ICML 2025 Workshop EXAIT Submissions

Improved Exploration in GFlownets via Enhanced Epistemic Neural Networks
Sajan Muhammad, Salem Lahlou
- Published: 12 Jun 2025, Last Modified: 26 Jun 2025
- EXAIT@ICML 2025 Poster
- Readers: Everyone
Align While Search: Belief-Guided Exploratory Inference for Test-Time World Alignment
Seohui Bae, Jeonghye Kim, Youngchul Sung, Woohyung Lim
- Published: 12 Jun 2025, Last Modified: 09 Jul 2025
- EXAIT@ICML 2025 Poster
- Readers: Everyone
Automated Data Selection for Efficient Cost Model Training to Optimize Sparse Matrix Kernels on Emerging Hardware Accelerators
Chamika Sudusinghe, Gerasimos Gerogiannis, Damitha Lenadora, Charles Block, Josep Torrellas, Charith Mendis
- Published: 12 Jun 2025, Last Modified: 10 Jul 2025
- EXAIT@ICML 2025 Poster
- Readers: Everyone
StemCell-GPT: A Specialized AI Agent For Human Stem Cell Engineering
Jingwen Hui, Freja Kjellaug Amalia Ekman, Hana Yousef Ghanim, Sridhar Selvaraj, Yuanhao Qu, Matthew Porteus, Le Cong
- Published: 12 Jun 2025, Last Modified: 10 Jul 2025
- EXAIT@ICML 2025 Poster
- Readers: Everyone
See it to Place it: Evolving Macro Placements with Vision Language Models
Ikechukwu Uchendu, Vincent Zhuang, Wenjie Jiang, Kuang-Huei Lee, Ebrahim Songhori, Swati Goel, Karly Hou, Vijay Janapa Reddi
- Published: 12 Jun 2025, Last Modified: 10 Jul 2025
- EXAIT@ICML 2025 Poster
- Readers: Everyone
Branched Schrödinger Bridge Matching
Sophia Tang, Yinuo Zhang, Alexander Tong, Pranam Chatterjee
- Published: 12 Jun 2025, Last Modified: 30 Jun 2025
- EXAIT@ICML 2025 Poster
- Readers: Everyone
Exploration by Exploitation: Curriculum Learning for Reinforcement Learning Agents through Competence-Based Curriculum Policy Search
Tabitha Edith Lee, Nan Rosemary Ke, Sarvesh Patil, Annya Dahmani, Eunice Yiu, Esra'a Saleh, Alison Gopnik, Oliver Kroemer, Glen Berseth
- Published: 12 Jun 2025, Last Modified: 10 Jul 2025
- EXAIT@ICML 2025 Poster
- Readers: Everyone
SOAPIA: Siamese-Guided Generation of Off Target-Avoiding Protein Interactions with High Target Affinity
Sophia Vincoff, Oscar Davis, Yinuo Zhang, Ismail Ilkan Ceylan, Alexander Tong, Joey Bose, Pranam Chatterjee
- Published: 12 Jun 2025, Last Modified: 09 Jul 2025
- EXAIT@ICML 2025 Poster
- Readers: Everyone
Llama-Nemotron: Efficient Reasoning Models
Soumye Singhal, Jiaqi Zeng, Alexander Bukharin, Yian Zhang, Gerald Shen, Ameya Sunil Mahabaleshwarkar, Bilal Kartal, Yoshi Suhara, Akhiad Bercovich, Itay Levy, Izik Golan, Mohammed Dabbah, Ran El-Yaniv, Somshubra Majumdar, Igor Gitman, Evelina Bakhturina, Jimmy J. Zhang, Bor-Yiing Su, Guyue Huang, Izzy Putterman et al. (7 additional authors not shown)
- Published: 12 Jun 2025, Last Modified: 08 Jul 2025
- EXAIT@ICML 2025 Poster
- Readers: Everyone
No-Regret Safety: Balancing Tests and Misclassification in Logistic Bandits
Tavor Baharav, Spyros Dragazis, Aldo Pacchiano
- Published: 12 Jun 2025, Last Modified: 09 Jul 2025
- EXAIT@ICML 2025 Poster
- Readers: Everyone
Blindfolded Experts Generalize Better: Insights from Robotic Manipulation and Videogames
Ev Zisselman, Mirco Mutti, Shelly Francis-Meretzki, Elisei Shafer, Aviv Tamar
- Published: 12 Jun 2025, Last Modified: 04 Jul 2025
