2026

• ERIS: Enhancing Privacy and Scalability in Federated Learning via Federated Shard Aggregation
  D. Fenoglio, P. Polverino, J. Quizi, M. Gjoreski, A. Dhasade, M. Langheinrich
  NeurIPS 2026
  arXiv
• Robust Federated Inference
  A. Dhasade, S. Farhadkhani, R. Guerraoui, N. Gupta, M. Jacovella, A. Kermarrec, R. Pinot
  ICLR 2026
  papercode
• Navigating the Accuracy-Size Trade-Off with Flexible Model Merging
  A. Dhasade, D. Jhunjhunwala, M. Vujasinovic, G. Joshi, A. Kermarrec
  ICLR 2026
  papercode
• Efficient Federated Search for Retrieval-Augmented Generation Using Lightweight Routing
  A. Dhasade, R. Guerraoui, A. Kermarrec, D. Petrescu, R. Pires, M. Randl, M. de Vos
  DAIS 2026 · Best Paper Award (DAIS & overall DisCoTec 2026)
  paper

2025

• Practical Federated Learning without a Server
  A. Dhasade, A. Kermarrec, E. Lavoie, J. Pouwelse, R. Sharma, M. de Vos
  EuroMLSys 2025 (workshop)
  papercode
• Harnessing Increased Client Participation with Cohort-Parallel Federated Learning
  A. Dhasade, A. Kermarrec, T. Nguyen, R. Pires, M. de Vos
  EuroMLSys 2025 (workshop)
  papercode

2024

• Revisiting Ensembling in One-Shot Federated Learning
  Y. Allouah, A. Dhasade, R. Guerraoui, N. Gupta, A. Kermarrec, R. Pinot, R. Pires, R. Sharma
  NeurIPS 2024
  papercode
• QuickDrop: Efficient Federated Unlearning via Synthetic Data Generation
  A. Dhasade, Y. Ding, S. Guo, A. Kermarrec, M. de Vos, L. Wu
  Middleware 2024
  papercode
• Fairness Auditing with Multi-Agent Collaboration
  M. de Vos, A. Dhasade, J. Bourrée, A. Kermarrec, E. Merrer, B. Rottembourg, G. Tredan
  ECAI 2024
  papercode

2023

• Decentralized Learning Made Easy with DecentralizePy
  A. Dhasade, A. Kermarrec, R. Pires, R. Sharma, M. Vujasinoic
  EuroMLSys 2023 (workshop)
  papercode

2022

• TEE-based Decentralized Recommender Systems: The Raw Data Sharing Redemption
  A. Dhasade, N. Dresevic, A. Kermarrec, R. Pires
  IPDPS 2022
  papercode

2020

• Parallel and Scalable Precise Clustering
  S. Byma, A. Dhasade, A. Altenhoff, C. Dessimoz, J. Larus
  PACT 2020
  papercode