Papers
Temp-R1: A Unified Autonomous Agent for Complex Temporal KGQA via Reverse Curriculum Reinforcement Learning
Zhaoyan Gong, Zhiqiang Liu, Songze Li et al.
ImF: Embedding an Implicit Fingerprint in Your Large Language Models
Jiaxuan Wu, Wanli Peng, Hang fu et al.
MicroC-KT: Modeling Community Effect via Learning Micro-Environment for Evidence-Grounded Explainable Knowledge Tracing
Zhiyi Duan, Zixing Shi, Bing Jia et al.
TeCES: Collaborative Geometric Knowledge Representation Framework under Evolving Fact Snapshots
Jiujiang Guo, Zhengliang Guo, Kai Wang et al.
Re3: Relevance & Recency Retrieval for Mitigating Temporal Hallucination
Jiawei Cao, Jie Ouyang, Mingyue Cheng et al.
Can Spectral-Clipping Enable Better Learning While Forgetting Less for Low-Rank Adaptation?
Hyowon Wi, Noseong Park
CrossGuard: Safeguarding MLLMs against Joint-Modal Implicit Malicious Attacks
Xu Zhang, Hao Li, Zhichao Lu
MedForge: Interpretable Medical Deepfake Detection via Forgery-aware Reasoning
Zhihui Chen, Kai He, Qingyuan Lei et al.
Latent-Condensed Transformer for Efficient Long Context Modeling
Zeng You, Yaofo Chen, Qiuwu Chen et al.
Forget What Matters, Keep the Rest: Selective Unlearning of Informative Tokens
Seunghee Koh, Sunghyun Baek, Youngdong Kim et al.
LLM-ForcedAligner: A Non-Autoregressive and Accurate LLM-Based Forced Aligner for Multilingual and Long-Form Speech
Bingshen Mu, Xian Shi, Xiong Wang et al.
Two Pathways to Truthfulness: On the Intrinsic Encoding of LLM Hallucinations
Wen Luo, Guangyue Peng, Wei Li et al.
Learning to Think on Hypergraph: HyperCoT for Structure-Guided N-ary Knowledge Graph Completion
Mengxue Yang, Jinming Li, Chun Yang et al.
Revisiting Metric Reliability for Fine-grained Evaluation of Machine Translation and Summarization in Indian Languages
Amir Hossein Yari, Kalmit Kulkarni, Ahmad Raza Khan et al.
Cognitive Scaffold: From Fluid Context to Crystallized Memory for Long-Horizon DeepResearch Agents
Qiuyuan Ai, Zenghuang Fu, Zhaoyang Li et al.
Enhancing Agentic Textual Graph Retrieval with Synthetic Stepwise Supervision
Ge Chang, Jinbo Su, Jiacheng Liu et al.
SafetyMem: Adaptive Jailbreak Defense via Dual-Component Safety Memory
Hao Wang, Ziyi Ni, Huacan Wang et al.
ReLook: Vision-Grounded RL with a Multimodal LLM Critic for Agentic Web Coding
Yuhang Li, Chenchen Zhang, Ruilin Lv et al.
AIRCoder: Adaptive Integration of Multi-dimensional Retrieval for Repository-level Code Completion
Chuanqi Shi, Miao Gao, Zhiqiang Gao
Towards Stable and Effective Reinforcement Learning for Mixture-of-Experts
Di Zhang, Xun Wu, Shaohan Huang et al.
Chart-MRAG: Benchmarking Multimodal Retrieval Augmented Generation on Chart-based Documents
Ymyang, Jiang Zhong, Li Jin et al.
CSPO: Alleviating Reward Ambiguity for Structured Table-to-LaTeX Generation
Yunfan Yang, Cuiling Lan, Jitao Sang et al.
MM-JudgeBias: A Benchmark for Evaluating Compositional Biases in MLLM-as-a-Judge
Sua Lee, Sanghee Park, Jinbae Im
AgentGL: Towards Agentic Graph Learning with LLMs via Reinforcement Learning
Yuanfu Sun, Kang Li, Dongzhe Fan et al.
GMFL: Efficient Global Masking for Federated LLM Fine-tuning
Xin Huang, Yan Hu, Yue-Jiao Gong et al.