- EXAIT@ICML 2025 Poster
- Readers: Everyone
Fleet of Agents: Coordinated Problem Solving with Large Language Models
Lars Henning Klein, Nearchos Potamitis, Roland Aydin, Robert West, Caglar Gulcehre, Akhil Arora
- Published: 12 Jun 2025, Last Modified: 09 Jul 2025
- EXAIT@ICML 2025 Poster
- Readers: Everyone
Central Path Proximal Policy Optimization
Nikola Milosevic, Johannes Müller, Nico Scherf
- Published: 12 Jun 2025, Last Modified: 09 Jul 2025
- EXAIT@ICML 2025 Poster
- Readers: Everyone
Retrospective and Structurally Informed Exploration via Cross-task Successor Feature Similarity
Arya Ebrahimi, Jun Jin
- Published: 12 Jun 2025, Last Modified: 09 Jul 2025
- EXAIT@ICML 2025 Poster
- Readers: Everyone
The Road Not Taken: Hindsight Exploration for LLMs in Multi-Turn RL
Huaxiaoyue Wang, Sanjiban Choudhury
- Published: 12 Jun 2025, Last Modified: 10 Jul 2025
- EXAIT@ICML 2025 Poster
- Readers: Everyone
Reinforcement Learning with Thompson Sampling: No-Regret Performance over Finite Horizons
Jasmine Bayrooti, Sattar Vakili, Amanda Prorok, Carl Henrik Ek
- Published: 12 Jun 2025, Last Modified: 09 Jul 2025
- EXAIT@ICML 2025 Poster
- Readers: Everyone
The Effective Horizon Challenge
Cassidy Laidlaw, Daniel Khalil, Michelle Li, Laker Newhouse, Stuart Russell, Anca Dragan
- Published: 12 Jun 2025, Last Modified: 10 Jul 2025
- EXAIT@ICML 2025 Poster
- Readers: Everyone
Sparse Optimistic Information Directed Sampling
Ludovic Schwartz, Hamish Flynn, Gergely Neu
- Published: 12 Jun 2025, Last Modified: 21 Jun 2025
- EXAIT@ICML 2025 Poster
- Readers: Everyone
Distances for Markov chains from sample streams
Sergio Calo, Anders Jonsson, Gergely Neu, Ludovic Schwartz, Javier Segovia-Aguas
- Published: 12 Jun 2025, Last Modified: 21 Jun 2025
- EXAIT@ICML 2025 Poster
- Readers: Everyone
Active Advantage-Aligned Online Reinforcement Learning with Offline Data
Xuefeng Liu, Hung T. C. Le, Siyu Chen, Rick Stevens, Zhuoran Yang, Matthew Walter, Yuxin Chen
- Published: 12 Jun 2025, Last Modified: 10 Jul 2025
- EXAIT@ICML 2025 Poster
- Readers: Everyone
Scalable and Efficient Exploration via Intrinsic Rewards in Continuous-time Dynamical Systems
Klemens Iten, Andreas Krause
- Published: 12 Jun 2025, Last Modified: 08 Jul 2025
- EXAIT@ICML 2025 Poster
- Readers: Everyone
Direct Regret Optimization in Bayesian Optimization
Fengxue Zhang, Yuxin Chen
- Published: 12 Jun 2025, Last Modified: 09 Jul 2025
- EXAIT@ICML 2025 Poster
- Readers: Everyone
Oracle-Efficient Adversarial Reinforcement Learning via Max-Following
Sikata Bela Sengupta, Zakaria Mhammedi, Teodor Vanislavov Marinov
- Published: 12 Jun 2025, Last Modified: 28 Jun 2025
- EXAIT@ICML 2025 Poster
- Readers: Everyone
Greed is Good: A Unifying Perspective on Guided Generation
Zander W. Blasingame, Chen Liu
- Published: 12 Jun 2025, Last Modified: 09 Jul 2025
- EXAIT@ICML 2025 Poster
- Readers: Everyone
Intent Factored Generation: Unleashing the Diversity in Your Language Model
Eltayeb Ahmed, Uljad Berdica, Martha Elliott, Danijela Horak, Jakob Nicolaus Foerster
- Published: 12 Jun 2025, Last Modified: 07 Jul 2025
- EXAIT@ICML 2025 Poster
- Readers: Everyone