ICLR 2025 Workshop SSI-FM Submissions

Yes, Q-learning Helps Offline In-Context RL
Denis Tarasov, Alexander Nikulin, Ilya Zisman, Albina Klepach, Andrei Polubarov, Lyubaykin Nikita, Alexander Derevyagin, Igor Kiselev, Vladislav Kurenkov
- Published: 08 Mar 2025, Last Modified: 08 Apr 2025
- SSI-FM Poster
- Readers: Everyone
MetaSC: Test-Time Safety Specification Optimization for Language Models
Victor Gallego
- Published: 08 Mar 2025, Last Modified: 07 Apr 2025
- SSI-FM Poster
- Readers: Everyone
HEAL: Hierarchical Embedding Alignment Loss for Improved Retrieval and Representation Learning
Manish Bhattarai, Ryan Barron, Maksim E. Eren, Minh N. Vu, Vesselin Grantcharov, Ismael Boureima, Valentin Stanev, Cynthia Matuszek, Vladimir I Valtchinov, Kim Rasmussen, Boian S. Alexandrov
- Published: 08 Mar 2025, Last Modified: 16 May 2025
- SSI-FM Poster
- Readers: Everyone
Self-Taught Self-Correction for Small Language Models
Viktor Moskvoretskii, Chris Biemann, Irina Nikishina
- Published: 08 Mar 2025, Last Modified: 17 Apr 2025
- SSI-FM Poster
- Readers: Everyone
MMKE-Bench: A Multimodal Editing Benchmark for Diverse Visual Knowledge
Yuntao Du, Kailin Jiang, Zhi Gao, Chenrui Shi, Zilong Zheng, Siyuan Qi, Qing Li
- Published: 08 Mar 2025, Last Modified: 12 Apr 2025
- SSI-FM Poster
- Readers: Everyone
AMPO: Active Multi Preference Optimization for Self-play Preference Selection
Taneesh Gupta, Rahul Madhavan, Xuchao Zhang, Chetan Bansal, Saravan Rajmohan
- Published: 08 Mar 2025, Last Modified: 08 Mar 2025
- SSI-FM Poster
- Readers: Everyone
Automated Capability Discovery via Model Self-Exploration
Cong Lu, Shengran Hu, Jeff Clune
- Published: 08 Mar 2025, Last Modified: 20 Mar 2025
- SSI-FM Poster
- Readers: Everyone
Demystifying Long Chain-of-Thought Reasoning in LLMs
Edward Yeo, Yuxuan Tong, Xinyao Niu, Graham Neubig, Xiang Yue
- Published: 08 Mar 2025, Last Modified: 08 Mar 2025
- SSI-FM Oral
- Readers: Everyone
Evolutionary Prompt Optimization Discovers Emergent Multimodal Reasoning Strategies in Vision-Language Models
Sid Bharthulwar, John Rho, Katrina Brown
- Published: 08 Mar 2025, Last Modified: 08 Mar 2025
- SSI-FM Poster
- Readers: Everyone
Towards Internet-Scale Training For Agents
Brandon Trabucco, Gunnar A Sigurdsson, Robinson Piramuthu, Ruslan Salakhutdinov
- Published: 08 Mar 2025, Last Modified: 10 Apr 2025
- SSI-FM Poster
- Readers: Everyone
Solving Robotic Tasks via Self-Adapting Improvement Loops with Internet Video Knowledge
Calvin Luo, Zilai Zeng, Yilun Du, Chen Sun
- Published: 08 Mar 2025, Last Modified: 08 Mar 2025
- SSI-FM Poster
- Readers: Everyone
VLM Q-Learning: Aligning Vision-Language Models for Interactive Decision-Making
Jake Grigsby, Yuke Zhu, Michael S Ryoo, Juan Carlos Niebles
- Published: 08 Mar 2025, Last Modified: 15 Apr 2025
- SSI-FM Poster
- Readers: Everyone
An Adversarial Collaborative Framework for Comprehensive Image Captioning
Dinesh Chowdary, Ying Xie, Linh Le
- Published: 08 Mar 2025, Last Modified: 12 Apr 2025
- SSI-FM Poster
- Readers: Everyone
