Program
The workshop will take place on the 7th of December 2021.
| GMT Time | Description |
|---|---|
| 11.00 - 11.10 | Opening remarks (video) (presented by Ce Zhang) |
| 11.15 - 12.00 | Keynote #1 Systematic Communication Acceleration for Distributed DNN Training (video) Chuanxiong Guo (Bytedance Inc) |
| 12.00 - 12.40 | Session #1: Distributed Learning (co-ordinated by Osvaldo Simeone) - Doing More by Doing Less: How Structured Partial Backpropagation Improves Deep Learning Clusters (video) Adarsh Kumar (Amazon Alexa AI), Kausik Subramanian, Shivaram Venkataraman (University of Wisconsin, Madison), Aditya Akella (University of Texas at Austin) - Invited: Decentralised Deep Learning: Training Large Neural Networks Together (video) Max Ryabinin (HSE University and Yandex) |
| 12.40 - 12.45 | Break |
| 12.45 - 13.30 | Keynote #2: Fair or Robust: Addressing Competing Constraints in Federated Learning (video) Virginia Smith (CMU) |
| 13.30 - 14.00 | Session #2: Federated Learning (co-ordinated by Mario Almeida) - FL_PyTorch: Optimization Research Simulator for Federated Learning (video) Konstantin Burlachenko, Samuel Horvath, Peter Richtarik (KAUST) - Secure Aggregation for Federated Learning in Flower (video) Kwing Hei Li, Pedro Porto Buarque de Gusmão, Daniel J. Beutel, Nicholas D. Lane (University of Cambridge) |
| 14.00 - 14.15 | Break |
| 14.15 - 15.00 | Keynote #3: Toward Practical Federated Learning (video) Mosharaf Chowdhury (University of Michigan) |
| 15.00 - 15.30 | Session #3: Security & ML (co-ordinated by Stylianos Venieris) - Rapid IoT Device Identification at the Edge (video) Oliver Thompson, Anna Maria Mandalari, Hamed Haddadi (Imperial College London) - Image Reconstruction Attacks on Distributed Machine Learning Models (video) Hadjer Benkraouda, Klara Nahrstedt (University of Illinois at Urbana-Champaign) |
| 15.30 - 15.45 | Break |
| 15.45 - 17.15 | Panel session (video) (co-ordinated by Stefanos Laskaridis) Vijay Janapa Reddi (Harvard University and MLCommons), Bo Li (University of Illinois at Urbana-Champaign), Tianyi Chen (Rensselaer Polytechnic Institute), Mosharaf Chowdhury (University of Michigan) |