ICML 2025 Workshop PUT Submissions

Monitoring Risks in Test-Time Adaptation
Mona Schirmer, Metod Jazbec, Christian A. Naesseth, Eric Nalisnick
- Published: 10 Jun 2025, Last Modified: 11 Jul 2025
- PUT at ICML 2025 Oral
- Readers: Everyone
N-Gram Induction Heads for In-Context RL: Improving Stability and Reducing Data Needs
Ilya Zisman, Alexander Nikulin, Viacheslav Sinii, Denis Tarasov, Lyubaykin Nikita, Andrei Polubarov, Igor Kiselev, Vladislav Kurenkov
- Published: 10 Jun 2025, Last Modified: 11 Jul 2025
- PUT at ICML 2025 Poster
- Readers: Everyone
Zero-Shot Adaptation of Behavioral Foundation Models to Unseen Dynamics
Maksim Bobrin, Ilya Zisman, Alexander Nikulin, Dmitry V. Dylov, Vladislav Kurenkov
- Published: 10 Jun 2025, Last Modified: 11 Jul 2025
- PUT at ICML 2025 Poster
- Readers: Everyone
Value Conditioned Policy Fine Tuning for Test Time Domain Adaptation
Harit Pandya, Ignas Budvytis, Rudra P. K. Poudel, Stephan Liwicki
- Published: 10 Jun 2025, Last Modified: 11 Jul 2025
- PUT at ICML 2025 Poster
- Readers: Everyone
Rejection Sampling Based Fine Tuning Secretly Performs PPO
Gautham Govind Anil, Dheeraj Mysore Nagaraj, Karthikeyan Shanmugam, Sanjay Shakkottai
- Published: 10 Jun 2025, Last Modified: 11 Jul 2025
- PUT at ICML 2025 Poster
- Readers: Everyone
Scaling Textual Gradients via Sampling-Based Momentum
Zixin Ding, Junyuan Hong, Jiachen T. Wang, Zinan Lin, Zhangyang Wang, Yuxin Chen
- Published: 10 Jun 2025, Last Modified: 11 Jul 2025
- PUT at ICML 2025 Poster
- Readers: Everyone
Scalable Defense against In-the-wild Jailbreaking Attacks with Safety Context Retrieval
Taiye Chen, Zeming Wei, Ang Li, Yisen Wang
- Published: 10 Jun 2025, Last Modified: 11 Jul 2025
- PUT at ICML 2025 Poster
- Readers: Everyone
Shift-Aware Test Time Adaptation and Benchmarking for Time-Series Forecasting
Shivam Grover, Ali Etemad
- Published: 10 Jun 2025, Last Modified: 11 Jul 2025
- PUT at ICML 2025 Oral
- Readers: Everyone
LoRA-TTT: Low-Rank Test-Time Training for Vision-Language Models
Yuto Kojima, Jiarui Xu, Xueyan Zou, Xiaolong Wang
- Published: 10 Jun 2025, Last Modified: 11 Jul 2025
- PUT at ICML 2025 Poster
- Readers: Everyone
Adaptive Diffusion Denoised Smoothing : Certified Robustness via Randomized Smoothing with Differentially Private Guided Denoising Diffusion
Frederick Shpilevskiy, Saiyue Lyu, Krishnamurthy Dj Dvijotham, Mathias Lécuyer, Pierre-Andre Noel
- Published: 10 Jun 2025, Last Modified: 11 Jul 2025
- PUT at ICML 2025 Oral
- Readers: Everyone
Test Time Adaptation Using Adaptive Quantile Recalibration
Paria Mehrbod, Pedro Vianna, geraldin nanfack, Guy Wolf, Eugene Belilovsky
- Published: 10 Jun 2025, Last Modified: 11 Jul 2025
- PUT at ICML 2025 Poster
- Readers: Everyone
GRIP: In-Parameter Graph Reasoning through Fine-Tuning Large Language Models
Jiarui Feng, Yixin Chen, Muhan Zhang
- Published: 10 Jun 2025, Last Modified: 11 Jul 2025
- PUT at ICML 2025 Poster
- Readers: Everyone
