ICLR 2025 Workshop SSI-FM Submissions

MALT: Improving Reasoning with Multi-Agent LLM Training
Sumeet Ramesh Motwani, Chandler Smith, Rocktim Jyoti Das, Rafael Rafailov, Ivan Laptev, Philip Torr, Fabio Pizzati, Ronald Clark, Christian Schroeder de Witt
- Published: 08 Mar 2025, Last Modified: 08 Mar 2025
- SSI-FM Poster
- Readers: Everyone
Leveraging Reasoning with Guidelines to Elicit and Utilize Knowledge for Enhancing Safety Alignment
Haoyu Wang, Zeyu Qin, Li Shen, Xueqian Wang, Minhao Cheng, Dacheng Tao
- Published: 08 Mar 2025, Last Modified: 16 Mar 2025
- SSI-FM Poster
- Readers: Everyone
AgentBreeder: Mitigating the AI Safety Impact of Multi-Agent Scaffolds via Self-Improvement
J Rosser, Jakob Nicolaus Foerster
- Published: 08 Mar 2025, Last Modified: 14 Apr 2025
- SSI-FM Oral
- Readers: Everyone
Don't Throw Away Data: Improving Sequence Knowledge Distillation with Minimum Bayes Risk Decoding
Jun Wang, Eleftheria Briakou, Hamid Dadkhahi, Rishabh Agarwal, Colin Cherry, Trevor Cohn
- Published: 08 Mar 2025, Last Modified: 13 Apr 2025
- SSI-FM Poster
- Readers: Everyone
Evaluating LLMs Without Oracle Feedback: Agentic Annotation Evaluation Through Unsupervised Consistency Signals
Cheng Chen, Haiyan Yin, Ivor Tsang
- Published: 08 Mar 2025, Last Modified: 13 Apr 2025
- SSI-FM Poster
- Readers: Everyone
Mitigating Short Board Effect via Dynamic Reward Balancing in Multi-reward LLM Optimization
Nuo Chen, Yufei Gao, Yongnan Jin, Yan Hu, Anningzhe Gao, Lingyong Yan, Benyou Wang
- Published: 08 Mar 2025, Last Modified: 22 Apr 2025
- SSI-FM Poster
- Readers: Everyone
Safety is Essential for Responsible Open-Ended Systems
Ivaxi Sheth, Jan Wehner, Sahar Abdelnabi, Ruta Binkyte, Mario Fritz
- Published: 08 Mar 2025, Last Modified: 08 Mar 2025
- SSI-FM Poster
- Readers: Everyone
Self-Improving Diffusion Models With Synthetic Data
Sina Alemohammad, Ahmed Imtiaz Humayun, Shruti Agarwal, John Collomosse, Richard Baraniuk
- Published: 08 Mar 2025, Last Modified: 08 Mar 2025
- SSI-FM Poster
- Readers: Everyone
Escaping Collapse: The Strength of Weak Data for Large Language Model Training
Kareem Amin, Sara Babakniya, Alex Bie, Weiwei Kong, Umar Syed, Sergei Vassilvitskii
- Published: 08 Mar 2025, Last Modified: 12 Apr 2025
- SSI-FM Poster
- Readers: Everyone
Multi-modal Agent Tuning: Building a VLM-Driven Agent for Efficient Tool Usage
Zhi Gao, Bofei Zhang, Pengxiang Li, Xiaojian Ma, Tao Yuan, Yue Fan, Yuwei Wu, Yunde Jia, Song-Chun Zhu, Qing Li
- Published: 08 Mar 2025, Last Modified: 17 Mar 2025
- SSI-FM Poster
- Readers: Everyone
OpenRAG: Optimizing RAG End-to-End via In-Context Retrieval Learning
Jiawei Zhou, Lei Chen
- Published: 08 Mar 2025, Last Modified: 22 Mar 2025
- SSI-FM Poster
- Readers: Everyone
Source2Synth: Synthetic Data Generation and Curation Grounded in Real Data Sources
