(10 Oct 2022–28 Oct 2022)
Organizing Committee
Co-chairs
- Peter Bartlett (Simons Institute for the Theory of Computing, UC Berkeley)
- Soufiane Hayou (National University of Singapore)
- Hui Ji (National University of Singapore)
- Qianxiao Li (National University of Singapore)
- Gianmarco Mengaldo (National University of Singapore)
- Anqi Qiu (National University of Singapore)
- Jonathan Scarlett (National University of Singapore)
- Yong Sheng Soh (National University of Singapore)
- Csaba Szepesvari (Simons Institute for the Theory of Computing, University of Alberta)
- Vincent Y. F. Tan (National University of Singapore)
- Alexandre Hoang Thiery (National University of Singapore)
- Thomas, Xin Tong (National University of Singapore)
- Wanjie Wang (National University of Singapore)
- Angela Yao (National University of Singapore)
Contact Information
General Enquiries: ims-enquiry(AT)nus.edu.sg
Scientific Aspects Enquiries: qianxiao(AT)nus.edu.sg
Overview
The aim of this workshop is to bring together researchers in theoretical and applied machine learning, to share their work and to explore collaborative opportunities.
Workshop themes
- Deep Learning Theory
- Machine Learning Applications in Physical/Biological Sciences
- Bayesian Approaches in Machine Learning
- Interpretability, Fairness and Privacy in Machine Learning
- Reinforcement Learning Theory
Activities
- Tutorials (10–14 Oct)
- Scientific Sessions (Weeks of 17 Oct and 24 Oct): We will start with more application based talks in the week of 17 Oct and transitioning towards more theory focused sessions in the last week (24 Oct), but there will be a mix of both to potentially accommodate participants who can only come in a specific time window.
24 October 2022, Deepavali is a Public Holiday.
| Date | Abstract | |
|---|---|---|
| Tutorials | 10–14 October 2022 | View |
| Scientific Sessions | 17–28 October 2022 | View |
Venue
IMS Auditorium
Tutorial Speakers
- Mohammad Emtiyaz Khan (RIKEN, Japan)
- Jiequn Han (Flatiron Institute, USA), via Zoom
- Nan Jiang (University of Illinois Urbana-Champaign, USA), via Zoom
- Nihar Shah (Carnegie Mellon University, USA), via Zoom
- Andrey Ustyuzhanin (National University of Singapore, Singapore)
- Greg Yang (Microsoft Research, USA)
Speakers
- Jeffrey Adie (NVIDIA, Singapore)
- Francis Bach (INRIA/ENS, France) *
- Prasanna Balaprakash (Argonne National Laboratory, USA)
- Mikhail Belkin (University of California, San Diego, USA) *
- Andrea Bertolini (Sant’Anna School of Advanced Studies – Pisa, Italy)
- Steven Brunton (University of Washington, USA) *
- Erik Cambria (Nanyang Technological University, Singapore)
- Li Cheng (National University of Singapore, Singapore)
- Michael Choi (National University of Singapore, Singapore)
- Anca Dragan (University of California, Berkeley, USA) *
- Jesper Dramsch (ECMWF, Germany)
- Weinan E (Peking University, China) *
- Jianqing Fan (Princeton University, USA) *
- Yang Feng (New York University, USA)
- Cornelia Fermüller (University of Maryland, USA) *
- Sebastian Goldt (SISSA, Italy)
- Boris Hanin (Princeton University, USA)
- Hamed Hassani (University of Pennsylvania, USA) *
- Hui Ji (National University of Singapore, Singapore)
- Nikita Kazeev (National University of Singapore, Singapore)
- Mohammad Emtiyaz Khan (RIKEN, Japan)
- Gitta Kutyniok (Ludwig-Maximilians-Universität München, Germany) *
- Pang Wei Koh (Stanford University, USA)
- Qianxiao Li (National University of Singapore, Singapore)
- Min Lin (SEA, Singapore)
- Lydia Liu (University of California, Berkeley, USA) *
- Seth Neel (Harvard Business School, USA) *
- Juan-Pablo Ortega (Nanyang Technological University, Singapore)
- Guillaume Sartoretti (National University of Singapore, Singapore)
- Ohad Shamir (Weizmann Institute of Science, Israel) *
- Harold Soh (National University of Singapore, Singapore)
- Jascha Sohl-Dickstein (Google, USA) *
- Linda Tan (National University of Singapore, Singapore)
- Vincent Tan (National University of Singapore, Singapore)
- Yan Shuo Tan (National University of Singapore, Singapore)
- Andrey Ustyuzhanin (National University of Singapore, Singapore)
- Rene Vidal (Johns Hopkins University, USA) *
- Yu-Ping Wang (Tulane University, USA)
- Greg Yang (Microsoft Research, USA)
- Haizhao Yang (University of Maryland, USA)
- Angela Yao (National University of Singapore, Singapore)
- Joey Zhou Tianyi (A*STAR, Singapore)
- Pan Zhou (SEA, Singapore)
- Enrique Zuazua (Friedrich-Alexander-Universität Erlangen-Nürnberg, Germany)
Speakers with * beside their name will give their talk via Zoom.
Media
