AI-assisted science - Research Digest

SciDER: Scientific Data-centric End-to-end Researcher

Ke Lin, Yilin Lu, Shreyas Bhat, Xuehang Guo, Junier Oliva, Qingyun Wang

Source: arxiv

FROGENT: An End-to-End Full-process Drug Design Multi-Agent System

Qihua Pan, Dong Xu, Qianwei Yang, Jenna Xinyi Yao, Sisi Yuan, Zexuan Zhu, Jianqiang Li, Junkai Ji

Source: arxiv

Re4: Scientific Computing Agent with Rewriting, Resolution, Review and Revision

Ao Cheng, Lei Zhang, Guowei He

Source: arxiv

Probing Materials Knowledge in LLMs: From Latent Embeddings to Reliable Predictions

Vineeth Venugopal, Soroush Mahjoubi, Elsa Olivetti

Source: arxiv

AI-for-Science Low-code Platform with Bayesian Adversarial Multi-Agent Framework

Zihang Zeng, Jiaquan Zhang, Pengze Li, Yuan Qi, Xi Chen

Source: arxiv

OrchMAS: Orchestrated Reasoning with Multi Collaborative Heterogeneous Scientific Expert Structured Agents

Yichao Feng, Haoran Luo, Zhenghong Lin, Yiqun Sun, Pengfei Wei, Lawrence B. Hsieh, Anh Tuan Luu

Source: arxiv

Causal Learning Should Embrace the Wisdom of the Crowd

Ryan Feng Lin, Yuantao Wei, Huiling Liao, Xiaoning Qian, Shuai Huang

Source: arxiv

Type-Aware Retrieval-Augmented Generation with Dependency Closure for Solver-Executable Industrial Optimization Modeling

Y. Zhong, R. Huang, M. Wang, Z. Guo, YC. Li, M. Yu, Z. Jin

Source: arxiv Must Read

S5-HES Agent: Society 5.0-driven Agentic Framework to Democratize Smart Home Environment Simulation

Akila Siriweera, Janani Rangila, Keitaro Naruse, Incheon Paik, Isuru Jayanada

Source: arxiv Must Read

RAPO: Expanding Exploration for LLM Agents via Retrieval-Augmented Policy Optimization

Siwei Zhang, Yun Xiong, Xi Chen, Zi'an Jia, Renhong Huang, Jiarong Xu, Jiawei Zhang

Source: arxiv Must Read

SEED-SET: Scalable Evolving Experimental Design for System-level Ethical Testing

Anjali Parashar, Yingke Li, Eric Yang Yu, Fei Chen, James Neidhoefer, Devesh Upadhyay, Chuchu Fan

Source: arxiv Must Read

AMemGym: Interactive Memory Benchmarking for Assistants in Long-Horizon Conversations

Cheng Jiayang, Dongyu Ru, Lin Qiu, Yiyang Li, Xuezhi Cao, Yangqiu Song, Xunliang Cai

Source: arxiv Must Read

FT-Dojo: Towards Autonomous LLM Fine-Tuning with Language Agents

Qizheng Li, Yifei Zhang, Xiao Yang, Xu Yang, Zhuo Wang, Weiqing Liu, Jiang Bian

Source: arxiv Must Read

Inference-Time Safety For Code LLMs Via Retrieval-Augmented Revision

Manisha Mukherjee, Vincent J. Hellendoorn

Source: arxiv Must Read

RIVA: Leveraging LLM Agents for Reliable Configuration Drift Detection

Sami Abuzakuk, Lucas Crijns, Anne-Marie Kermarrec, Rafael Pires, Martijn de Vos

Source: arxiv Must Read

AgentAssay: Token-Efficient Regression Testing for Non-Deterministic AI Agent Workflows

Varun Pratap Bhardwaj

Source: arxiv Must Read

Agentic AI-based Coverage Closure for Formal Verification

Sivaram Pothireddypalli, Ashish Raman, Deepak Narayan Gadde, Aman Kumar

Source: arxiv Must Read

Agentic Code Reasoning

Shubham Ugare, Satish Chandra

Source: arxiv Must Read