Reasoning as an Adaptive Defense for Safety
Taeyoun Kim, Fahim Tajwar, Aditi Raghunathan, Aviral Kumar
- Published: 10 Jun 2025, Last Modified: 11 Jul 2025
- PUT at ICML 2025 Poster
- Readers: Everyone
Test-Time Alignment of Discrete Diffusion Models with Sequential Monte Carlo
Chinmay Pani, Zijing Ou, Yingzhen Li
- Published: 10 Jun 2025, Last Modified: 11 Jul 2025
- PUT at ICML 2025 Poster
- Readers: Everyone
Prune ’n Predict: Optimizing LLM Decision-making with Conformal Prediction
Harit Vishwakarma, Alan Mishler, Thomas Cook, Niccolo Dalmasso, Natraj Raman, Sumitra Ganesh
- Published: 10 Jun 2025, Last Modified: 11 Jul 2025
- PUT at ICML 2025 Poster
- Readers: Everyone
The Curious Language Model: Strategic Test-Time Information Acquisition
Michael Cooper, Rohan Wadhawan, John Michael Giorgi, Chenhao Tan, Davis Liang
- Published: 10 Jun 2025, Last Modified: 11 Jul 2025
- PUT at ICML 2025 Poster
- Readers: Everyone
Diffusion Tree Sampling: Scalable inference‑time alignment of diffusion models
Vineet Jain, Kusha Sareen, Mohammad Pedramfar, Siamak Ravanbakhsh
- Published: 10 Jun 2025, Last Modified: 13 Jul 2025
- PUT at ICML 2025 Poster
- Readers: Everyone
When and How Unlabeled Data Provably Improve In-Context Learning
Yingcong Li, Xiangyu Chang, Muti Kara, Xiaofeng Liu, Amit Roy-Chowdhury, Samet Oymak
- Published: 10 Jun 2025, Last Modified: 11 Jul 2025
- PUT at ICML 2025 Poster
- Readers: Everyone
Context Tuning for In-Context Optimization
Jack Lu, Ryan Teehan, Zhenbang Yang, Mengye Ren
- Published: 10 Jun 2025, Last Modified: 11 Jul 2025
- PUT at ICML 2025 Poster
- Readers: Everyone
SteeringTTA: Guiding Diffusion Trajectories for Robust Test-Time-Adaptation
Jihyun Yu, Yoojin Oh, Wonho Bae, Mingyu Kim, Junhyug Noh
- Published: 10 Jun 2025, Last Modified: 11 Jul 2025
- PUT at ICML 2025 Poster
- Readers: Everyone
Learning to Self-Correct through Chain-of-Thought Verification
Bradley Guo, Jingwen Gu, Jin Peng Zhou, Wen Sun
- Published: 10 Jun 2025, Last Modified: 11 Jul 2025
- PUT at ICML 2025 Poster
- Readers: Everyone
Adaptive Monocular Depth Estimation with Masked Image Consistency
Damian Sójka, Marc Masana, Bartłomiej Twardowski, Sebastian Cygert
- Published: 10 Jun 2025, Last Modified: 11 Jul 2025
- PUT at ICML 2025 Poster
- Readers: Everyone
Temporal Sampling for Forgotten Reasoning in LLMs
Yuetai Li, Zhangchen Xu, Fengqing Jiang, Bhaskar Ramasubramanian, Luyao Niu, Bill Yuchen Lin, Xiang Yue, Radha Poovendran
- Published: 10 Jun 2025, Last Modified: 11 Jul 2025
- PUT at ICML 2025 Poster
- Readers: Everyone
Mitigating Forgetting in Low Rank Adaptation
Joanna Sliwa, Frank Schneider, Philipp Hennig, José Miguel Hernández-Lobato
- Published: 10 Jun 2025, Last Modified: 11 Jul 2025
- PUT at ICML 2025 Poster
- Readers: Everyone
Distilling Prompts at Test-Time for Multimodal Few-Shot Learning
Akash Gupta, Amos Storkey, Mirella Lapata
- Published: 10 Jun 2025, Last Modified: 11 Jul 2025
- PUT at ICML 2025 Poster
- Readers: Everyone