ICML 2025 Workshop PUT Submissions

An Evidence-Based Post-Hoc Adjustment Framework for Anomaly Detection Under Data Contamination
Sukanya Patra, Souhaib Ben Taieb
- Published: 10 Jun 2025, Last Modified: 11 Jul 2025
- PUT at ICML 2025 Poster
- Readers: Everyone
Beyond Markovian: Reflective Exploration via Bayes-Adaptive RL for LLM Reasoning
Shenao Zhang, Yaqing Wang, Yinxiao Liu, Tianqi Liu, Peter Grabowski, Eugene Ie, Zhaoran Wang, Yunxuan Li
- Published: 10 Jun 2025, Last Modified: 11 Jul 2025
- PUT at ICML 2025 Poster
- Readers: Everyone
e3: Learning to Explore Enables Extrapolation of Test-Time Compute for LLMs
Amrith Setlur, Matthew Y. R. Yang, Charlie Victor Snell, Jeremiah Greer, Ian Wu, Virginia Smith, Max Simchowitz, Aviral Kumar
- Published: 10 Jun 2025, Last Modified: 11 Jul 2025
- PUT at ICML 2025 Oral
- Readers: Everyone
Inference-Time Alignment via Hypothesis Reweighting
Yoonho Lee, Jonathan Williams, Henrik Marklund, Archit Sharma, Eric Mitchell, Anikait Singh, Chelsea Finn
- Published: 10 Jun 2025, Last Modified: 11 Jul 2025
- PUT at ICML 2025 Poster
- Readers: Everyone
Leto: Modeling Multivariate Time Series with Memorizing at Test Time
Ali Behrouz, Daniel Yiming Cao, Ali Parviz, Michele Santacatterina, Ramin Zabih
- Published: 10 Jun 2025, Last Modified: 21 Jul 2025
- PUT at ICML 2025 Oral
- Readers: Everyone
On Distributional Robustness of In-Context Learning for Text Classification
Carolina Hatanpää, Noah A. Smith, Sachin Kumar
- Published: 10 Jun 2025, Last Modified: 11 Jul 2025
- PUT at ICML 2025 Poster
- Readers: Everyone
Keep the Alignment, Skip the Overhead: Lightweight Instruction Alignment for Continually Trained LLMs
Ishan Jindal, Badrinath chandana, Pranjal Bharti, Lakkidi Vinay, SACHIN DEV SHARMA
- Published: 10 Jun 2025, Last Modified: 11 Jul 2025
- PUT at ICML 2025 Poster
- Readers: Everyone
CCC: Enhancing Video Generation via Structured MLLM Feedback
Jing Gu, Ashwin Nagarajan, Tejas Polu, Kaizhi Zheng, Ruijian Zha, Jie Yang, Xin Eric Wang
- Published: 10 Jun 2025, Last Modified: 11 Jul 2025
- PUT at ICML 2025 Poster
- Readers: Everyone
Self-Generated In-Context Examples Improve LLM Agents for Sequential Decision-Making Tasks
Vishnu Sarukkai, Zhiqiang Xie, Kayvon Fatahalian
- Published: 10 Jun 2025, Last Modified: 11 Jul 2025
- PUT at ICML 2025 Poster
- Readers: Everyone
Causal Fine-Tuning of Pre-trained Language Models for Robust Test Time Adaptation
Jialin Yu, Yuxiang Zhou, Yulan He, Nevin L. Zhang, Junchi Yu, Philip Torr, Ricardo Silva
- Published: 10 Jun 2025, Last Modified: 11 Jul 2025
- PUT at ICML 2025 Poster
- Readers: Everyone
Test-Time Adaptation for Generalizable Task Progress Estimation
Christos Ziakas, Alessandra Russo
- Published: 10 Jun 2025, Last Modified: 11 Jul 2025
- PUT at ICML 2025 Poster
- Readers: Everyone
Test-time Offline Reinforcement Learning on Goal-related Experience
Marco Bagatella, Mert Albaba, Jonas Hübotter, Georg Martius, Andreas Krause
- Published: 10 Jun 2025, Last Modified: 11 Jul 2025
- PUT at ICML 2025 Poster
- Readers: Everyone
Replacing thinking with tool usage enables reasoning in small language models
