| 2025 | TorchTitan: One-stop PyTorch native solution for production ready LLM pretraining. | Wanchao Liang, Tianyu Liu, Less Wright, Will Constable, Andrew Gu, Chien-Chin Huang, Iris Zhang, Wei Feng, Howard Huang, Junjie Wang, Sanket Purandare, Gokul Nadathur, Stratos Idreos |
| 2025 | Beyond Linear Approximations: A Novel Pruning Approach for Attention Matrix. | Yingyu Liang, Jiangxuan Long, Zhenmei Shi, Zhao Song, Yufa Zhou |
| 2025 | Looking Backward: Streaming Video-to-Video Translation with Feature Banks. | Feng Liang, Akio Kodaira, Chenfeng Xu, Masayoshi Tomizuka, Kurt Keutzer, Diana Marculescu |
| 2025 | VisualPredicator: Learning Abstract World Models with Neuro-Symbolic Predicates for Robot Planning. | Yichao Liang, Nishanth Kumar, Hao Tang, Adrian Weller, Joshua B. Tenenbaum, Tom Silver, Joo F. Henriques, Kevin Ellis |
| 2025 | Theory on Score-Mismatched Diffusion Models and Zero-Shot Conditional Samplers. | Yuchen Liang, Peizhong Ju, Yingbin Liang, Ness B. Shroff |
| 2025 | Broadening Target Distributions for Accelerated Diffusion Models via a Novel Analysis Approach. | Yuchen Liang, Peizhong Ju, Yingbin Liang, Ness B. Shroff |
| 2025 | Trusted Multi-View Classification via Evolutionary Multi-View Fusion. | Xinyan Liang, Pinhan Fu, Yuhua Qian, Qian Guo, Guoqing Liu |
| 2025 | Linear Multistep Solver Distillation for Fast Sampling of Diffusion Models. | Yuchen Liang, Xiangzhong Fang, Hanting Chen, Yunhe Wang |
| 2025 | Transformers Handle Endogeneity in In-Context Linear Regression. | Haodong Liang, Krishna Balasubramanian, Lifeng Lai |
| 2025 | Semi-Supervised Vision-Centric 3D Occupancy World Model for Autonomous Driving. | Xiang Li, Pengfei Li, Yupeng Zheng, Wei Sun, Yan Wang, Yilun Chen |
| 2025 | Addax: Utilizing Zeroth-Order Gradients to Improve Memory Efficiency and Performance of SGD for Fine-Tuning Language Models. | Zeman Li, Xinwei Zhang, Peilin Zhong, Yuan Deng, Meisam Razaviyayn, Vahab Mirrokni |
| 2025 | SVDQuant: Absorbing Outliers by Low-Rank Component for 4-Bit Diffusion Models. | Muyang Li, Yujun Lin, Zhekai Zhang, Tianle Cai, Xiuyu Li, Junxian Guo, Enze Xie, Chenlin Meng, Jun-Yan Zhu, Song Han |
| 2025 | Test-time Adaptation for Cross-modal Retrieval with Query Shift. | Haobin Li, Peng Hu, Qianjun Zhang, Xi Peng, XitingLiu, Mouxing Yang |
| 2025 | Enhancing Compositional Text-to-Image Generation with Reliable Random Seeds. | Shuangqi Li, Hieu Le, Jingyi Xu, Mathieu Salzmann |
| 2025 | IRIS: LLM-Assisted Static Analysis for Detecting Security Vulnerabilities. | Ziyang Li, Saikat Dutta, Mayur Naik |
| 2025 | Prompting Fairness: Integrating Causality to Debias Large Language Models. | Jingling Li, Zeyu Tang, Xiaoyu Liu, Peter Spirtes, Kun Zhang, Liu Leqi, Yang Liu |
| 2025 | Making Transformer Decoders Better Differentiable Indexers. | Wuchao Li, Kai Zheng, Defu Lian, Qi Liu, Wentian Bao, Yunen Yu, Yang Song, Han Li, Kun Gai |
| 2025 | Once-for-All: Controllable Generative Image Compression with Dynamic Granularity Adaptation. | Anqi Li, Feng Li, Yuxi Liu, Runmin Cong, Yao Zhao, Huihui Bai |
| 2025 | LaMP: Language-Motion Pretraining for Motion Generation, Retrieval, and Captioning. | Zhe Li, Weihao Yuan, Yisheng He, Lingteng Qiu, Shenhao Zhu, Xiaodong Gu, Weichao Shen, Yuan Dong, Zilong Dong, Laurence Tianruo Yang |
| 2025 | InstantSplamp: Fast and Generalizable Stenography Framework for Generative Gaussian Splatting. | Chenxin Li, Hengyu Liu, Zhiwen Fan, Wuyang Li, Yifan Liu, Panwang Pan, Yixuan Yuan |
| 2025 | CityAnchor: City-scale 3D Visual Grounding with Multi-modality LLMs. | Jinpeng Li, Haiping Wang, Jiabin Chen, Yuan Liu, Zhiyang Dou, Yuexin Ma, Sibei Yang, Yuan Li, Wenping Wang, Zhen Dong, Bisheng Yang |
| 2025 | Toward Efficient Multi-Agent Exploration With Trajectory Entropy Maximization. | Tianxu Li, Kun Zhu |
| 2025 | InterLCM: Low-Quality Images as Intermediate States of Latent Consistency Models for Effective Blind Face Restoration. | Senmao Li, Kai Wang, Joost van de Weijer, Fahad Shahbaz Khan, Chun-Le Guo, Shiqi Yang, Yaxing Wang, Jian Yang, Ming-Ming Cheng |
| 2025 | Mix-LN: Unleashing the Power of Deeper Layers by Combining Pre-LN and Post-LN. | Pengxiang Li, Lu Yin, Shiwei Liu |
| 2025 | Simple is Effective: The Roles of Graphs and Large Language Models in Knowledge-Graph-Based Retrieval-Augmented Generation. | Mufei Li, Siqi Miao, Pan Li |