Papers
CADMate: Generating CAD Assembly Plan with Geometric Chain-of-Thought and Spatial Physical Rewards
Jiali Chen, DingBa Fu, Xusen Hei et al.
Seeing No Evil: Blinding Large Vision-Language Models to Safety Instructions via Adversarial Attention Hijacking
Jingru Li, Wei Ren, Tianqing Zhu
ProActor: Timing-Aware Reinforcement Learning for Proactive Task Scheduling Agents
Lei Ding, Bin He, Chenguang Wang et al.
Would LLMs be Good Historical Linguists and Chinese Dialect Learners?
Yicheng Liu, Shumin Shi, Youchao Zhou et al.
Beyond Value Benchmarks: Measuring Value-Structure Alignment in Large Language Models via Symmetric Q-Sorts
Jingting Zheng, Yuqi Ren, Linhao Yu et al.
Beyond Chunking: Discourse-Aware Hierarchical Retrieval for Long Document Question Answering
Huiyao Chen, Yi Yang, Yinghui Li et al.
Persona-Grounded Safety Evaluation of AI Companions in Multi-Turn Conversations
Prerna Juneja, Lika Lomidze
Model-Based Imaginative Planning for Embodied Agents
Junru Song, Hengzhe Jin, Yucong Huang et al.
Your Reasoning Benchmark May Not Test Reasoning: Revealing Perception Bottleneck in Abstract Reasoning Benchmarks
Xinhe Wang, Jin Huang, Xingjian Zhang et al.
PRiSM: Benchmarking Phone Realization in Speech Models
Shikhar Bharadwaj, Chin-Jou Li, Yoonjae Kim et al.
Threshold Differential Attention for Sink-Free, Ultra-Sparse, and Non-Dispersive Language Modeling
Xingyue Huang, Xueying Ding, Mingxuan Ju et al.
TRN-R1-Zero: Text-rich Network Reasoning via LLMs with Reinforcement Learning Only
Yilun Liu, Ruihong Qiu, Zi Huang
Long-Chain Reasoning Distillation via Adaptive Prefix Alignment
Zhenghao Liu, Zhuoyang Wu, Xinze Li et al.
Improving Autoformalization Using Direct Dependency Retrieval
Shaoqi Wang, Lu Yu, Siwei Lou et al.
AdvancedIF: Rubric-Based Benchmarking and Reinforcement Learning for Advancing LLM Instruction Following
Yun He, Wenzhe Li, Hejia Zhang et al.
Towards Efficient and Effective Diffusion Language Model Inference via Semantic-Aware Adaptive Denoising
Fan Li, Yu Gu, Zhigang Wang et al.
HiKEY: Hierarchical Multimodal Retrieval for Open-Domain Document Question Answering
Joongmin Shin, Gyuho Shim, Jeongbae Park et al.
SAGE: Synergistic Adaptive Gating of Experts for Hateful Video Detection
Jie Huang, Xin Liao, Junjie Wang et al.
Efficiently Learning To Reason or Not to Reason: Root-token Policy Optimization for Adaptive Thinking
Taehyeon Kim, Hyunsoo Lee, Youngsoo Jang et al.
CIA: Inferring the Communication Topology from LLM-based Multi-Agent Systems
Yongxuan Wu, Xixun Lin, He Zhang et al.
LCR-RAG: Enhancing Logical Consistency in Retrieval-Augmented Generation via Neuro-symbolic Reinforcement Learning
Wenxiang Zheng, Guo Tang, Shixin Jiang et al.
POWSM: A Phonetic Open Whisper-Style Speech Foundation Model
Chin-Jou Li, Kalvin Chang, Shikhar Bharadwaj et al.
Reference Attack: A New Cross-Modal Jailbreaking Attack against Multimodal Large Language Models
Yulong Wang, Yifei Fu, Jiayi Gao
TAMA: Target-Aware Multilingual Abuse Detection by Cascaded Conditional Multi-Task Learning
JiYan Liu, Youzheng Liu, Taihang Wang et al.
REZE: Representation Regularization for Domain-adaptive Text Embedding Pre-finetuning
Seungmin Lee, Jeonghwan Lee, Hyunkuk Lim et al.