CHAI Members Publish New Papers

02 Sep 2021

CHAI members recently published the following papers in journals and conference venues.

ICML 2021

Smitha Milli, Luca Belli, and Moritz Hardt, Causal Inference Struggles with Agency on Online Platforms. ICML 2021

Kimin Lee, Michael Laskin, Aravind Srinivas, and Pieter Abbeel, SUNRISE: A Simple Unified Framework for Ensemble Learning in Deep Reinforcement Learning. ICML 2021 Spotlight paper 

NeurIPS 2021

Kimin Lee, Laura Smith, Anca Dragan, and Pieter Abbeel, B-Pref: Benchmarking Preference-Based Reinforcement Learning. Accepted to NeurIPS 2021 Benchmark track

ICLR 2021

Adam Gleave, Michael Dennis, Shane Legg, Stuart Russell and Jan Leike, Quantifying Differences in Reward Functions. ICLR 2021

Cassidy Laidlaw, Sahil Singla, and Soheil Feizi, Perceptual Adversarial Robustness: Defense Against Unseen Threat Models. ICLR 2021

Other Venues

Smitha Milli, Luca Belli, and Moritz Hardt, From Optimizing Engagement to Measuring Value. FAccT 2021

Charlotte Roman, Michael Dennis, Andrew Critch, and Stuart Russell, Accumulating Risk Capital Through Investing in Cooperation. In Proc. AAMAS-21.

Dan Hendrycks, Kevin Zhao, Steven Basart, Jacob Steinhardt, and Dawn Song, Natural Adversarial Examples. CVPR 2021

Dan Hendrycks, Steven Basart, Norman Mu, Saurav Kadavath, Frank Wang, Evan Dorundo, Rahul Desai, Tyler Zhu, Samyak Parajuli, Mike Guo, Dawn Song, Jacob Steinhardt, and Justin Gilmer, The Many Faces of Robustness: A Critical Analysis of Out-of-Distribution Generalization. ICCV 2021

Avik Jain, Lawrence Chan, Daniel S. Brown, and Anca D. Dragan, Optimal Cost Design for Model Predictive Control. Proceedings of the 3rd Conference on Learning for Dynamics and Control, PMLR 144:1205-1217, 2021

George Matheos, Alexander K. Lew, Matin Ghavamizadeh, Stuart Russell, Marco Cusumano-Towner, and Vikash K. Mansinghka, Transforming Worlds: Automated Involutive MCMC for Open-Universe Probabilistic Models. In Proc. 3rd Symposium on Advances in Approximate Bayesian Inference (AABI), 2021

Stuart Russell, Human-Compatible Artificial Intelligence. In Stephen Muggleton and Nick Chater (eds.), Human-Like Machine Intelligence, Oxford University Press, 2021