Corrado Rainone, Tim Bakker, Roland Memisevic
- Published: 10 Jun 2025, Last Modified: 11 Jul 2025
- PUT at ICML 2025 Poster
- Readers: Everyone
Prefix-Tuning+: Modernizing Prefix-Tuning by Decoupling the Prefix from Attention
Haonan Wang, Brian K Chen, Li Siquan, Liang Xinhe, Tianyang Hu, Hwee Kuan Lee, Kenji Kawaguchi
- Published: 10 Jun 2025, Last Modified: 11 Jul 2025
- PUT at ICML 2025 Poster
- Readers: Everyone
On Training-Test (Mis)alignment in Unsupervised Combinatorial Optimization: Observation, Empirical Exploration, and Analysis
Fanchen Bu, Kijung Shin
- Published: 10 Jun 2025, Last Modified: 11 Jul 2025
- PUT at ICML 2025 Poster
- Readers: Everyone
LIFT: Improving Long Context Understanding of Large Language Models through Long Input Fine-Tuning
Yansheng Mao, Yufei Xu, Jiaqi Li, Fanxu Meng, Haotong Yang, Zilong Zheng, Xiyuan Wang, Muhan Zhang
- Published: 10 Jun 2025, Last Modified: 11 Jul 2025
- PUT at ICML 2025 Poster
- Readers: Everyone
Language System: A Lightweight Ranking Framework for Language Models
Chenheng Zhang, Tianqi Du, Jizhe Zhang, Mingqing Xiao, Yifei Wang, Yisen Wang, Zhouchen Lin
- Published: 10 Jun 2025, Last Modified: 11 Jul 2025
- PUT at ICML 2025 Poster
- Readers: Everyone
Beyond Multiple Choice: Evaluating Steering Vectors for Adaptive Free-Form Summarization
Joschka Braun, Carsten Eickhoff, Seyed Ali Bahrainian
- Published: 10 Jun 2025, Last Modified: 11 Jul 2025
- PUT at ICML 2025 Poster
- Readers: Everyone
MADCAT: Combating Malware Detection Under Concept Drift with Test-Time Adaptation
Eunjin Roh, Yigitcan Kaya, Christopher Kruegel, Giovanni Vigna, Sanghyun Hong
- Published: 10 Jun 2025, Last Modified: 11 Jul 2025
- PUT at ICML 2025 Poster
- Readers: Everyone
Language Model Personalization via Reward Factorization
Idan Shenfeld, Felix Faltings, Pulkit Agrawal, Aldo Pacchiano
- Published: 10 Jun 2025, Last Modified: 11 Jul 2025
- PUT at ICML 2025 Oral
- Readers: Everyone
DPCore: Dynamic Prompt Coreset for Continual Test-Time Adaptation
Yunbei Zhang, Akshay Mehra, Shuaicheng Niu, Jihun Hamm
- Published: 10 Jun 2025, Last Modified: 11 Jul 2025
- PUT at ICML 2025 Poster
- Readers: Everyone
Lightweight Online Adaption for Time Series Foundation Model Forecasts
Thomas L Lee, William Toner, Martin Asenov, Artjom Joosen, Rajkarn Singh
- Published: 10 Jun 2025, Last Modified: 11 Jul 2025
- PUT at ICML 2025 Poster
- Readers: Everyone
SwiTTA: Switching Domain Experts and Aggregating Contextual Features Towards Realistic Test-Time Adaptation
Chaoqun Du, Jiayi Guo, Yulin Wang, Gao Huang
- Published: 10 Jun 2025, Last Modified: 11 Jul 2025
- PUT at ICML 2025 Poster
- Readers: Everyone
UniTTA: Unified Benchmark and Versatile Framework Towards Realistic Test-Time Adaptation
Chaoqun Du, Jiayi Guo, Yulin Wang, Gao Huang
- Published: 10 Jun 2025, Last Modified: 11 Jul 2025
- PUT at ICML 2025 Poster
- Readers: Everyone
AdaptMI: Adaptive Skill-based In-context Math Instructions for Small Language Models
Yinghui He, Abhishek Panigrahi, Yong Lin, Sanjeev Arora
- Published: 10 Jun 2025, Last Modified: 11 Jul 2025
- PUT at ICML 2025 Poster
- Readers: Everyone