Papers
Don’t Act Blindly: Robust GUI Automation via Action-Effect Verification and Self-Correction
Yuzhe Zhang, Xianwei Xue, Xingyong Wu et al.
N-GLARE: An Non-Generative Latent Representation-Efficient LLM Safety Evaluator
Zheyu Lin, Jirui Yang, Yukui Qiu et al.
SDAR-VL: Stable and Efficient Block-wise Diffusion for Vision-Language Understanding
Shuang Cheng, Yuhua Jiang, Zineng Zhou et al.
It’s High Time: A Survey of Temporal Question Answering
Bhawna Piryani, Abdelrahman Abdallah, Jamshid Mozafari et al.
AEA: Adaptive Expert Allocation Improves Sentence Embeddings from Mixture-of-Experts LLM
Shufan Yang, Zifeng Cheng, Zhiwei Jiang et al.
Think Faster Than Words: Efficient LLM Chain-of-Thought Reasoning via Dynamic Shortcut Decoding
Fan Liu, Yanhao Wang, Min Zhang et al.
Learn Like Humans: Use Meta-cognitive Reflection for Efficient Self-Improvement
Xinmeng Hou, Bohao Qu, Wuqi Wang et al.
From Knowing to Teaching: Scaffolding Pedagogical Decisions for LLM Agent
Yucheng Wang, Shen Yang, Jifan Yu et al.
Latent Attention Denoising: A Training-Free Energy-Based Framework for Mitigating Hallucinations in Vision-Language Models
Zhiwen Luo, Siyu Jiang, Weilong Jiang et al.
EIFFEL: a novel benchmark to measure bias of English heavy training on French idiomatic expressions
Charlotte Noel, Nicholas Asher, Olivier Gouvert et al.
SpidR-Adapt: A Universal Speech Representation Model for Few-Shot Adaptation
Mahi Luthra, Jiayi Shen, Maxime Poli et al.
GMSA: Enhancing Context Compression via Group Merging and Layer Semantic Alignment
Jiwei Tang, Zhicheng Zhang, Shunlong Wu et al.
FactVerse: A Benchmark for Factual Consistency in Interleaved Image–Text Generation
Yubo Shan, Kun Zhang, Qiming Xu et al.
LGSA: Label Geometry Structuring and Aligning for Hierarchical Text Classification
Shuai Zhang, Weibo Xu, Jiahao Nie et al.
CURE: Critique-Driven Unified Reinforcement Learning for Test-Time Self-Improvement
Guirong Chen, Shuqi Ye, Wenkai Yang et al.
Selective Test-Time Debiasing for CLIP via Reward Gating
Jaeho Han, Jisoo Yang, Hyeondong Woo et al.
GenesisFunc: Multi-Agent Data Generation for Accurate and Generalizable Function-Calling
Hao-Xiang Xu, Chong Deng, Jiaqing Liu et al.
DVI-DTM: Dual-View Representation Learning for Interpretable Short Text Dynamic Topic Modeling
Di Liu, Zheng Fang, Bin Wu
Fair-CCD: Mitigating Bias in Large Language Models for Tabular Classification Through Context-Contrastive Decoding
Donghan Liu, Han Sun, Zhaohui Wang et al.
Cultivating Forensic Reasoning for Generalizable Multimodal Manipulation Detection
Yuchen Zhang, Yaxiong Wang, Kecheng Han et al.
Bloom-Eval: A Hierarchical Evaluation Benchmark for Automatic Survey Generation Based on Bloom’s Taxonomy
Fei Zhang, Zhe Zhao, HaiBin Wen et al.
MagicBench: Diagnosing Visual Agency Loss and Semantic Dependency in Multimodal LLMs
Tang Da Huang, Weidong Tang, Wen Qi Xu et al.
InfiniteWeb: Scalable Web Environment Synthesis for GUI Agent Training
Ziyun Zhang, Zezhou Wang, Xiaoyi Zhang et al.
Enhancing Two Steps Textual Anomaly Detection through Anisotropy Mitigation
Pierre Fihey, Matthieu Labeau, Pavlo Mozharovskyi
KoCo-Bench: Can Large Language Models Leverage Domain Knowledge in Software Development?
Xue Jiang, Ge Li, Jiaru Qian et al.