ICML 2025 Workshop CFAgentic Submissions

Collective Bias Mitigation via Model Routing and Collaboration
Mingzhe Du, Anh Tuan Luu, Xiaobao Wu, Yichong Huang, Yue Liu, Dong HUANG, Huijun Liu, Bin Ji, Jie M. Zhang, See-Kiong Ng
- Published: 10 Jun 2025, Last Modified: 29 Jun 2025
- CFAgentic @ ICML'25 Poster
- Readers: Everyone
CAF-I: A Collaborative Multi-Agent Framework for Enhanced Irony Detection with Large Language Models
Ziqi Liu, Ziyang Zhou, Mingxuan Hu
- Published: 10 Jun 2025, Last Modified: 29 Jun 2025
- CFAgentic @ ICML'25 Oral
- Readers: Everyone
AGENT KB: A Hierarchical Memory Framework for Cross-Domain Agentic Problem Solving
Xiangru Tang, Tianrui Qin, Tianhao Peng, Ziyang Zhou, Daniel Shao, Tingting Du, Xinming Wei, He Zhu, Ge Zhang, Jiaheng Liu, Xingyao Wang, Sirui Hong, Chenglin Wu, Wangchunshu Zhou
- Published: 10 Jun 2025, Last Modified: 29 Jun 2025
- CFAgentic @ ICML'25 Oral
- Readers: Everyone
Fluid Democracy in Federated Data Aggregation
Aditya Vema Reddy Kesari, Krishna Reddy Kesari
- Published: 10 Jun 2025, Last Modified: 29 Jun 2025
- CFAgentic @ ICML'25 Poster
- Readers: Everyone
MobileA3gent: Training Mobile GUI Agents Using Decentralized Self-Sourced Data from Diverse Users
WenHao Wang, Mengying Yuan, Zijie Yu, Guangyi Liu, Rui Ye, Tian Jin, Siheng Chen, Yanfeng Wang
- Published: 10 Jun 2025, Last Modified: 29 Jun 2025
- CFAgentic @ ICML'25 Oral
- Readers: Everyone
Leveraging Uncertainty Estimation for Efficient LLM Routing
Tuo Zhang, Asal Mehradfar, Dimitrios Dimitriadis, Salman Avestimehr
- Published: 10 Jun 2025, Last Modified: 29 Jun 2025
- CFAgentic @ ICML'25 Poster
- Readers: Everyone
Advancing Agentic AI: Decentralized and Verifiable Collaboration for Next-Generation Foundation Model Development
Arpita Sarker, Arpita Sarker, Alexander Jesser
- Published: 10 Jun 2025, Last Modified: 29 Jun 2025
- CFAgentic @ ICML'25 Poster
- Readers: Everyone
LLMSELECTOR: Learning to Select Models in Compound AI Systems
Lingjiao Chen, Jared Quincy Davis, Boris Hanin, Peter Bailis, James Zou, Matei Zaharia, Ion Stoica
- Published: 10 Jun 2025, Last Modified: 29 Jun 2025
- CFAgentic @ ICML'25 Oral
- Readers: Everyone
Federated Submodular Maximization: Improved Communication Rounds and Bit Complexity
Akbar Rafiey, Sreeharsh Namani, Neophytos Charalambides
- Published: 10 Jun 2025, Last Modified: 29 Jun 2025
- CFAgentic @ ICML'25 Poster
- Readers: Everyone
FEDTAIL: Federated Long-Tailed Domain Generalization with Sharpness-Guided Gradient Matching
Sunny Gupta, Nikita Jangid, Shounak Das, Amit Sethi
- Published: 10 Jun 2025, Last Modified: 29 Jun 2025
- CFAgentic @ ICML'25 Poster
- Readers: Everyone
MAD-Sherlock: Multi-Agent Debate for Visual Misinformation Detection
Kumud Lakara, Georgia Channing, Juil Sock, Christian Rupprecht, Philip Torr, John Collomosse, Christian Schroeder de Witt
- Published: 10 Jun 2025, Last Modified: 29 Jun 2025
- CFAgentic @ ICML'25 Oral
- Readers: Everyone
Who Should Be Consulted? Targeted Expert Selection for Rare Disease Diagnosis
Yinghao Fu, Chao Yang, Xinye Chen, Yuting Yan, Shuang Li
