Papers
CreditDecoding: Accelerating Parallel Decoding in Diffusion Large Language Models with Trace Credit
Kangyu Wang, Zhiyun Jiang, Haibo Feng et al.
Towards Mitigating Modality Bias in Vision-Language Models for Temporal Action Localization
Jiaqi Li, Guangming Wang, Shuntian Zheng et al.
Limited Linguistic Diversity in Embodied AI Datasets
Selma Liliane Wanna, Agnes Luhtaru, Jonathan Salfity et al.
Reinforcement Learning on Pre-Training Data
Siheng Li, Kejiao Li, Zenan Xu et al.
Learning from Evolving Training Dynamics: An Entropy-Maximizing Data Curation Strategy for LLM Supervised Post-Training
Mengxiang Zhang, Lingyuan Liu
Learning from the Irrecoverable: Error-Localized Policy Optimization for Tool-Integrated LLM Reasoning
Qiao Liang, Yuke Zhu, Chao Ge et al.
Memory-Augmented LLM-based Multi-Agent System for Automated Feature Generation on Tabular Data
FengXian Dong, Zhi Zheng, Xiao Han et al.
Defenses Against Prompt Attacks Learn Surface Heuristics
Li Li, Chenxiao Yu, Zhiyu Ni et al.
Learning from Contrasts: Synthesizing Reasoning Paths from Diverse Search Trajectories
Peiyang Liu, Zhirui Chen, Xi Wang et al.
CuBridge: An LLM-Based Framework for Understanding and Reconstructing High-Performance Attention Kernels
Xing Ma, Yangjie Zhou, Wu Sun et al.
ODUTQA-MDC: A Task for Open-Domain Underspecified Tabular QA with Multi-turn Dialogue-based Clarification
Zhensheng Wang, ZhanTeng Lin, Wenmian Yang et al.
Valid Survey Simulations with Limited Human Data: The Roles of Prompting, Fine-Tuning, and Rectification
Stefan Krsteski, Giuseppe Russo, Serina Chang et al.
Sycophants in the Courtroom: Are LLMs Fragile to Juridical Authority and Evolving Legal Standards?
Lorenzo Molfetta, Alessio Cocchieri, Luca Ragazzi et al.
How Do LLMs and VLMs Understand Viewpoint Rotation Without Vision? An Interpretability Study
Zhen Yang, Ping Jian, Zhongbin Guo et al.
Critical-CoT: A Robust Defense Framework against Reasoning-Level Backdoor Attacks in Large Language Models
Vu Tuan Truong, Long Bao Le
EchoVLM: Dynamic Mixture-of-Experts Vision-Language Model for Universal Ultrasound Intelligence
Chaoyin She, Ruifang Lu, Lida Chen et al.
Musical Score Understanding Benchmark: Evaluating Large Language Models’ Comprehension of Complete Musical Scores
Congren Dai, Yue Yang, Krinos Li et al.
All That Glisters Is Not Gold: A Benchmark for Reference-Free Counterfactual Financial Misinformation Detection
Yuechen Jiang, Zhiwei Liu, Yupeng Cao et al.
GRASPrune: Global Gating for Budgeted Structured Pruning of Large Language Models
Ziyang Wang, Jiangfeng Xiao, Chuan Xiao et al.
Visual Self-Fulfilling Alignment: Shaping Safety-Oriented Personas via Threat-Related Images
Qishun Yang, Shu Yang, Lijie Hu et al.
Reasoning with Ontology Graph: Toward Type-Constrained Knowledge Graph Question Answering
Yongxue Shan, Jie Peng, Zixuan Dong et al.
Beyond Word Boundaries: A Hebrew Coreference Benchmark and an Evaluation Protocol for Morphologically Complex Text
Refael Shaked Greenfeld, Reut Tsarfaty
Jakiro: Boosting Speculative Decoding via Decoupled MoE
Haiduo Huang, Fuwei Yang, Zhenhua Liu et al.
InstructDiff: Domain-Adaptive Data Selection via Contrastive Entropy for Efficient LLM Fine-Tuning
Junyou Su, He Zhu, Xiao Luo et al.
Visual and Memory–Augmented Soccer Commentary Generation
Haoran Sun, Natthawut Kertkeidkachorn, Kiyoaki Shirai