| 2025 | Breaking Silos: Adaptive Model Fusion Unlocks Better Time Series Forecasting. | Zhining Liu, Ze Yang, Xiao Lin, Ruizhong Qiu, Tianxin Wei, Yada Zhu, Hendrik F. Hamann, Jingrui He, Hanghang Tong |
| 2025 | UDora: A Unified Red Teaming Framework against LLM Agents by Dynamically Hijacking Their Own Reasoning. | Jiawei Zhang, Shuang Yang, Bo Li |
| 2025 | Identification of Latent Confounders via Investigating the Tensor Ranks of the Nonlinear Observations. | Zhengming Chen, Yewei Xia, Feng Xie, Jie Qiao, Zhifeng Hao, Ruichu Cai, Kun Zhang |
| 2025 | Fast and Robust: Task Sampling with Posterior and Diversity Synergies for Adaptive Decision-Makers in Randomized Environments. | Yun Qu, Cheems Wang, Yixiu Mao, Yiqin Lv, Xiangyang Ji |
| 2025 | Orthogonal Subspace Decomposition for Generalizable AI-Generated Image Detection. | Zhiyuan Yan, Jiangming Wang, Peng Jin, Ke-Yue Zhang, Chengchun Liu, Shen Chen, Taiping Yao, Shouhong Ding, Baoyuan Wu, Li Yuan |
| 2025 | Ranking with Multiple Oracles: From Weak to Strong Stochastic Transitivity. | Tao Jin, Yue Wu, Quanquan Gu, Farzad Farnoud |
| 2025 | Efficient Personalized Adaptation for Physiological Signal Foundation Model. | Chenrui Wu, Haishuai Wang, Xiang Zhang, Chengqi Zhang, Jiajun Bu |
| 2025 | Towards Understanding Catastrophic Forgetting in Two-layer Convolutional Neural Networks. | Boqi Li, Youjun Wang, Weiwei Liu |
| 2025 | Towards Efficient Online Tuning of VLM Agents via Counterfactual Soft Reinforcement Learning. | Lang Feng, Weihao Tan, Zhiyi Lyu, Longtao Zheng, Haiyang Xu, Ming Yan, Fei Huang, Bo An |
| 2025 | Sparse Causal Discovery with Generative Intervention for Unsupervised Graph Domain Adaptation. | Junyu Luo, Yuhao Tang, Yiwei Fu, Xiao Luo, Zhizhuo Kou, Zhiping Xiao, Wei Ju, Wentao Zhang, Ming Zhang |
| 2025 | Best of Both Worlds: Regret Minimization versus Minimax Play. | Adrian Mller, Jon Schneider, Stratis Skoulakis, Luca Viano, Volkan Cevher |
| 2025 | The Hidden Life of Tokens: Reducing Hallucination of Large Vision-Language Models Via Visual Information Steering. | Zhuowei Li, Haizhou Shi, Yunhe Gao, Di Liu, Zhenting Wang, Yuxiao Chen, Ting Liu, Long Zhao, Hao Wang, Dimitris N. Metaxas |
| 2025 | Certifiably Robust Model Evaluation in Federated Learning under Meta-Distributional Shifts. | Amir Najafi, Samin Mahdizadeh Sani, Farzan Farnia |
| 2025 | Strong and Weak Identifiability of Optimization-based Causal Discovery in Non-linear Additive Noise Models. | Mingjia Li, Hong Qian, Tian-Zuo Wang, Shujun Li, Min Zhang, Aimin Zhou |
| 2025 | Understanding Overadaptation in Supervised Fine-Tuning: The Role of Ensemble Methods. | Yifan Hao, Xingyuan Pan, Hanning Zhang, Chenlu Ye, Rui Pan, Tong Zhang |
| 2025 | Generalizing from SIMPLE to HARD Visual Reasoning: Can We Mitigate Modality Imbalance in VLMs? | Simon Park, Abhishek Panigrahi, Yun Cheng, Dingli Yu, Anirudh Goyal, Sanjeev Arora |
| 2025 | Do We Really Need Message Passing in Brain Network Modeling? | Liang Yang, Yuwei Liu, Jiaming Zhuo, Di Jin, Chuan Wang, Zhen Wang, Xiaochun Cao |
| 2025 | Evaluating LLMs Across Multi-Cognitive Levels: From Medical Knowledge Mastery to Scenario-Based Problem Solving. | Yuxuan Zhou, Xien Liu, Chenwei Yan, Chen Ning, Xiao Zhang, Boxun Li, Xiangling Fu, Shijin Wang, Guoping Hu, Yu Wang, Ji Wu |
| 2025 | Thinking LLMs: General Instruction Following with Thought Generation. | Tianhao Wu, Janice Lan, Weizhe Yuan, Jiantao Jiao, Jason E. Weston, Sainbayar Sukhbaatar |
| 2025 | The Panaceas for Improving Low-Rank Decomposition in Communication-Efficient Federated Learning. | Shiwei Li, Xiandi Luo, Haozhao Wang, Xing Tang, Shijie Xu, Weihong Luo, Yuhua Li, Xiuqiang He, Ruixuan Li |
| 2025 | PRIME: Deep Imbalanced Regression with Proxies. | Jongin Lim, Sucheol Lee, Daeho Um, Sung-Un Park, Jinwoo Shin |
| 2025 | Enabling Optimal Decisions in Rehearsal Learning under CARE Condition. | Wen-Bo Du, Hao-Yi Lei, Lue Tao, Tian-Zuo Wang, Zhi-Hua Zhou |
| 2025 | XAttnMark: Learning Robust Audio Watermarking with Cross-Attention. | Yixin Liu, Lie Lu, Jihui Jin, Lichao Sun, Andrea Fanelli |
| 2025 | Position: AI Safety Must Embrace an Antifragile Perspective. | Ming Jin, Hyunin Lee |
| 2025 | An Instrumental Value for Data Production and its Application to Data Pricing. | Rui Ai, Boxiang Lyu, Zhaoran Wang, Zhuoran Yang, Haifeng Xu |