ICLR 2025 Accepted Papers - ASSET Center Contributors
- Adaptive Shrinkage Estimation for Personalized Deep Kernel Regression in Modeling Brain Trajectories
- Authors: Vasiliki Tassopoulou, Haochang Shou, and Christos Davatzikos
- AgentOccam: A Simple Yet Strong Baseline for LLM-Based Web Agents
- Authors: Ke Yang, Yao Liu, Sapana Chaudhary, Rasool Fakoor, Pratik Chaudhari,George Karypis, Huzefa Rangwala
- (Spotlight) Approaching Rate-Distortion Limits in Neural Compression with Lattice Transform Coding
- Authors: Eric Lei, Hamed Hassani, Shirin Saeedi Bidokhti
- Authors: Long Le, Jason Xie, William Liang, Hung-Ju Wang, Yue Yang, Yecheng Jason Ma, Kyle Vedder, Arjun Krishna, Dinesh Jayaraman, Eric Eaton
- Auto-GDA: Automatic Domain Adaptation for Efficient Grounding Verification in Retrieval-Augmented Generation
- Authors: Tobias Leemann, Periklis Petridis, Giuseppe Vietri, Dionysis Manousakas, Aaron Roth, Sergul Aydore
- Beyond Correlation: The Impact of Human Uncertainty in Measuring the Effectiveness of Automatic Evaluation and LLM-as-a-Judge
- Authors: Aparna Elangovan, Lei Xu, Jongwoo Ko, Mahsa Elyasi, Ling Liu, Sravan Bodapati, Dan Roth
- (Oral) BIRD: A Trustworthy Bayesian Inference Framework for Large Language Models
- Authors: Yu Feng, Ben Zhou, Weidong Lin, Dan Roth
- Conformal Language Model Reasoning with Coherent Factuality
- Authors: Maxon Rubin-Toles, Maya Gambhir, Keshav Ramji, Aaron Roth, Surbhi Goel
- Conformal Structured Prediction
- Authors: Botong Zhang, Shuo Li, Osbert Bastani
- EqNIO: Subequivariant Neural Inertial Odometry
- Authors: Royina Jayanth, Yinshuang Xu, Ziyun Wang, Evangelos Chatzipantazis, Kostas Daniilidis, Daniel Gehrig
- Fine-Tuning Attention Modules Only: Enhancing Weight Disentanglement in Task Arithmetic
- Authors: Ruochen Jin, Bojian Hou, Jiancong Xiao, Weijie Su, Li Shen
- Interpretable Compressed Descriptions For Image Generation
- Authors: Armand Comas, Aditya Chattopadhyay, Feliu Formosa, Changyu Liu, Octavia Camps, Rene Vidal
- LASER: A Neuro-Symbolic Framework for Learning Spatial-Temporal Scene Graphs with Weak Supervision
- Authors: Jiani Huang, Ziyang Li, Mayur Naik, Ser Nam Lim
- LLM-Assisted Static Analysis for Detecting Security Vulnerabilities
- Authors: Ziyang Li, Saikat Dutta, Mayur Naik
- Logicbreaks: A Framework for Understanding Subversion of Rule-based Inference
- Authors: Anton Xue, Avishree Khare, Rajeev Alur, Surbhi Goel, Eric Wong
- (Spotlight) MAD-TD: Model-Augmented Data stabilizes High Update Ratio RL
- Authors: Claas A Voelcker, Marcel Hussing, Eric Eaton, Amir-massoud Farahmand, Igor Gilitschenski
- MAESTRO: Masked Encoding Set Transformer with Self-Distillation
- Authors: Matthew Eric Lee, Jaesik Kim, Matei Ionita, Jonghyun Lee, Michelle L. McKeague, YONGHYUN NAM, Irene Khavin, Yidi Huang, Victoria Fang, Sokratis Apostolidis, Divij Mathew, Shwetank, Ajinkya Pattekar, Zahabia Rangwala, Amit Bar-Or, Benjamin A Fensterheim, Benjamin A. Abramoff, Rennie L. Rhee, Damian Maseda, Allison R Greenplate, John Wherry, Dokyoon Kim
- MuirBench: A Comprehensive Benchmark for Robust Multi-image Understanding
- Authors: Fei Wang, Xingyu Fu, James Y. Huang, Zekun Li, Qin Liu, Xiaogeng Liu, Mingyu Derek Ma, Nan Xu, Wenxuan Zhou, Kai Zhang, Tianyi Lorena Yan, Wenjie Jacky Mo, Hsiang-Hui Liu, Pan Lu, Chunyuan Li, Chaowei Xiao, Kai-Wei Chang, Dan Roth, Sheng Zhang, Hoifung Poon, Muhao Chen
- Authors: Kyle Vedder, Neehar Peri, Ishan Khatri, Siyi Li, Eric Eaton, Mehmet Kemal Kocamaz, Yue Wang, Zhiding Yu, Deva Ramanan, Joachim Pehserl
- (Oral) Progressive Distillation Induces an Implicit Curriculum
- Authors: Abhishek Panigrahi, Bingbin Liu, Sadhika Malladi, Andrej Risteski, Surbhi Goel
- (Oral) REGENT: A Retrieval-Augmented Generalist Agent That Can Act In-Context In New Environments
- Authors: Kaustubh Sridhar, Souradeep Dutta, Dinesh Jayaraman, Insup Lee
- TSVD: Bridging Theory and Practice in Continual Learning with Pre-trained Models
- Authors: Liangzu Peng, Juan Elenter, Joshua Agterberg, Alejandro Ribeiro, Rene Vidal
- Vision Language Models are In-Context Value Learners
- Authors: Jason Yecheng Ma, Joey Hejna, Chuyuan Fu, Dhruv Shah, Dhruv Liang, Zhuo Xu, Sean Kirmani, Peng Xu, Danny Driess, Ted Xiao, Osbert Bastani, Dinesh Jayaraman, Tingnan Zhang, Dorsa Sadigh, Fei Xia
- Zeroth-Order Fine-Tuning of LLMs with Transferable Static Sparsity
- Authors: Wentao Guo, Jikai Long, Yimeng Zeng, Zirui Liu, Xinyu Yang, Yide Ran, Jacob Gardner, Osbert Bastani, Christopher De Sa, Xiaodong Yu, Beidi Chen, Zhaozhuo Xu