Papers
RATE: Reviewer Profiling and Annotation-free Training for Expertise Ranking in Peer Review Systems
Weicong Liu, Zixuan Yang, Yibo Zhao et al.
Can LLM Agents Simulate Multi-Turn Human Behavior? Evidence from Real Online Customer Behavior Data
Yuxuan Lu, Jing Huang, Yan Han et al.
OPeRA: A Dataset of Observation, Persona, Rationale, and Action for Evaluating LLMs on Human Online Shopping Behavior Simulation
Ziyi Wang, Yuxuan Lu, Wenbo Li et al.
PPA-Plan: Proactive Pitfall Avoidance for Reliable Planning in Long-Context LLM Reasoning
Byeongjin Kim, Gyuwan Kim, Seo Yeon Park
ReCode: Reinforcing Code Generation with Reasoning-Process Rewards
Lishui Fan, Yu Zhang, Mouxiang Chen et al.
Can You Make It Sound Like You? Post-Editing LLM-Generated Text for Personal Style
Connor Baumler, Calvin Bao, Huy Nghiem et al.
LANG: Reinforcement Learning for Multilingual Reasoning with Language-Adaptive Hint Guidance
Yuchun Fan, Bei Li, Peiguang Li et al.
Programming over Thinking: Efficient and Robust Multi-Constraint Planning
Derrick Goh Xin Deik, Quanyu Long, Zhengyuan Liu et al.
Reward Alignment Optimization: A Direct Point-wise Alignment Approach
Zelin Li, Jia Leng, Dawei Song et al.
A Survey of Large Language Models for Text-Guided Molecular Discovery: From Molecule Generation to Optimization
Ziqing Wang, Kexin Zhang, Zihan Zhao et al.
Activation Decomposition and Steering for LLM Backdoor Remediation
Lingfeng Zhong, Qiongkai Xu, Usman Naseem
MolMem: Memory-Augmented Agentic Reinforcement Learning for Sample-Efficient Molecular Optimization
Ziqing Wang, Yibo Wen, Abhishek Pandey et al.
SMILE-Next: Teaching Large Language Models to Detect, Classify, and Reason about Laughter
Lee Jung-Mok, Kim Sung-Bin, Joohyun Chang et al.
BanHADEX: Towards Explainable HAte Speech Detection in Bangla Using Human Annotated EXplanation
Faisal Hossain Raquib, Akm Moshiur Rahman Mazumder, Md Fahim et al.
Knowledge Vector of Logical Reasoning in Large Language Models
Zixuan Wang, Yuanyuan Lei
MIND: From Passive Mimicry to Active Reasoning through Capability-Aware Multi-Perspective CoT Distillation
Jin Cui, Jiaqi Guo, Jiepeng Zhou et al.
PodBench: A Comprehensive Benchmark for Instruction-Aware Audio-Oriented Podcast Script Generation
Chenning Xu, Mao Zheng, Mingyu Zheng et al.
Explainable Disentangled Representation Learning for Generalizable Authorship Attribution in the Era of Generative AI
Hieu Man, Van-Cuong Pham, Nghia Trung Ngo et al.
A Lightweight Explainable Guardrail for Prompt Safety
Md Asiful Islam, Mihai Surdeanu
EVOTOOL: Self-Evolving Tool-Use Policy Optimization in LLM Agents via Blame-Aware Mutation and Diversity-Aware Selection
Shuo Yang, Caren Han, Xueqi Ma et al.
FAIRGAMER: Evaluating Social Biases in LLM-Based Video Game NPCs
Bingkang Shi, Jen-tse Huang, Luo Long et al.
ServImage: An Image Generation and Editing Benchmark from Real-world Commercial Imaging Services
Fengxian Ji, Jingpu Yang, Zirui Song et al.
Understanding the Behaviors of Environment-aware Information Retrieval
Ruifeng Yuan, Chaohao Yuan, David Dai et al.
Locate and Explain: Joint Multimodal Emotion Cause Extraction and Summarization in Conversation
Jikun Wan, Chen Gong, Guohong Fu
P-Check: Advancing Personalized Reward Model via Learning to Generate Dynamic Checklist
Kwangwook Seo, Dongha Lee