Papers
SciMDR: Advancing Scientific Multimodal Document Reasoning
Ziyu Chen, Yilun Zhao, Chengye Wang et al.
Parallel Test-Time Scaling for Latent Reasoning Models
Runyang You, Yongqi Li, Meng Liu et al.
Benchmarking Fine-Grained Error Detection in Multimodal Reasoning
Chi-Min Chan, Han Zhu, Chunyang Jiang et al.
DialDefer: A Framework for Detecting and Mitigating LLM Dialogic Deference
Parisa Rabbani, Priyam Sahoo, Ruben Mathew et al.
When Does Language Matter? Multilingual Instructions Reveal Step-wise Language Sensitivity in Vision-Language-Action Models
Xuan Dong, Zhe Han, Tianhao Niu et al.
GMoE: Global Mixture of Experts with Logit Propagation
Geonwoo Hong, Taehwan Kim
DAC-Bench: A Decision-Aware Benchmark for Compositional Mobile GUI Tasks
Yuqing Zhang, Honghui Sheng, Xueyu Hu et al.
CLAOCS-TX: Cross-Lingual Triplet Extraction with Aspect-Opinion-Aware Code-Switched Prompting and LLM-Guided Contrastive Distillation
Lipika Dewangan, Chandresh Kumar Maurya
INFACT: A Diagnostic Benchmark for Induced Faithfulness and Factuality Hallucinations in Video-LLMs
Yangjunqi, Yuecong Min, Jie Zhang et al.
MemRec: Collaborative Memory-Augmented Agentic Recommender System
Weixin Chen, Yuhan Zhao, Jingyuan Huang et al.
Beyond Fully Random Masking: Attention-Guided Denoising and Optimization for Diffusion Language Models
Jia Deng, Junyi Li, Xin Zhao et al.
Through the Magnifying Glass: Adaptive Perception Magnification for Hallucination-Free VLM Decoding
Shunqi Mao, Chaoyi Zhang, Weidong Cai
AgentGym2: Benchmarking Large Language Model Agents in De-Idealized Real-World Environments
Zhiheng Xi, Dingwen Yang, Jiaqi Liu et al.
AIPO: Adaptive Information Guided Token-Level Reinforcement Learning for Large Language Model Reasoning
Bin Chen, Hongfei Ye, Huiyang Wang et al.
SafeConstellations: Mitigating Over-Refusals in LLMs Through Task-Aware Representation Steering
Utsav Maskey, Sumit Yadav, Mark Dras et al.
Automatic and Reliable Evaluation for Academic Caption-to-Figure Generation with LMMs
Guanghui Ye, Huan Zhao, Qin Zhu et al.
rSIM: Incentivizing Reasoning Capabilities of LLMs via Reinforced Strategy Injection
Sijia Chen, Baochun Li, Di Niu
Understanding the Prompt Sensitivity
Yang Liu, Chenhui Chu
GUI0: Self-Evolving Foundational GUI Agents in Super App Ecosystems
Xinyi Wang, Wei Dai, Kyle Qiao et al.
Route to Rome Attack: Directing LLM Routers to Expensive Models via Adversarial Suffix Optimization
Haochun Tang, Yuliang Yan, Jiahua Lu et al.
DarwinTOD: LLM-Driven Lifelong Self-evolution for Task-oriented Dialog Systems
Shuyu Zhang, Yujie Liu, Xinru Wang et al.
Do MLLMs Capture How Interfaces Guide User Behavior? A Benchmark for Multimodal UI/UX Design Understanding
Jaehyun Jeon, Min Soo Kim, Janghan Yoon et al.
ReTRE: Benchmarking LLM Transfer Robustness with Structure-Preserving Variants
ZhongDong Li, Weijie Shi, Yue Cui et al.
ParaSuite: Boosting LLM Reasoning via Paradox Resolution
Bin Chen, Yu Zhang, Hongfei Ye et al.
Feeling Right vs. Being Right: How AI Sycophancy Affects Value-Laden Deliberation
Jeongwoo Ryu, Soomin Kim, Jinsu Eun et al.