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Workshop

ICML 2025 Workshop on Collaborative and Federated Agentic Workflows (CFAgentic @ ICML'25)

Alexander Erben ⋅ Gauri Joshi ⋅ Nicholas Lane ⋅ Huan Sun ⋅ Shiqiang Wang ⋅ Herbert Woisetschlaeger
Project Page [ OpenReview] 

Abstract

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Schedule

Timezone: Asia/Seoul
12:30 AM
Welcome
1:00 AM
DBA-DFL: Towards Distributed Backdoor Attacks with Network Detection in Decentralized Federated Learning
Bohan Liu ⋅ Yang Xiao ⋅ Ruimeng Ye ⋅ Zinan Ling ⋅ Xiaolong Ma ⋅ Bo Hui
2:25 AM
MAD-Sherlock: Multi-Agent Debate for Visual Misinformation Detection
Kumud Lakara ⋅ Georgia Channing ⋅ Juil Sock ⋅ Christian Rupprecht ⋅ Phil Torr ⋅ John Collomosse ⋅ Christian Schroeder de Witt
2:35 AM
Interpretable Multi-Agent Communication via Information Gating
Stav Belogolovsky ⋅ Eran Iceland ⋅ Itay Naeh ⋅ Ariel Barel ⋅ Shie Mannor
3:35 AM
Poster Session
5:25 AM
AGENT KB: A Hierarchical Memory Framework for Cross-Domain Agentic Problem Solving
Robert 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
5:35 AM
Generalizing Trust: Weak-to-Strong Trustworthiness in Language Models
Lillian Sun ⋅ Martin Pawelczyk ⋅ Zhenting Qi ⋅ Aounon Kumar ⋅ Himabindu Lakkaraju
5:45 AM
Who Should Be Consulted? Targeted Expert Selection for Rare Disease Diagnosis
Yinghao Fu ⋅ Chao Yang ⋅ Xinye Chen ⋅ Yuting Yan ⋅ Shuang Li
5:55 AM
LLMSELECTOR: Learning to Select Models in Compound AI Systems
Lingjiao Chen ⋅ Jared Davis ⋅ Boris Hanin ⋅ Peter Bailis ⋅ James Zou ⋅ Matei Zaharia ⋅ Ion Stoica
7:55 AM
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
8:05 AM
Mitigating Unintended Memorization with LoRA in Federated Learning for LLMs
Thierry Bossy ⋅ Julien Vignoud ⋅ Tahseen Rabbani ⋅ Juan R. Troncoso-Pastoriza ⋅ Martin Jaggi
Position: Agentic Federated Learning for AI-Driven Strategy Design and Optimization
Haoyuan Li ⋅ Jindong Wang ⋅ Mathias Funk ⋅ Aaqib Saeed
Bidding for Influence: Auction-Driven Diffusion Image Generation
Lillian Sun ⋅ Henry Huang ⋅ Fucheng Zhu ⋅ Giannis Daras ⋅ Constantinos Daskalakis
Fluid Democracy in Federated Data Aggregation
Aditya Kesari ⋅ Krishna Reddy Kesari
Parrot: An Agentic Classroom AI
Kalena Dai ⋅ Arya Sarukkai
Federated Submodular Maximization: Improved Communication Rounds and Bit Complexity
Akbar Rafiey ⋅ Sreeharsh Namani ⋅ Neophytos Charalambides
DebFlow: Automating Agent Creation via Agent Debate
Jinwei Su ⋅ Yinghui Xia ⋅ Ronghua Shi ⋅ Jianhui Wang ⋅ Jianuo Huang ⋅ Yijin Wang ⋅ TIANYU SHI ⋅ Yang Jingsong ⋅ Lewei He
Private Federated Learning with Provable Convergence via Smoothed Normalization
Egor Shulgin ⋅ Sarit Khirirat ⋅ Peter Richtarik
LoRA-FL: A Low-Rank Adversarial Attack for Compromising Group Fairness in Federated Learning
Sankarshan Damle ⋅ Ljubomir Rokvic ⋅ Venugopal Bhamidi ⋅ Manisha Padala ⋅ Boi Faltings
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 Zhang ⋅ See-Kiong Ng
Privacy-Enhancing Paradigms within Federated Multi-Agent Systems
Zitong Shi ⋅ Guancheng Wan ⋅ Wenke Huang ⋅ Guibin Zhang ⋅ Jiawei Shao ⋅ Mang Ye ⋅ Carl Yang
CoEM: Collaborative Editable Model
Kaiwen Tang ⋅ Aitong Wu ⋅ Guangda Sun
Leveraging Uncertainty Estimation for Efficient LLM Routing
Tuo Zhang ⋅ Asal Mehradfar ⋅ Dimitrios Dimitriadis ⋅ Salman Avestimehr
EconEvals: Benchmarks and Litmus Tests for LLM Agents in Unknown Environments
Sara Fish ⋅ Julia Shephard ⋅ Minkai Li ⋅ Ran Shorrer ⋅ Yannai A. Gonczarowski
FEDTAIL: Federated Long-Tailed Domain Generalization with Sharpness-Guided Gradient Matching
Sunny Gupta ⋅ Nikita Jangid ⋅ Shounak Das ⋅ Amit Sethi
Spatio-Temporal Gradient Matching for Federated Continual Learning
Minh-Duong Nguyen ⋅ Le-Tuan Nguyen ⋅ Quoc-Viet Pham