Papers
The Side Effects of Being Smart: Safety Risks in MLLMs’ Multi-Image Reasoning
Renmiao Chen, Yida Lu, Shiyao Cui et al.
MAGMA: A Multi-Graph based Agentic Memory Architecture for AI Agents
Dongming Jiang, Yi Li, Guanpeng Li et al.
ES4R: Speech Encoding Based on Prepositive Affective Modeling for Empathetic Response Generation
Zhuoyue Gao, Xiaohui Wang, Xiaocui Yang et al.
ARCHITECT: Uncertainty-Aware Dynamic Tool Learning via Causal Intervention for Open-World Agents
Zhangyi Wang, Jiexiang Xu, Bingnan Yu et al.
The Role of Mixed-Language Documents for Multilingual Large Language Model Pretraining
Jiandong Shao, Raphael Tang, Crystina Zhang et al.
Rethinking Reasoning-Intensive Retrieval: Evaluating and Advancing Retrievers in Agentic Search Systems
Yilun Zhao, Jinbiao Wei, Tingyu Song et al.
Joint Knowledge Base Completion and Question Answering by Combining Large Language Models and Small Language Models
Yinan Liu, Dongying Lin, Sigang Luo et al.
PaT: Planning-after-Trial for Efficient Test-Time Code Generation
Youngsik Yoon, Sungjae Lee, Seockbean Song et al.
SSG: Logit-Balanced Vocabulary Partitioning for LLM Watermarking
Chenxi Gu, Xiaoning Du, John C. Grundy
WildFeedback: Aligning LLMs With In-situ User Interactions And Feedback
Taiwei Shi, Zhuoer Wang, Longqi Yang et al.
Towards Explainable Diagnosis: A Self-learned Explanatory Knowledge Base Approach
Dongqi Huang, Tong Zhou, Zhuoran Jin et al.
The Dominance of Text Space: Unveiling the Asymmetric Nature of Cross-Modal Alignment in Large Language Models
Linqing Chen, Hanmeng Zhong, Wentao Wu et al.
Reasoning Hijacking: The Fragility of Reasoning Alignment in Large Language Models
Yuansen Liu, Yixuan Tang, Anthony Kum Hoe Tung
Probing Audio-Visual Reasoning in Multimodal Language Models through the Lens of Audio
Kaixiong Gong, Kaituo Feng, Bohao Li et al.
Mitigating Tokenization-Induced Distance Distortion in Long-Context Multilingual Machine Translation
Khotso Selialia, Antoine Nzeyimana, Fatima M. Anwar
How Context Shapes Truth: Geometric Transformations of Statement-level Truth Representations in LLMs
Shivam Adarsh, Maria Maistro, Christina Lioma
An Existence Proof for Neural Language Models That Can Explain Garden-Path Effects via Surprisal
Ryo Yoshida, Shinnosuke Isono, Taiga Someya et al.
Test of Time: Rethinking Temporal Signal of Benchmark Contamination
Terry Jingchen Zhang, Gopal Dev, Ning Wang et al.
CHAIRO: Contextual Hierarchical Analogical Induction and Reasoning Optimization for LLMs
Haotian Lu, Yuchen Mou, Bingzhe Wu
Multi-View Attention Multiple-Instance Learning Enhanced by LLM Reasoning for Cognitive Distortion Detection
Jun Seo Kim, Hyemi Kim, Woo Joo OH et al.
Framing Political Bias in Multilingual LLMs Across Pakistani Languages
Afrozah Nadeem, Mark Dras, Usman Naseem
Memorization, Emergence, and Explaining Reversal Failures: A Controlled Study of Relational Semantics in LLMs
Yihua Zhu, Qianying Liu, Jiaxin Wang et al.
SpecMind: Cognitively Inspired, Interactive Multi-Turn Framework for Postcondition Inference
Cuong Chi Le, Minh V.t. Pham, Tung D. Vu et al.
Interpretable Traces, Unexpected Outcomes: Investigating the Disconnect in Trace-Based Knowledge Distillation
Siddhant Bhambri, Upasana Biswas, Subbarao Kambhampati