Papers
Ascending the Infinite Ladder: Benchmarking Spatial Deformation Reasoning in Vision-Language Models
Jiahuan Zhang, Shunwen Bai, Tianheng Wang et al.
LAMCL: A Length-aware Momentum Contrastive Learning Framework for Multiscale Machine-Revised Text Detection
Bing Zhou, Zhe Huang, Shilei Tan et al.
Attention as Selector: Unlocking VLM Attention for Long Document Page Retrieval
Minfeng Zhu, Linxin Bao, Wei Chen et al.
JanusMM: A Benchmark for Self-Deprecation Understanding in Real-World Multimodal Conversations
Xinyi Xu, Bingguang Hao, Yongyi Xiong et al.
Looking Beyond the One: Operationalizing and Eliciting Visual Ambiguity in VLLMs
Yuchong Chen, Bowei Zou, Yuhan Chen et al.
SHAPE: Stage-aware Hierarchical Advantage via Potential Estimation for LLM Reasoning
Zhengyang Ai, Zikang Shan, Xiaodong Ai et al.
Truth or Sophistry? LoFa: A Benchmark for LLM Robustness Against Logical Fallacies
Xudong Shen, li Yuan, Ye Chen et al.
KoCo: Conditioning Language Model Pre-training on Knowledge Coordinates
Yudong Li, Jiawei Cai, Linlin Shen
GeoRA: Geometry-Aware Low-Rank Adaptation for RLVR
Jiaying Zhang, Lei Shi, Jiguo Li et al.
ADAPT: Benchmarking Commonsense Planning under Unspecified Affordance Constraints
Pei-An Chen, Yongching Liang, Jia-Fong Yeh et al.
Text-Guided Multi-Scale Frequency Representation Adaptation
Weicai Yan, Xinhua Ma, Wang Lin et al.
SecureVibeBench: Benchmarking Secure Vibe Coding of AI Agents via Reconstructing Vulnerability-Introducing Scenarios
Junkai Chen, Huihui Huang, Yunbo Lyu et al.
AT²PO: Agentic Turn-based Policy Optimization via Tree Search
Zefang Zong, Dingwei Chen, Yang Li et al.
Knowledge Beyond Language: Bridging the Gap in Multilingual Machine Unlearning Evaluation
Kyomin Hwang, Hyeonjin Kim, Sangyeon Cho et al.
Taming Actor-Observer Asymmetry in Agents via Dialectical Alignment
Bobo Li, Wu Rui, Zibo Ji et al.
VRPO: Rethinking Value Modeling for Robust RL under Noisy Supervision in LLM Post-Training
Dingwei Zhu, Shihan Dou, Zhiheng Xi et al.
When TableQA Meets Noise: A Dual Denoising Framework for Complex Questions and Large-scale Tables
Shenghao Ye, Yu Guo, Dong Jin et al.
Scaling Laws for Code: A More Data-Hungry Regime
Xianzhen Luo, Wenzhen Zheng, Qingfu Zhu et al.
SPARK: Strategic Policy-Aware Exploration via Dynamic Branching for Long-Horizon Agentic Learning
Jinyang Wu, Shuo Yang, Yuhao Shen et al.
Powering Verifiable Learning via Automated Evolutionary Data Synthesis
He Du, Bowen Li, Aijun Yang et al.
ADVICE: Answer-Dependent Verbalized Confidence Estimation
KiJung Seo, Sehun Lim, Taeuk Kim
Consolidation or Adaptation? PRISM: Disentangling SFT and RL Data via Gradient Concentration
Yang Zhao, Yangou Ouyang, Xiao Ding et al.
Mnemis: Dual-Route Retrieval on Hierarchical Graphs for Long-Term LLM Memory
Zihao Tang, Xin Yu, Ziyu Xiao et al.
Beyond Meta-Reasoning: Metacognitive Consolidation for Self-Improving LLM Reasoning
Ziqing Zhuang, Linhai Zhang, Jiasheng Si et al.