Papers
DiNO: Disinformation Narrative Observer
Witold Sosnowski, Arkadiusz Modzelewski, Kinga Skorupska et al.
GrAInS: Gradient-based Attribution for Inference-Time Steering of LLMs and VLMs
Duy Nguyen, Archiki Prasad, Elias Stengel-Eskin et al.
Minimal Free Resolution Guided Adaptive Tree Reasoning
Dezhao Tang, Meihan Liu, Yulai Tong et al.
Graph-Based Alternatives to LLMs for Human Simulation
Joseph Suh, Suhong Moon, Serina Chang
Red-Bandit: Test-Time Adaptation for LLM Red-Teaming via Bandit-Guided LoRA Experts
Christos Ziakas, Nicholas Loo, Nishita Jain et al.
From Words to Pixels: A Comprehensive Survey on Large Language Models in Visual Segmentation
Yizhou Wang, Mang Tik Chiu, Lingzhi Zhang et al.
ReGATE: Learning Faster and Better with Fewer Tokens in MLLMs
Chaoyu Li, Yogesh Kulkarni, Pooyan Fazli
An Information-Theoretic Foundation for the Subregular Hierarchy
Mai Phan Quoc Hung, Khanh Nguyen Quoc, Đoàn Minh Luong et al.
TEA-Bench: A Systematic Benchmarking of Tool-enhanced Emotional Support Dialogue Agent
Xingyu Sui, Yanyan Zhao, Yulin Hu et al.
DPEPO: Diverse Parallel Exploration Policy Optimization for LLM-based Agents
JunShuo Zhang, Chengrui Huang, Feng Guo et al.
UniSRM: A Unified Speech Reward Model for Reasoning-Based Fine-grained Assessment
Yuanyuan Wang, Dongchao Yang, Yayue Deng et al.
Overcoming Copyright Barriers in Corpus Distribution Through Non-Reversible Hashing
Arthur Amalvy, Vincent Labatut, Xavier Bost et al.
MADE: A Living Benchmark for Multi-Label Text Classification with Uncertainty Quantification of Medical Device Adverse Events
Raunak Agarwal, Markus A. Wenzel, Simon Baur et al.
FactCorrector: A Graph-Inspired Approach to Long-Form Factuality Correction of Large Language Models
Javier Carnerero-Cano, Massimiliano Pronesti, Radu Marinescu et al.
MUTANT: A Recipe for Multilingual Tokenizer Design
Souvik Rana, Ashish Kulkarni, Arul Menezes et al.
EDSD: Entropy-Driven Design for Faster Speculative Decoding
Longkai Cheng, Ximing Wang, Jiangcai Zhu et al.
Rethinking Composed Image Retrieval Evaluation: A Fine-Grained Benchmark from Image Editing
Tingyu Song, Yanzhao Zhang, Mingxin Li et al.
Dual Alignment Between Language Model Layers and Human Sentence Processing
Tatsuki Kuribayashi, Alex Warstadt, Yohei Oseki et al.
CEBC: Conformal Evidence-Bounded Control for Low-Hallucination Vision–Language Generation
Ashish Mishra, Tarun Kumar, Arpit Shah et al.
Data Efficient RLVR via Off-Policy Influence Guidance
Erle Zhu, Dazhi Jiang, Yuan Wang et al.
Paper2Rebuttal: A Multi-Agent Framework for Transparent Author Response Assistance
Qianli Ma, Chang Guo, Zhiheng Tian et al.
COMPASS: A Framework for Evaluating Organization-Specific Policy Alignment in LLMs
Dasol Choi, DongGeon Lee, Brigitta Jesica Kartono et al.
BioTool: A Comprehensive Tool-Calling Dataset for Enhancing Biomedical Capabilities of Large Language Models
Xin Gao, Ruiyi Zhang, Meixi Du et al.
Mind the Pause: Disfluency-Aware Objective Tuning for Multilingual Speech Correction with LLMs
Deepak Kumar, Baban Gain, Asif Ekbal
LogicEval: A Systematic Framework for Evaluating Automated Repair Techniques for Logical Vulnerabilities in Real-World Software
Syed Md Mukit Rashid, Abdullah Al Ishtiaq, Kai Tu et al.