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Ananya Kumar

Publication record assembled from the DBLP archive of ranked conferences.

Papers indexed

15

Venues

7

Active years

2017–2025

Best venue rank

A*

Where they publish

Papers

15 indexed papers, newest first.

YearVenueTitleAuthors
2025ICLRGenerative Classifiers Avoid Shortcut Solutions.Alexander Cong Li, Ananya Kumar, Deepak Pathak
2024ICLRHow to Fine-Tune Vision Models with SGD.Ananya Kumar, Ruoqi Shen, Sbastien Bubeck, Suriya Gunasekar
2023ACLAre Sample-Efficient NLP Models More Robust?Nelson F. Liu, Ananya Kumar, Percy Liang, Robin Jia
2023CVPRFinetune like you pretrain: Improved finetuning of zero-shot vision models.Sachin Goyal, Ananya Kumar, Sankalp Garg, Zico Kolter, Aditi Raghunathan
2023ICLRSurgical Fine-Tuning Improves Adaptation to Distribution Shifts.Yoonho Lee, Annie S. Chen, Fahim Tajwar, Ananya Kumar, Huaxiu Yao, Percy Liang, Chelsea Finn
2022ICLRFine-Tuning can Distort Pretrained Features and Underperform Out-of-Distribution.Ananya Kumar, Aditi Raghunathan, Robbie Matthew Jones, Tengyu Ma, Percy Liang
2022ICLRExtending the WILDS Benchmark for Unsupervised Adaptation.Shiori Sagawa, Pang Wei Koh, Tony Lee, Irena Gao, Sang Michael Xie, Kendrick Shen, Ananya Kumar, Weihua Hu, Michihiro Yasunaga, Henrik Marklund, Sara Beery, Etienne David, Ian Stavness, Wei Guo, Jure Leskovec, Kate Saenko, Tatsunori Hashimoto, Sergey Levine, Chelsea Finn, Percy Liang
2022ICMLConnect, Not Collapse: Explaining Contrastive Learning for Unsupervised Domain Adaptation.Kendrick Shen, Robbie M. Jones, Ananya Kumar, Sang Michael Xie, Jeff Z. HaoChen, Tengyu Ma, Percy Liang
2022UAICalibrated ensembles can mitigate accuracy tradeoffs under distribution shift.Ananya Kumar, Tengyu Ma, Percy Liang, Aditi Raghunathan
2021ICLRSelective Classification Can Magnify Disparities Across Groups.Erik Jones, Shiori Sagawa, Pang Wei Koh, Ananya Kumar, Percy Liang
2021ICLRIn-N-Out: Pre-Training and Self-Training using Auxiliary Information for Out-of-Distribution Robustness.Sang Michael Xie, Ananya Kumar, Robbie Jones, Fereshte Khani, Tengyu Ma, Percy Liang
2020ICMLUnderstanding Self-Training for Gradual Domain Adaptation.Ananya Kumar, Tengyu Ma, Percy Liang
2019ICLRRigorous Agent Evaluation: An Adversarial Approach to Uncover Catastrophic Failures.Jonathan Uesato, Ananya Kumar, Csaba Szepesvri, Tom Erez, Avraham Ruderman, Keith Anderson, Krishnamurthy (Dj) Dvijotham, Nicolas Heess, Pushmeet Kohli
2018ICALPApproximate Convex Hull of Data Streams.Avrim Blum, Vladimir Braverman, Ananya Kumar, Harry Lang, Lin F. Yang
2017POPLParallel functional arrays.Ananya Kumar, Guy E. Blelloch, Robert Harper