AIDE: Agentically Improve Visual Language Model with Domain Experts
Ming-Chang Chiu, Fuxiao Liu, Karan Sapra, Andrew Tao, Yaser Yacoob, Xuezhe Ma, Zhiding Yu, Guilin Liu
- Published: 08 Mar 2025, Last Modified: 13 Apr 2025
- SSI-FM Poster
- Readers: Everyone
Bridging the Training-Inference Gap in LLMs by Leveraging Self-Generated Tokens
Zhepeng Cen, Yao Liu, Siliang Zeng, Pratik Chaudhari, Huzefa Rangwala, George Karypis, Rasool Fakoor
- Published: 08 Mar 2025, Last Modified: 08 Mar 2025
- SSI-FM Poster
- Readers: Everyone
ReSL: Enhancing Deep Clustering Through Reset-based Self-Labeling
Andrii Shkabrii, Timo Klein, Lukas Miklautz, Sebastian Tschiatschek, Claudia Plant
- Published: 08 Mar 2025, Last Modified: 07 Apr 2025
- SSI-FM Poster
- Readers: Everyone
D3: A Large Dataset for Training Code Language Models to Act Diff-by-Diff
Ulyana Piterbarg, Kanishk Gandhi, Lerrel Pinto, Noah Goodman, Rob Fergus
- Published: 08 Mar 2025, Last Modified: 02 Apr 2025
- SSI-FM Poster
- Readers: Everyone
Algorithm Discovery With LLMs: Evolutionary Search Meets Reinforcement Learning
Anja Šurina, Amin Mansouri, Amal Seddas, Maryna Viazovska, Emmanuel Abbe, Caglar Gulcehre
- Published: 08 Mar 2025, Last Modified: 12 Apr 2025
- SSI-FM Poster
- Readers: Everyone
Vision-Language Model Dialog Games for Self-Improvement
Ksenia Konyushkova, Christos Kaplanis, Serkan Cabi, Misha Denil
- Published: 08 Mar 2025, Last Modified: 14 Apr 2025
- SSI-FM Poster
- Readers: Everyone
I-SHEEP: Self-Alignment of LLM from Scratch through an Iterative Self-Enhancement Paradigm
Yiming Liang, Xingwei Qu, Tianyu Zheng, Jiawei Guo, Xeron Du, Zhenzhu Yang, Jiaheng Liu, Chenghua Lin, Ge Zhang, Lei Ma, Stephen Huang, Jiajun Zhang
- Published: 08 Mar 2025, Last Modified: 16 Apr 2025
- SSI-FM Poster
- Readers: Everyone
Preference Tree Optimization: Enhancing Goal-Oriented Dialogue with Look-Ahead Simulations
Lior Baruch, Moshe Butman, Kfir Bar, Doron Friedman
- Published: 08 Mar 2025, Last Modified: 11 Apr 2025
- SSI-FM Poster
- Readers: Everyone
Improving Test-Time Search for LLMs with Backtracking Against In-Context Value Verifiers
Anikait Singh, Kushal Arora, Sedrick Keh, Jean Mercat, Tatsunori Hashimoto, Chelsea Finn, Aviral Kumar
- Published: 08 Mar 2025, Last Modified: 08 Mar 2025
- SSI-FM Poster
- Readers: Everyone
Multi-Turn Code Generation Through Single-Step Rewards
Arnav Kumar Jain, Gonzalo Gonzalez-Pumariega, Wayne Chen, Alexander M Rush, Wenting Zhao, Sanjiban Choudhury
- Published: 08 Mar 2025, Last Modified: 04 Apr 2025
- SSI-FM Poster
- Readers: Everyone
Value-Based Deep RL Scales Predictably
Oleh Rybkin, Michal Nauman, Preston Fu, Charlie Victor Snell, Pieter Abbeel, Sergey Levine, Aviral Kumar
- Published: 08 Mar 2025, Last Modified: 19 Mar 2025
- SSI-FM Poster
- Readers: Everyone
Game-Theoretic Regularized Self-Play Alignment of Large Language Models
Xiaohang Tang, Sangwoong Yoon, Seongho Son, Huizhuo Yuan, Quanquan Gu, Ilija Bogunovic
- Published: 08 Mar 2025, Last Modified: 08 Mar 2025
- SSI-FM Poster
- Readers: Everyone