ICML 2025 Workshop R2-FM Submissions

From Tasks to Teams: A Risk-First Evaluation Framework for Multi-Agent LLM Systems in Finance
Zichen Chen, Jianda Chen, Jiaao Chen, Misha Sra
- Published: 01 Jul 2025, Last Modified: 11 Jul 2025
- ICML 2025 R2-FM Workshop Oral
- Readers: Everyone
Position: Agent-Specific Trustworthiness Risk as a Research Priority
Zeming Wei, Tianlin Li, Xiaojun Jia, Yihao Zhang, Yang Liu, Meng Sun
- Published: 01 Jul 2025, Last Modified: 07 Jul 2025
- ICML 2025 R2-FM Workshop Poster
- Readers: Everyone
Think with Moderation: Reasoning Models and Confidence Calibration in the Climate Domain
Romain Lacombe, Kerrie Wu, Eddie Dilworth
- Published: 01 Jul 2025, Last Modified: 01 Jul 2025
- ICML 2025 R2-FM Workshop Poster
- Readers: Everyone
Simple Mechanistic Explanations for Out-Of-Context Reasoning
Zifan Wang, Joshua Engels, Oliver Clive-Griffin
- Published: 01 Jul 2025, Last Modified: 11 Jul 2025
- ICML 2025 R2-FM Workshop Poster
- Readers: Everyone
Verbalized Confidence Triggers Self-Verification : Emergent Behavior Without Explicit Reasoning Supervision
Chaeyun Jang, Moonseok Choi, Yegon Kim, Hyungi Lee, Juho Lee
- Published: 01 Jul 2025, Last Modified: 01 Jul 2025
- ICML 2025 R2-FM Workshop Poster
- Readers: Everyone
Scalable Defense against In-the-wild Jailbreaking Attacks with Safety Context Retrieval
Taiye Chen, Zeming Wei, Ang Li, Yisen Wang
- Published: 01 Jul 2025, Last Modified: 01 Jul 2025
- ICML 2025 R2-FM Workshop Poster
- Readers: Everyone
Investigating Tool-Memory Conflicts in Tool-Augmented LLMs
Jiali Cheng, Rui Pan, Hadi Amiri
- Published: 01 Jul 2025, Last Modified: 01 Jul 2025
- ICML 2025 R2-FM Workshop Poster
- Readers: Everyone
MARVEL: Modular Abstention for Reliable and Versatile Expert LLMs
Bingbing Wen, Faeze Brahman, Zhan Su, Shangbin Feng, Yulia Tsvetkov, Lucy Lu Wang, Bill Howe
- Published: 01 Jul 2025, Last Modified: 01 Jul 2025
- ICML 2025 R2-FM Workshop Poster
- Readers: Everyone
In Agents We Trust, but Who Do Agents Trust? Latent Source Preferences Steer LLM Generations
Mohammad Aflah Khan, Mahsa Amani, Soumi Das, Bishwamittra Ghosh, Qinyuan Wu, Krishna P. Gummadi, Manish Gupta, Abhilasha Ravichander
- Published: 01 Jul 2025, Last Modified: 11 Jul 2025
- ICML 2025 R2-FM Workshop Poster
- Readers: Everyone
DINGO: Constrained Inference for Diffusion LLMs
Tarun Suresh, Debangshu Banerjee, Shubham Ugare, Sasa Misailovic, Gagandeep Singh
- Published: 01 Jul 2025, Last Modified: 01 Jul 2025
- ICML 2025 R2-FM Workshop Poster
- Readers: Everyone
SimBA: Simplifying Benchmark Analysis
Nishant Subramani, Alfredo Gomez, Mona T. Diab
- Published: 01 Jul 2025, Last Modified: 01 Jul 2025
- ICML 2025 R2-FM Workshop 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: 01 Jul 2025, Last Modified: 01 Jul 2025
- ICML 2025 R2-FM Workshop Poster
- Readers: Everyone
Reliable Statistical Inference with Synthetic Data from Large Language Models
Yewon Byun, Shantanu Gupta, Zachary Chase Lipton, Rachel Leah Childers, Bryan Wilder
- Published: 01 Jul 2025, Last Modified: 01 Jul 2025
- ICML 2025 R2-FM Workshop Poster
