ganesh, Weikai Li, Yingyan, Lin, Yong Liu, Subhasish Mitra, David Z. Pan, Ruchir Puri, Jason Cong, Yizhou Sun

Source: arxiv Must Read

Mindstorms in Natural Language-Based Societies of Mind

Mingchen Zhuge, Haozhe Liu, Francesco Faccio, Dylan R. Ashley, Róbert Csordás, Anand Gopalakrishnan, Abdullah Hamdi, Hasan Abed Al Kader Hammoud, Vincent Herrmann, Kazuki Irie, Louis Kirsch, Bing Li, Guohao Li, Shuming Liu, Jinjie Mai, Piotr Piękos, Aditya Ramesh, Imanol Schlag, Weimin Shi, Aleksandar Stanić, Wenyi Wang, Yuhui Wang, Mengmeng Xu, Deng-Ping Fan, Bernard Ghanem, Jürgen Schmidhuber

Source: arxiv Must Read

Scientific production in the era of Large Language Models

Keigo Kusumegi, Xinyu Yang, Paul Ginsparg, Mathijs de Vaan, Toby Stuart, Yian Yin

Source: arxiv Must Read

HardSecBench: Benchmarking the Security Awareness of LLMs for Hardware Code Generation

Qirui Chen, Jingxian Shuai, Shuangwu Chen, Shenghao Ye, Zijian Wen, Xufei Su, Jie Jin, Jiangming Li, Jun Chen, Xiaobin Tan, Jian Yang

Source: arxiv Must Read