Papers
Red Teaming Large Reasoning Models
Jiawei Chen, Yang Yang, Chao Yu et al.
NeuReasoner: Towards Explainable, Controllable, and Unified Reasoning via Mixture-of-Neurons
Haonan Dong, Kehan Jiang, Haoran Ye et al.
Agent-based Substructure Counting under Local Differential Privacy
Yuting Zhang, Kai Wang, Wei Ni et al.
Hard2Verify: A Step-Level Verification Benchmark for Open-Ended Frontier Math
Shrey Pandit, Austin Xu, Xuan-Phi Nguyen et al.
Steganography Beyond Pixels: Reimagining Image Steganography as Cross-Modal Linguistic Communication
Ren Lijing, Denghui Zhang
Debiasing Reward Models via Causally Motivated Inference-Time Intervention
Kazutoshi Shinoda, Kosuke Nishida, Kyosuke Nishida
MECH: A Cost-Effective Multi-Task Cascade Framework for Classroom Opinion Evolution Recognition
Yancui Li, Xiaoyu Zhou, Guoyi Miao et al.
MoEC: A Memory-Routed Mixture-of-Experts Controller for Adaptive Minecraft Control
Hui Wu, Chao Xu, Jianghui Wang et al.
EpiCaR: Knowing What You Don’t Know Matters for Better Reasoning in LLMs
Jewon Yeom, Jaewon Sok, Seonghyeon Park et al.
LitVISTA: A Benchmark for Narrative Orchestration in Literary Text
Mingzhe Lu, Yiwen Wang, Yanbing Liu et al.
BrowseComp-Plus: A Fair and Disentangled Evaluation Benchmark for Deep Search Agents
Zijian Chen, Xueguang Ma, Shengyao Zhuang et al.
Learning from Cognition: Enhancing RL Efficiency for LLM Reasoning via Hierarchical Metacognitive Decomposition and Refinement
Zexu Sun, Yongcheng Zeng, Erxue Min et al.
OS-Symphony: A Holistic Framework for Robust and Generalist Computer-Using Agents
Bowen Yang, Kaiming Jin, Zhenyu Wu et al.
Bit-by-Bit: Progressive QAT Strategy with Outlier Channel Splitting for Stable Low-Bit LLMs
Binxing Xu, Hao Gu, Lujun Li et al.
MAESTRO: Meta-learning Adaptive Estimation of Scalarization Trade-offs for Reward Optimization
Yang Zhao, Hepeng Wang, Xiao Ding et al.
FLARE: Fine-Grained Length-Aware Routing for Resource-Efficient Heterogeneous LLM Serving
Yujia Fu, Heming Zhong, Dan Huang et al.
IRIS: Interleaved Reinforcement with Incremental Staged Curriculum for Cross-Lingual Mathematical Reasoning
Navya Gupta, Rishitej Reddy Vyalla, Avinash Anand et al.
MIRTH: Mutual-Information Reasoning with Temporal Hubs for Vision-Language-Action Agents
Hao Sun, Yu Song, Teng Shiyu et al.
Template-assisted Contrastive Learning of Task-oriented Dialogue Sentence Embeddings
Minsik Oh, Jiwei Li, Guoyin Wang
Markovian Linguistic-Temporal Bridge: Unlocking the Potential of LLMs for Time Series Forecasting
Siming Sun, Kai Zhang, Xuejun Jiang et al.
Efficient Prior-Guided Reasoning for Robust Retrieval-Augmented Generation under Conflicts
Xiaowei Yuan, Ziyang Huang, Zhao Yang et al.
MACS: Modality-Aware Capacity Scaling for Efficient Multimodal MoE Inference
Bo Li, Chuan Wu, Shaolin Zhu
MAGIC: Deep Geometric Evolution with Structural Consensus for Temporal Knowledge Graph Reasoning
Chengao Liu, Yuan Li, Yingze Wang et al.
Counteracting the Matthew Effect in Self-Improvement of LVLMs through Head-Tail Re-balancing
Xin Guo, Zhiheng Xi, Yiwen Ding et al.