Papers
LoopTool: Closing the Data–Training Loop for Robust LLM Tool Calls
Kangning Zhang, Weiwen Liu, Wenxiang Jiao et al.
Probing the Safety Robustness of LLMs in Latent Space
Tianle Gu, Kexin Huang, Zongqi Wang et al.
Beyond the Context Window: Scaling Agentic RL via End-to-end Optimized Context Compression
Miao Lu, Weiwei Sun, Weihua Du et al.
MoA: Heterogeneous Mixture of Adapters for Parameter-Efficient Fine-Tuning of Large Language Models
Jie Cao, Tianwei Lin, Bo Yuan et al.
ReRec: Reasoning-Augmented LLM-based Recommendation Assistant via Reinforcement Fine-tuning
Jiani Huang, Shijie Wang, Liang-Bo Ning et al.
Cultural Benchmarking of LLMs in Standard and Dialectal Arabic Dialogues
Muhammad Dehan Al Kautsar, Saeed Almheiri, Momina Ahsan et al.
ChatHLS: Towards Systematic Design Automation and Optimization for High-Level Synthesis
Runkai Li, Jia Xiong, Xiuyuan He et al.
Retrieving to Recover: Towards Incomplete Audio-Visual Question Answering via Semantic-consistent Purification
Jiayu Zhang, Shuo Ye, Qilang Ye et al.
Measure Twice, Click Once: Co-evolving Proposer and Visual Critic via Reinforcement Learning for GUI Grounding
Wenkai Wang, Xiyun Li, Hongcan Guo et al.
ExPerT: Personalizing LLM Responses to Users’ Domain Expertise via Query-Wise Semantic and Keystroke Behavioral Cues
Yeji Park, Jiwon Tark, Taesik Gong
From AR to Diffusion: Efficiently Adapting Large Language Models with Strictly Causal and Elastic Horizons
Xiangyu Ma, Teng Xiao, Zuchao Li et al.
Fisher-Driven Adaptive Locating for Knowledge Editing in Large Language Models
Chenghao Xu, Jiexi Yan, Guangtao Lyu et al.
GeoArena: Evaluating Open-World Geographic Reasoning in Large Vision-Language Models
Pengyue Jia, Yingyi Zhang, Xiangyu Zhao et al.
VideoCuRL: Video Curriculum Reinforcement Learning with Orthogonal Difficulty Decomposition
Hongbo Jin, Kuanwei Lin, Wenhao Zhang et al.
Mem2Evolve: Towards Self-Evolving Agents via Co-Evolutionary Capability Expansion and Experience Distillation
Zihao Cheng, Zeming Liu, Yingyu Shan et al.
Think Natively: Unlocking Multilingual Reasoning with Consistency-Enhanced Reinforcement Learning
Xue Zhang, Yunlong Liang, Fandong Meng et al.
Chaining the Evidence: Robust Reinforcement Learning for Deep Search Agents with Citation-Aware Rubric Rewards
Jiajie Zhang, Xin Lv, Ling Feng et al.
Language Reconstruction with Brain Predictive Coding from fMRI Data
Congchi Yin, Ziyi Ye, Piji Li
Don’t Adapt Small Language Models for Tools; Adapt Tool Schemas to the Models
Jonggeun Lee, Woojung Song, Jongwook Han et al.
Unveiling the Unknown: Open-Set Entity Typing via Two-Stage Generation
Hu Chen, Binhan Yang, Wei Shen
HiSVD: Principled Low-Rank Approximation of LLMs via Hierarchical Modeling of Information Capacity and Spectral Structure
Zhuo Chen, Minghao Li, Xiaoqian Ma et al.
Breaking Block Boundaries: Anchor-based History-stable Decoding for Diffusion Large Language Models
Shun Zou, Yong Wang, Zehui Chen et al.