| 2025 | Metadata Conditioning Accelerates Language Model Pre-training. | Tianyu Gao, Alexander Wettig, Luxi He, Yihe Dong, Sadhika Malladi, Danqi Chen |
| 2025 | CHATS: Combining Human-Aligned Optimization and Test-Time Sampling for Text-to-Image Generation. | Minghao Fu, Guo-Hua Wang, Liangfu Cao, Qing-Guo Chen, Zhao Xu, Weihua Luo, Kaifu Zhang |
| 2025 | Structure Is All You Need: Structural Representation Learning on Hyper-Relational Knowledge Graphs. | Jaejun Lee, Joyce Jiyoung Whang |
| 2025 | Approximately Correct Label Distribution Learning. | Weiwei Li, Haitao Wu, Yunan Lu, Xiuyi Jia |
| 2025 | Preference-CFR: Beyond Nash Equilibrium for Better Game Strategies. | Qi Ju, Thomas Tellier, Meng Sun, Zhemei Fang, Yunfeng Luo |
| 2025 | MAS-GPT: Training LLMs to Build LLM-based Multi-Agent Systems. | Rui Ye, Shuo Tang, Rui Ge, Yaxin Du, Zhenfei Yin, Siheng Chen, Jing Shao |
| 2025 | CRANE: Reasoning with constrained LLM generation. | Debangshu Banerjee, Tarun Suresh, Shubham Ugare, Sasa Misailovic, Gagandeep Singh |
| 2025 | Understanding the Logic of Direct Preference Alignment through Logic. | Kyle Richardson, Vivek Srikumar, Ashish Sabharwal |
| 2025 | Proxy-FDA: Proxy-based Feature Distribution Alignment for Fine-tuning Vision Foundation Models without Forgetting. | Chen Huang, Skyler Seto, Hadi Pouransari, Mehrdad Farajtabar, Raviteja Vemulapalli, Fartash Faghri, Oncel Tuzel, Barry-John Theobald, Joshua M. Susskind |
| 2025 | Rejecting Hallucinated State Targets during Planning. | Harry Zhao, Tristan Sylvain, Romain Laroche, Doina Precup, Yoshua Bengio |
| 2025 | DPO Meets PPO: Reinforced Token Optimization for RLHF. | Han Zhong, Zikang Shan, Guhao Feng, Wei Xiong, Xinle Cheng, Li Zhao, Di He, Jiang Bian, Liwei Wang |
| 2025 | Quantum Optimization via Gradient-Based Hamiltonian Descent. | Jiaqi Leng, Bin Shi |
| 2025 | Sampling Binary Data by Denoising through Score Functions. | Francis Bach, Saeed Saremi |
| 2025 | Scalable First-order Method for Certifying Optimal k-Sparse GLMs. | Jiachang Liu, Soroosh Shafiee, Andrea Lodi |
| 2025 | Self-Organizing Visual Prototypes for Non-Parametric Representation Learning. | Thalles Silva, Hlio Pedrini, Adn Ramrez Rivera |
| 2025 | MUDDFormer: Breaking Residual Bottlenecks in Transformers via Multiway Dynamic Dense Connections. | Da Xiao, Qingye Meng, Shengping Li, Xingyuan Yuan |
| 2025 | Multimodal Medical Code Tokenizer. | Xiaorui Su, Shvat Messica, Yepeng Huang, Ruth Johnson, Lukas Fesser, Shanghua Gao, Faryad Sahneh, Marinka Zitnik |
| 2025 | Isolated Causal Effects of Natural Language. | Victoria Lin, Louis-Philippe Morency, Eli Ben-Michael |
| 2025 | Language Models as Implicit Tree Search. | Ziliang Chen, Zhao-Rong Lai, Yufeng Yang, Liangda Fang, Zhanfu Yang, Liang Lin |
| 2025 | Learning Compact Semantic Information for Incomplete Multi-View Missing Multi-Label Classification. | Jie Wen, Yadong Liu, Zhanyan Tang, Yuting He, Yulong Chen, Mu Li, Chengliang Liu |
| 2025 | Self-Supervised Transformers as Iterative Solution Improvers for Constraint Satisfaction. | Yudong Xu, Wenhao Li, Scott Sanner, Elias Boutros Khalil |
| 2025 | BDC-CLIP: Brownian Distance Covariance for Adapting CLIP to Action Recognition. | Fei Long, Xiaoou Li, Jiaming Lv, Haoyuan Yang, Xianjun Cheng, Peihua Li |
| 2025 | Scalable Generation of Spatial Transcriptomics from Histology Images via Whole-Slide Flow Matching. | Tinglin Huang, Tianyu Liu, Mehrtash Babadi, Wengong Jin, Rex Ying |
| 2025 | NICE Data Selection for Instruction Tuning in LLMs with Non-differentiable Evaluation Metric. | Jingtan Wang, Xiaoqiang Lin, Rui Qiao, Pang Wei Koh, Chuan-Sheng Foo, Bryan Kian Hsiang Low |
| 2025 | Improving Zero-Shot Adversarial Robustness in Vision-Language Models by Closed-form Alignment of Adversarial Path Simplices. | Junhao Dong, Piotr Koniusz, Yifei Zhang, Hao Zhu, Weiming Liu, Xinghua Qu, Yew-Soon Ong |