Get our free extension to see links to code for papers anywhere online!

 Add to Chrome

 Add to Firefox

CatalyzeX Code Finder - Browser extension linking code for ML papers across the web! | Product Hunt Embed
Selective Classification Can Magnify Disparities Across Groups

Oct 27, 2020
Erik Jones, Shiori Sagawa, Pang Wei Koh, Ananya Kumar, Percy Liang


  Access Paper or Ask Questions

Concept Bottleneck Models

Jul 09, 2020
Pang Wei Koh, Thao Nguyen, Yew Siang Tang, Stephen Mussmann, Emma Pierson, Been Kim, Percy Liang

* ICML 2020 

  Access Paper or Ask Questions

An Investigation of Why Overparameterization Exacerbates Spurious Correlations

May 09, 2020
Shiori Sagawa, Aditi Raghunathan, Pang Wei Koh, Percy Liang


  Access Paper or Ask Questions

ExpBERT: Representation Engineering with Natural Language Explanations

May 05, 2020
Shikhar Murty, Pang Wei Koh, Percy Liang

* ACL 2020 

  Access Paper or Ask Questions

Distributionally Robust Neural Networks for Group Shifts: On the Importance of Regularization for Worst-Case Generalization

Nov 20, 2019
Shiori Sagawa, Pang Wei Koh, Tatsunori B. Hashimoto, Percy Liang


  Access Paper or Ask Questions

Temporal FiLM: Capturing Long-Range Sequence Dependencies with Feature-Wise Modulations

Sep 14, 2019
Sawyer Birnbaum, Volodymyr Kuleshov, Zayd Enam, Pang Wei Koh, Stefano Ermon

* Accepted to NeurIPS 2019 

  Access Paper or Ask Questions

On the Accuracy of Influence Functions for Measuring Group Effects

May 30, 2019
Pang Wei Koh, Kai-Siang Ang, Hubert H. K. Teo, Percy Liang


  Access Paper or Ask Questions

Stronger Data Poisoning Attacks Break Data Sanitization Defenses

Nov 02, 2018
Pang Wei Koh, Jacob Steinhardt, Percy Liang


  Access Paper or Ask Questions

Inferring Multi-Dimensional Rates of Aging from Cross-Sectional Data

Jul 12, 2018
Emma Pierson, Pang Wei Koh, Tatsunori Hashimoto, Daphne Koller, Jure Leskovec, Nicholas Eriksson, Percy Liang

* Accepted at Joint ICML and IJCAI Workshop on Computational Biology, 2018 

  Access Paper or Ask Questions

Certified Defenses for Data Poisoning Attacks

Nov 24, 2017
Jacob Steinhardt, Pang Wei Koh, Percy Liang

* Appeared at NIPS 2017 

  Access Paper or Ask Questions

Understanding Black-box Predictions via Influence Functions

Jul 10, 2017
Pang Wei Koh, Percy Liang

* International Conference on Machine Learning, 2017 

  Access Paper or Ask Questions