Papers
“I See What You Did There”: Can Large Vision-Language Models Understand Multimodal Puns?
Naen Xu, Jiayi Sheng, Changjiang Li et al.
VIGIL: Defending LLM Agents Against Tool-Stream Injection via Verify-Before-Commit
Junda Lin, Zhaomeng Zhou, Zhi Zheng et al.
SGPVT: Self-Generated Proximal Visual Tokens for Mitigating Proximal Collateral Damage in MLLM Unlearning
Jiaqi Li, Zhijing Zhang, Jiahui Geng et al.
IEvoAgent: Evolving Conversational Agent based on User Implicit Feedback
Yichen Cai, Jiayang Li, Junyuan Qiu et al.
AdaJudge: Adaptive Multi-Perspective Judging for Reward Modeling
Yongliang Miao, Yangyang Liang, Mengnan Du
Benchmarking and Learning Real-World Customer Service Dialogue
Tianhong Gao, Jundong Shen, Jiapeng Wang et al.
CodeEvo: Interaction-Driven Synthesis of Code-centric Data through Hybrid and Iterative Feedback
Qiushi Sun, Jingyang Gong, Lei Li et al.
Alloc-MoE: Budget-Aware Expert Activation Allocation for Efficient Mixture-of-Experts Inference
Baihui Liu, Kaiyuan Tian, Wei Wang et al.
Understanding or Memorizing? A Case Study of German Definite Articles in Language Models
Jonathan Drechsel, Erisa Bytyqi, Steffen Herbold
Tracing the Roots: A Multi-Agent Framework for Uncovering Data Lineage in Post-Training LLMs
Yu Li, Xiaoran Shang, Qizhi Pei et al.
AGSC: Adaptive Granularity and Semantic Clustering for Uncertainty Quantification in Long-text Generation
Guanran Luo, Wentao Qiu, Wanru Zhao et al.
One Battle After Another: Probing LLMs’ Limits on Multi-Turn Instruction Following with a Benchmark Evolving Framework
Qi Jia, Ye Shen, Xiujie Song et al.
PAM: Enhancing General Alignment of Large Reasoning Models through Priority-Aware Metacognition
Zhihao Xu, Fuzhen Yang, Liang Lin et al.
OS-Sentinel: Towards Safety-Enhanced Mobile GUI Agents via Hybrid Validation in Realistic Workflows
Qiushi Sun, Mukai Li, Zhoumianze Liu et al.
Automatic Correction of Writing Anomalies in Hausa Texts
Ahmad Mustapha Wali, Sergiu Nisioi
UMMF: Protecting Copyright of Large Vision-Language Models through Unlearning-based Multimodal Memorization Fingerprint
Xiaofan Zheng, Xinghao Wang, Xiaojun Wan
Experience-driven Multi-turn Reinforcement Learning for GUI Agents
Zhengxi Lu, Jiabo Ye, Fei Tang et al.
Data Mixing Agent: Learning to Re-weight Domains for Continual Pre-training
Kailai Yang, Xiao Liu, Lei Ji et al.
"Newspaper Eat" Means "Not Tasty": A Taxonomy and Benchmark for Coded Language in Real-World Chinese Online Reviews
Ruyuan Wan, Changye Li, Ting-Hao Kenneth Huang
VAPO: End-to-end Slide-Enhanced Speech Recognition with Omni-modal Large Language Models
Rui Hu, Delai Qiu, Yining Wang et al.
Empathy in Diversity: Personalized Depression and Anxiety Therapy via Dialogue State Tracking and Patient-Aware Planning
Xinwei Yang, Junyi Fan, Yuqing Liu et al.
XY-Tokenizer: Mitigating the Semantic-Acoustic Conflict in Low-Bitrate Speech Codecs
Yitian Gong, Luozhijie Jin, Kuangwei Chen et al.
ConlangCrafter: Constructing Languages with a Multi-Hop LLM Pipeline
Morris Alper, Moran Yanuka, Raja Giryes et al.
CoSToM: Causal-oriented Steering for Intrinsic Theory-of-Mind Alignment in Large Language Models
Mengfan Li, Xuanhua Shi, Yang Deng
VisPCO: Visual Token Pruning Configuration Optimization via Budget-Aware Pareto-Frontier Learning for Vision-Language Models
Huawei Ji, Yuanhao Sun, Yuan Jin et al.