- Readers: Everyone
On Characterizations for Language Generation: Interplay of Hallucinations, Breadth, and Stability
Alkis Kalavasis, Anay Mehrotra, Grigoris Velegkas
- Published: 01 Jul 2025, Last Modified: 01 Jul 2025
- ICML 2025 R2-FM Workshop Poster
- Readers: Everyone
ASNO: An Interpretable Attention-Based Spatio-Temporal Neural Operator for Robust Scientific Machine Learning
Vispi Nevile Karkaria, Doksoo Lee, Yi-Ping Chen, Yue Yu, Wei Chen
- Published: 01 Jul 2025, Last Modified: 01 Jul 2025
- ICML 2025 R2-FM Workshop Poster
- Readers: Everyone
(Im)possibility of Automated Hallucination Detection in Large Language Models
Amin Karbasi, Omar Montasser, John Sous, Grigoris Velegkas
- Published: 01 Jul 2025, Last Modified: 01 Jul 2025
- ICML 2025 R2-FM Workshop Poster
- Readers: Everyone
Extracting memorized pieces of (copyrighted) books from open-weight language models
A. Feder Cooper, Aaron Gokaslan, Ahmed M Ahmed, Amy B. Cyphert, Christopher De Sa, Mark Lemley, Daniel E. Ho, Percy Liang
- Published: 01 Jul 2025, Last Modified: 04 Jul 2025
- ICML 2025 R2-FM Workshop Oral
- Readers: Everyone
Auditing, Monitoring, and Intervention for Compliance of Advanced AI Systems
Parand A. Alamdari, Toryn Q. Klassen, Sheila A. McIlraith
- Published: 01 Jul 2025, Last Modified: 01 Jul 2025
- ICML 2025 R2-FM Workshop Poster
- Readers: Everyone
TRoVe: Discovering Error-Inducing Static Feature Biases in Temporal Vision-Language Models
Maya Varma, Jean-Benoit Delbrouck, Sophie Ostmeier, Akshay S Chaudhari, Curtis Langlotz
- Published: 01 Jul 2025, Last Modified: 06 Jul 2025
- ICML 2025 R2-FM Workshop Poster
- Readers: Everyone
A Thousand Words or An Image: Studying the Influence of Persona Modality in Multimodal LLMs
Julius Broomfield, Kartik Sharma, Srijan Kumar
- Published: 01 Jul 2025, Last Modified: 09 Jul 2025
- ICML 2025 R2-FM Workshop Poster
- Readers: Everyone
Aligned Textual Scoring Rule
Yuxuan Lu, Yifan Wu, Jason Hartline, Michael Curry
- Published: 01 Jul 2025, Last Modified: 06 Jul 2025
- ICML 2025 R2-FM Workshop Poster
- Readers: Everyone
Transformers Don't In-Context Learn Least Squares Regression
Joshua Hill, Benjamin Eyre, Elliot Creager
- Published: 01 Jul 2025, Last Modified: 10 Jul 2025
- ICML 2025 R2-FM Workshop Oral
- Readers: Everyone
A Frustratingly Simple Yet Highly Effective Attack Baseline: Over 90% Success Rate Against the Strong Black-box Models of GPT-4.5/4o/o1
Zhaoyi Li, Xiaohan Zhao, Dong-Dong Wu, Jiacheng Cui, Zhiqiang Shen
- Published: 01 Jul 2025, Last Modified: 08 Jul 2025
- ICML 2025 R2-FM Workshop Poster
- Readers: Everyone
Escaping the SpuriVerse: Can Large Vision-Language Models Generalize Beyond Seen Spurious Correlations?
Yiwei Yang, Chung Peng Lee, Shangbin Feng, Dora Zhao, Bingbing Wen, Anthony Zhe Liu, Yulia Tsvetkov, Bill Howe
- Published: 01 Jul 2025, Last Modified: 01 Jul 2025
- ICML 2025 R2-FM Workshop Poster
- Readers: Everyone
GenAI Copyright Evidence with Operational Meaning
Eli Chien, Amit Saha, Yinan Huang, Pan Li
- Published: 01 Jul 2025, Last Modified: 07 Jul 2025
- ICML 2025 R2-FM Workshop Poster
- Readers: Everyone