- Published: 10 Jun 2025, Last Modified: 29 Jun 2025
- CFAgentic @ ICML'25 Oral
- Readers: Everyone
Mitigating Unintended Memorization with LoRA in Federated Learning for LLMs
Thierry Bossy, Julien Tuấn Tú Vignoud, Tahseen Rabbani, Juan R. Troncoso Pastoriza, Martin Jaggi
- Published: 10 Jun 2025, Last Modified: 29 Jun 2025
- CFAgentic @ ICML'25 Oral
- Readers: Everyone
Bidding for Influence: Auction-Driven Diffusion Image Generation
Lillian Sun, Henry Huang, Fucheng Warren Zhu, Giannis Daras, Constantinos Costis Daskalakis
- Published: 10 Jun 2025, Last Modified: 08 Jul 2025
- CFAgentic @ ICML'25 Poster
- Readers: Everyone
Spatio-Temporal Gradient Matching for Federated Continual Learning
Duong Minh Nguyen, Le-Tuan Nguyen, Quoc-Viet Pham
- Published: 10 Jun 2025, Last Modified: 29 Jun 2025
- CFAgentic @ ICML'25 Poster
- Readers: Everyone
DP-AdamW: Investigating Decoupled Weight Decay and Bias Correction in Private Deep Learning
Lillian Sun, Kevin Cong, Je Qin Chooi, Russell Li
- Published: 10 Jun 2025, Last Modified: 29 Jun 2025
- CFAgentic @ ICML'25 Poster
- Readers: Everyone
Federated Forgetting in Agentic Workflows: GDPR Compliance Experiments with Synthetic User Logs
Zichao Li, Zong Ke
- Published: 10 Jun 2025, Last Modified: 29 Jun 2025
- CFAgentic @ ICML'25 Poster
- Readers: Everyone
Generalizing Trust: Weak-to-Strong Trustworthiness in Language Models
Lillian Sun, Martin Pawelczyk, Zhenting Qi, Aounon Kumar, Himabindu Lakkaraju
- Published: 10 Jun 2025, Last Modified: 29 Jun 2025
- CFAgentic @ ICML'25 Oral
- Readers: Everyone
Can One Safety Loop Guard Them All? \\ Agentic Guard Rails for Federated Computing
Narasimha Raghavan Veeraragavan, Jan F Nygård
- Published: 10 Jun 2025, Last Modified: 29 Jun 2025
- CFAgentic @ ICML'25 Poster
- Readers: Everyone
CoEM: Collaborative Editable Model
Kaiwen Tang, Aitong Wu, Guangda Sun
- Published: 10 Jun 2025, Last Modified: 29 Jun 2025
- CFAgentic @ ICML'25 Poster
- Readers: Everyone
EconEvals: Benchmarks and Litmus Tests for LLM Agents in Unknown Environments
Sara Fish, Julia Shephard, Minkai Li, Ran I Shorrer, Yannai A. Gonczarowski
- Published: 10 Jun 2025, Last Modified: 29 Jun 2025
- CFAgentic @ ICML'25 Poster
- Readers: Everyone
Multiple Automated Finance Integration Agents (MAFIA) With Self-Healing
Arya Sarukkai, Shaohui Sun, Wei Dai
- Published: 10 Jun 2025, Last Modified: 29 Jun 2025
- CFAgentic @ ICML'25 Poster
- Readers: Everyone
Parrot: An Agentic Classroom AI
Kalena Dai, Arya Sarukkai
- Published: 10 Jun 2025, Last Modified: 29 Jun 2025
- CFAgentic @ ICML'25 Poster
- Readers: Everyone
Private Federated Learning with Provable Convergence via Smoothed Normalization
Egor Shulgin, Sarit Khirirat, Peter Richtárik
- Published: 10 Jun 2025, Last Modified: 29 Jun 2025
- CFAgentic @ ICML'25 Poster
- Readers: Everyone
Interpretable Multi-Agent Communication via Information Gating
Stav Belogolovsky, Eran Iceland, Itay Naeh, Ariel Barel, Shie Mannor
- Published: 10 Jun 2025, Last Modified: 29 Jun 2025
- CFAgentic @ ICML'25 Oral
- Readers: Everyone