Papers
Mitigating Legal Hallucinations via Symbolic Constraints and Analogical Precedents
Zixuan Huang, Yanxiang Ma, Luhan Wang et al.
Prune as You Generate: Online Rollout Pruning for Faster and Better RLVR
Haobo Xu, Sirui Chen, Ruizhong Qiu et al.
ExecVerify: White-Box RL with Verifiable Stepwise Rewards for Code Execution Reasoning
Lingxiao Tang, He Ye, Zhaoyang Chu et al.
Closing the Spatial Execution Gap in Digital Whiteboards via Verifiable Reinforcement Learning
Chang Liu, Benjamin Wagley, Zibo Wang et al.
Aligning Backchannel and Dialogue Context Representations via Contrastive LLM Fine-Tuning
Livia Qian, Gabriel Skantze
Language of Thought Shapes Output Diversity in Large Language Models
Shaoyang Xu, Wenxuan Zhang
Can Factual Opinions Be Edited (Manipulated) in Large Language Models?
Yuanpu Cao, Ziyi Yin, Fenglong Ma et al.
Locket: Robust Feature-Locking Technique for Language Models
Lipeng He, Vasisht Duddu, N. Asokan
HeLa-Mem: Hebbian Learning and Associative Memory for LLM Agents
Jinchang Zhu, Jindong Li, Cheng Zhang et al.
Language Model as Planner and Formalizer under Constraints
Cassie Huang, Stuti Mohan, Ziyi Yang et al.
Current Agents Fail to Leverage World Model as Tool for Foresight
Cheng Qian, Emre Can Acikgoz, Bingxuan Li et al.
UniCorn: Towards Self-Improving Unified Multimodal Models through Self-Generated Supervision
Zhen Fang, Ruiyan Han, XinYu Sun et al.
Unleashing Spatial Reasoning in Multimodal Large Language Models via Textual Representation Guided Reasoning
Jiacheng Hua, Yishu Yin, Yuhang Wu et al.
SpiderFlow: Efficient Topology-Aware Scheduling for LLM Training Across Decentralized GPU Clusters
Zihan Chang, Shuibing He, Bo Zhou et al.
Toward Consistent World Models with Multi-Token Prediction and Latent Semantic Enhancement
Qimin Zhong, Hao Liao, Haiming Qin et al.
Learning While Staying Curious: Entropy-Preserving Supervised Fine-Tuning via Adaptive Self-Distillation for Large Reasoning Models
Hao Wang, Hao Gu, Hongming Piao et al.
From Charts to Code: A Hierarchical Benchmark for Multimodal Models
Jiahao Tang, Henry Hengyuan Zhao, Lijian Wu et al.
FinChart-Bench: Benchmarking Financial Chart Comprehension in Vision-Language Models
Dong Shu, Haoyang Yuan, Yuchen Wang et al.
Inside Out: Evolving User-Centric Core Memory Trees for Long-Term Personalized Dialogue Systems
Jihao Zhao, Ding Chen, Zhaoxin Fan et al.
Android Coach: Improve Online Agentic Training Efficiency with Single State Multiple Actions
Guo Gan, Yuxuan Ding, Cong Chen et al.
Reinforced Informativeness Optimization for Long-Form Retrieval-Augmented Generation
Yuhao Wang, Ruiyang Ren, Yucheng Wang et al.
ALDEN: Reinforcement Learning for Active Navigation and Evidence Gathering in Long Documents
Tianyu Yang, Terry Ruas, Yijun Tian et al.
FinCall-Surprise: A Large Scale Multi-modal Benchmark for Earning Surprise Prediction
Dong Shu, Yanguang Liu, Huopu Zhang et al.