Pang Wei Koh

Best Publications

• On the Opportunities and Risks of Foundation Models.

  Rishi Bommasani;Drew A. Hudson;Ehsan Adeli;Russ Altman

  2127
  Citations

• Understanding black-box predictions via influence functions

  Pang Wei Koh;Percy Liang

  1716
  Citations

• Mobility network models of COVID-19 explain inequities and inform reopening.

  Serina Chang;Emma Pierson;Emma Pierson;Pang Wei Koh;Jaline Gerardin

  1526
  Citations

• On Random Weights and Unsupervised Feature Learning

  Andrew Saxe;Pang W. Koh;Zhenghao Chen;Maneesh Bhand

  488
  Citations

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

  Shiori Sagawa;Pang Wei Koh;Tatsunori B. Hashimoto;Percy Liang

  461
  Citations

• Tiled convolutional neural networks

  Jiquan Ngiam;Zhenghao Chen;Daniel Chia;Pang W. Koh

  408
  Citations

• Understanding Black-box Predictions via Influence Functions

  Pang Wei Koh;Percy Liang

  336
  Citations

• Sparse Filtering

  Jiquan Ngiam;Zhenghao Chen;Sonia A. Bhaskar;Pang W. Koh

  293
  Citations

• WILDS: A Benchmark of in-the-Wild Distribution Shifts

  Pang Wei Koh;Shiori Sagawa;Henrik Marklund;Sang Michael Xie

  286
  Citations

• Stronger Data Poisoning Attacks Break Data Sanitization Defenses

  Pang Wei Koh;Jacob Steinhardt;Percy Liang

  234
  Citations

• Learning Deep Energy Models

  Jiquan Ngiam;Zhenghao Chen;Pang W. Koh;Andrew Y. Ng

  177
  Citations

• Concept Bottleneck Models

  Pang Wei Koh;Thao Nguyen;Yew Siang Tang;Stephen Mussmann

  167
  Citations

• FActScore: Fine-grained Atomic Evaluation of Factual Precision in Long Form Text Generation

  Unknown

  163
  Citations

• Stronger Data Poisoning Attacks Break Data Sanitization Defenses

  Pang Wei Koh;Jacob Steinhardt;Percy Liang

  149
  Citations

• DataComp: In search of the next generation of multimodal datasets

  Unknown

  147
  Citations

• Just Train Twice: Improving Group Robustness without Training Group Information

  Evan Liu;Behzad Haghgoo;Annie Chen;Aditi Raghunathan

  129
  Citations

• An Investigation of Why Overparameterization Exacerbates Spurious Correlations

  Shiori Sagawa;Aditi Raghunathan;Pang Wei Koh;Percy Liang

  120
  Citations

• Distributionally Robust Neural Networks

  Shiori Sagawa;Pang Wei Koh;Tatsunori B. Hashimoto;Percy Liang

  117
  Citations

• Certified Defenses for Data Poisoning Attacks

  Jacob Steinhardt;Pang Wei Koh;Percy Liang

  105
  Citations

• FActScore: Fine-grained Atomic Evaluation of Factual Precision in Long Form Text Generation

  Unknown

  85
  Citations