• OmicsDefense: The First Unified Framework for Defending Against Backdoor Attacks in Single-cell Foundation Models Bioclaw Team, Peiting Shi Paper Link
• Escalation without Understanding: Behavioral Patterns of LLM Agents in Dollar Auctions Honggu Chen, Suyuan Huang, Daohan Zhu, Sitong Ge, Yubo Hou, Ruofei Wang, Tao Wan, Zengchang Qin Paper Link
• ReplicatorBench: Benchmarking LLM Agents on Replicability Studies in Social and Behavioral Sciences Bang Nguyen, Dominik Soós, Qian Ma, Rochana R. Obadage, Saksham Ranjan, Sai Koneru, Timothy M. Errington, Shakhlo Nematova, Sarah Rajtmajer, Jian Wu, Meng Jiang Paper Link
• Second Thoughts: Revisable Trailing Context in LLM-Grounded Clinical Speech Dave Makhervaks, Vinesh R Gudla, Kabir Mahal, Aditya Prabhakar, Josh Cowdy, Eric R. Hunter, Raizy Leizerowski, Ryan Schwers, Madeline Grade, Tejaswi Tenneti Paper Link
• Self-Improving Agent Factories for Paper Review: When Constrained Beats Open-Ended Lele Cao Paper Link
• SciLens: Multi-modal Scientific Claim Verification with Agentic Entailment and Grounding Yueming Wang, Tianshi Zheng, Jiaxin Bai, Yangqiu Song, Ginny Wong, Simon See Paper Link
• A Structured LLM Framework for Inorganic Material Synthesis Planning Heewoong Noh, Gyoung S. Na, Namkyeong Lee, Chanyoung Park Paper Link
• Amour: A Latent Dynamical System for Controllable and Stateful Social Interaction in LLMs Songyang Peng, Ruoyu Fang, Xinfeng Yuan, Haidong Zheng, Zesong Yang, Ruijie Wang, Hongze Mi, Yilan Guo, Linxiao Zhou Paper Link
• Simulate, Reason, Decide: Scientific Reasoning with LLMs for Simulation-Driven Decision Making Yuhan Yang, Ruipu Li, Alexander Rodríguez Paper Link
• A Domain-Grounded Agentic Assistant for Lipid Nanoparticle Formulation Research Guy D. Rosin, Pablo Klijnjan, Maya Himan, Daniel Stuczynski, Nir Suissa, Lee Danan Goldfryd Paper Link
• Communication-Efficient Safety Coordination for Large Populations of LLM Web Agents Nevroz Sen Paper Link
• FinSTaR: Towards Financial Reasoning with Time Series Reasoning Models Seunghan Lee, Jun Seo, Jaehoon Lee, Sungdong Yoo, Minjae Kim, Tae Yoon Lim, Dongwan Kang, Hwanil Choi, Soonyoung Lee, Wonbin Ahn Paper Link
• EpiAgent: LLM-Augmented SEIR Agents for Epidemiological Forecasting with Lyapunov-Bounded Forecast Error Kaustubh S. Bukkapatnam, Siddharth Karuturi Paper Link
• BioSkillSafety: A Systematic Benchmark for Evaluating Agent Skill Safety in Bioinformatics Bioclaw Team Paper Link
• Agentic Analysis for Agentic Infrastructure: An LLM-Powered Pipeline for Comparative Governance of DAO and Corporate AI Protocols Yutian Wang, Luyao Zhang Paper Link
• Behavioral Determinants of Deployed AI Agents in Social Networks: A Multi-Factor Study of Personality, Model, and Guardrail Specification Sarah Wilson, Diem Linh Dang, Usman Ali Moazzam, Shan Ye, Gail Kaiser Paper Link
• GridMind: An Agentic Workflow for Weather-Driven Power Grid Risk Assessment D. Adrian Maldonado, Jonghwan Kwon, Sunash B Sharma, Hongwei Jin, Stefano Fenu, Emil Constantinescu, David Sehloff, Parfait Gasana, Duane Rudolph Verner, Kibaek Kim Paper Link
• Continuous Improvement and Parallel Autonomous Exploration: An LLM-Agent Framework for Searching Large Solution Spaces Dulmini Hettiarachchi, Andre Rusli, Julio Christian Young, Sho Akiyama Paper Link
• Structured LLM Pipelines for Context-Aware Hospitalization Forecasting Rhea Makkuni, Ananya Joshi Paper Link
• AIDEN: An Agentic Intention-Driven Assistant for Exploration and Navigation of Data Lakes Ibraheem Taha Paper Link
• LLMoxie: Exploring Agentic AI for Scientific Software Development Landung Setiawan, Anant Mittal, Cordero Core, Anshul Tambay, Carlos Garcia Jurado Suarez, David Beck, Andrew Connolly, Vani Mandava Paper Link
• Beyond Preference Matching: Towards Need-Aware Personalized Large Language Models Pradeep Bolleddu, Kamal Chilukuri, Alisa Banerjee Paper Link
• MedSkill: Progressive Skill Enrichment for Structured Clinical Information Extraction Ismael Villanueva-Miranda, Zifan Gu, Yi Jiang, Guanghua Xiao, Yang Xie Paper Link
• AeroNoxis: Retrieval-Grounded Multi-Agent Design of Industrial Waste-Gas Treatment Trains Hanzhang Liu, Jinshuo Li, Zhaorui Jiang Paper Link
• Dignity-Preserving Teach-Back Agents for Medical After-Visit Summaries MEGHANA KARNAM Paper Link
• MSAgent: An Evidence Grounded Agentic Framework for Autonomous Scientific Exploration in Mass Spectrometry-based Metabolomics yifan Li, Yunhua Zhong, Runting Li, pan liu, Cuiping Pan, Jun Xia Paper Link
• Think-Before-Speak: From Internal Evaluation to Public Expression in Multi-Agent Social Simulation Kaiqi Yang, Tai-Quan Peng, Sanguk Lee, Hui Liu Paper Link
• TheEvolutionofLLMSafetyArchitectures: FromPrompt-LevelDefensestoSystemicAlignment Pipelines Simarjot Singh Maan Paper Link