On the Opportunities and Risks of Foundation Models

Rishi Bommasani, Drew A. Hudson, Ehsan Adeli, +109

arXiv (Cornell University)

Artificial IntelligenceEngineeringMachine LearningAi FoundationAi Safety +18

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

Shiori Sagawa, Pang Wei Koh, Tatsunori Hashimoto, +1

arXiv (Cornell University)

EngineeringMachine LearningShift DetectionNatural Language ProcessingGroup Dro +18

Distributionally Robust Neural Networks

Shiori Sagawa, Pang Wei Koh, Tatsunori Hashimoto, +1

International Conference on Learning Representations

Artificial IntelligenceEngineeringMachine LearningDro ModelsRobustness (Computer Science) +14

The architecture of EGFR’s basal complexes reveals autoinhibition mechanisms in dimers and oligomers

Laura C. Zanetti-Domingues, Dimitris Korovesis, Sarah R. Needham, +18

Nature Communications

Distributionally Robust Language Modeling

Yonatan Oren, Shiori Sagawa, Tatsunori Hashimoto, +1

Natural Language ProcessingApplied LinguisticsEngineeringComputational LinguisticsNlp Task +11

An Investigation of Why Overparameterization Exacerbates Spurious Correlations

Shiori Sagawa, Aditi Raghunathan, Pang Wei Koh, +1

arXiv (Cornell University)

Neural Scaling LawData AugmentationModel SizeMachine LearningData Science +12

Just Train Twice: Improving Group Robustness without Training Group Information

Evan Liu, Behzad Haghgoo, Annie Chen, +5

arXiv (Cornell University)

Artificial IntelligenceStructured PredictionLlm Fine-tuningEngineeringMachine Learning +19

OpenFlamingo: An Open-Source Framework for Training Large Autoregressive Vision-Language Models

Anas Awadalla, Irena Gao, Josh Gardner, +13

arXiv (Cornell University)

Natural Language ProcessingLarge Ai ModelMultimodal LlmOpen-source FrameworkEngineering +13

Structural mechanism for Bruton’s tyrosine kinase activation at the cell membrane

Qi Wang, Yakov Pechersky, Shiori Sagawa, +2

Proceedings of the National Academy of Sciences

How does a small molecule bind at a cryptic binding site?

Yibing Shan, Venkatesh Mysore, Abba E. Leffler, +3

PLoS Computational Biology