Alisia Maria Lupidi, Carlos Gemmell, Nicola Cancedda, Jane Yu, Jason E Weston, Jakob Nicolaus Foerster, Roberta Raileanu, Maria Lomeli
- Published: 08 Mar 2025, Last Modified: 29 Mar 2025
- SSI-FM Poster
- Readers: Everyone
RMBoost: Reward Model Training With Preference-Conditional Multi-Aspect Synthetic Data Generation
Jiaming Shen, Ran Xu, Yennie Jun, Zhen Qin, Tianqi Liu, Carl Yang, Yi Liang, Simon Baumgartner, Michael Bendersky
- Published: 08 Mar 2025, Last Modified: 14 Mar 2025
- SSI-FM Poster
- Readers: Everyone
Scalable Thompson Sampling via Ensemble++
Yingru Li, Jiawei Xu, Baoxiang Wang, Zhi-Quan Luo
- Published: 08 Mar 2025, Last Modified: 08 Mar 2025
- SSI-FM Poster
- Readers: Everyone
Policy-Agnostic RL: Offline RL and Online RL Fine-Tuning of Any Class and Backbone
Max Sobol Mark, Tian Gao, Georgia Gabriela Sampaio, Mohan Kumar Srirama, Archit Sharma, Chelsea Finn, Aviral Kumar
- Published: 08 Mar 2025, Last Modified: 08 Mar 2025
- SSI-FM Poster
- Readers: Everyone
Self-Correcting Self-Consuming Loops For Generative Model Training
Nate Gillman, Michael Freeman, Daksh Aggarwal, Chia-Hong HSU, Calvin Luo, Yonglong Tian, Chen Sun
- Published: 08 Mar 2025, Last Modified: 14 Mar 2025
- SSI-FM Poster
- Readers: Everyone
Natural Language Reinforcement Learning
Xidong Feng, Bo Liu, Ziyu Wan, Haotian Fu, Girish A. Koushik, Zhiyuan Hu, Mengyue Yang, Ying Wen, Jun Wang
- Published: 08 Mar 2025, Last Modified: 18 Apr 2025
- SSI-FM Poster
- Readers: Everyone
Scaling Flaws of Verifier-guided Search in Mathematical Reasoning
Fei Yu, Yingru Li, Benyou Wang
- Published: 08 Mar 2025, Last Modified: 13 Apr 2025
- SSI-FM Poster
- Readers: Everyone
Optimizing Test-Time Compute via Meta Reinforcement Finetuning
Yuxiao Qu, Matthew Y. R. Yang, Lewis Tunstall, Edward Emanuel Beeching, Ruslan Salakhutdinov
- Published: 08 Mar 2025, Last Modified: 08 Mar 2025
- SSI-FM Poster
- Readers: Everyone
An Architecture Search Framework for Inference-Time Techniques
Jon Saad-Falcon, Adrian Gamarra Lafuente, Shlok Natarajan, Nahum Maru, Hristo Todorov, Etash Kumar Guha, E. Kelly Buchanan, Mayee F Chen, Neel Guha, Christopher Re, Azalia Mirhoseini
- Published: 08 Mar 2025, Last Modified: 13 Apr 2025
- SSI-FM Oral
- Readers: Everyone
Boss LLM: Adaptation via No-Regret Learning
Yu Feng, Avishree Khare, Nghia Nguyen, Sikata Bela Sengupta
- Published: 08 Mar 2025, Last Modified: 13 Apr 2025
- SSI-FM Poster
- Readers: Everyone
Explain-Query-Test: Self-Evaluating LLMs Via Explanation and Comprehension Discrepancy
Saeid Asgari, Joao Monteiro
- Published: 08 Mar 2025, Last Modified: 21 Mar 2025
- SSI-FM Poster
- Readers: Everyone
Scaling Inference-Time Search with Vision Value Model for Improved Visual Comprehension
Xiyao Wang, Zhengyuan Yang, Linjie Li, Hongjin Lu, Yuancheng Xu, Chung-Ching Lin, Kevin Lin, Furong Huang, Lijuan Wang
- Published: 08 Mar 2025, Last Modified: 08 Mar 2025
- SSI-FM Poster
- Readers: Everyone