Challenges of Deploying Generative AI

Workshop at ICML 2023

Contact: DeployableGenAI@gmail.com

Location: Meeting Room 313


Home Call for Papers

Generative modeling has recently gained massive attention given high-profile successes in natural language processing and computer vision. However, there remain major challenges in deploying generative models for real-world impact in domains like healthcare and biology. This is a challenging agenda that requires collaboration across multiple research fields and industry stakeholders. This workshop aims to advance such interdisciplinary conversations around challenges in deploying generative models – the lessons learned by deploying large language models could be impactful for other high stakes domains. Specifically, we will solicit contributions that prioritize (1) Multimodal capabilities in generative modeling, (2) Deployment critical features in generative models such as Safety, Interpretability, Robustness, Ethics, Fairness and Privacy, and (3) Human facing evaluation of generative models.

Schedule (in Hawaiian Standard Time)

9:00 a.m. - 9:05 a.m. Opening remarks
9:05 a.m. - 9:30 a.m. Invited talk #1: Tim Salimans, Google Research
9:30 a.m. - 9:55 a.m. Invited talk #2: Olga Russakovsky, Princeton University
9:55 a.m. - 10:20 a.m. Invited Talk #3: Alan Aspuru-Guzik, University of Toronto
10:20 a.m. - 10:45 a.m. Invited Talk #4: Pamela Mishkin, OpenAI
10:45 a.m. - 11:00 a.m. Coffee Break - I
11:00 a.m. - 12:00 p.m. Poster Session - I
12:00 p.m. - 1:00 p.m. Lunch
1:00 p.m. - 1:30 p.m. Invited Talk #5: Deep Ganguli, Anthropic
1:30 p.m. - 2:00 p.m. Invited Talk #6: Finale Doshi-Velez, Harvard University
2:00 p.m. - 2:30 p.m. Invited talk #7: Daphne Ippolito, Carnegie Mellon University
2:30 p.m. - 3:00 p.m. Invited talk #8: Kyunghyun Cho, NYU / Genentech
3:00 p.m. - 3:10 p.m. Coffee Break - II
3:10 p.m. - 4:00 p.m. Poster Session - II
4:00 p.m. - 4:55 p.m. Panel Discussion: “Challenges and lessons learned in deploying Generative AI”
4:55 p.m. - 5:00 p.m. Closing Remarks

Invited Speakers

Tim Salimans

Tim Salimans

Staff Research Scientist Google Brain

Website

Finale Doshi-Velez

Finale Doshi-Velez

Professor Harvard University

Website

Olga Russakovsky

Olga Russakovsky

Assistant Professor Princeton University

Website

Kyunghyun Cho

Kyunghyun Cho

Associate Professor NYU / Genentech

Website

Deep Ganguli

Deep Ganguli

Research Scientist Anthropic

Website

Pamela Mishkin

Pamela Mishkin

Researcher OpenAI

Website

Alan Aspuru-Guzik

Alan Aspuru-Guzik

Professor University of Toronto

Website

Daphne Ippolito

Daphne Ippolito

Assistant Professor Carnegie Mellon University

Website

Organizers

Swami Sankaranarayanan

Swami Sankaranarayanan

Postdoctoral Associate MIT

Website

Thomas Hartvigsen

Thomas Hartvigsen

Postdoctoral Associate MIT

Website

Camille Bilodeau

Camille Bilodeau

Assistant Professor University of Virginia

Website

Ryutaro Tanno

Ryutaro Tanno

Research Scientist Google Deepmind

Website

Cheng Zhang

Cheng Zhang

Principal Researcher Microsoft Research, Cambridge

Website

Florian Tremer

Florian Tremer

Assistant Professor ETH, Zurich

Website

Phillip Isola

Phillip Isola

Associate Professor MIT

Website