Nimit Sharad Sohoni

According to our database1, Nimit Sharad Sohoni authored at least 11 papers between 2019 and 2022.

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Bibliography

2022
BARACK: Partially Supervised Group Robustness With Guarantees.
CoRR, 2022

Correct-N-Contrast: a Contrastive Approach for Improving Robustness to Spurious Correlations.
Proceedings of the International Conference on Machine Learning, 2022

Monarch: Expressive Structured Matrices for Efficient and Accurate Training.
Proceedings of the International Conference on Machine Learning, 2022

2021
Observational Supervision for Medical Image Classification Using Gaze Data.
Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2021 - 24th International Conference, Strasbourg, France, September 27, 2021

Mandoline: Model Evaluation under Distribution Shift.
Proceedings of the 38th International Conference on Machine Learning, 2021

Low-Shot Validation: Active Importance Sampling for Estimating Classifier Performance on Rare Categories.
Proceedings of the 2021 IEEE/CVF International Conference on Computer Vision, 2021

2020
No Subclass Left Behind: Fine-Grained Robustness in Coarse-Grained Classification Problems.
Proceedings of the Advances in Neural Information Processing Systems 33: Annual Conference on Neural Information Processing Systems 2020, 2020

Kaleidoscope: An Efficient, Learnable Representation For All Structured Linear Maps.
Proceedings of the 8th International Conference on Learning Representations, 2020

Near-Optimal Methods for Minimizing Star-Convex Functions and Beyond.
Proceedings of the Conference on Learning Theory, 2020

Ivy: Instrumental Variable Synthesis for Causal Inference.
Proceedings of the 23rd International Conference on Artificial Intelligence and Statistics, 2020

2019
Low-Memory Neural Network Training: A Technical Report.
CoRR, 2019


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