Observational Supervision for Medical Image Classification Using Gaze Data von Saab, Khaled, Hooper, Sarah M., Sohoni, Nimit S., Parmar, Jupinder, Pogatchnik, Brian, Wu, Sen, Dunnmon, Jared A., Zhang, Hongyang R., Rubin, Daniel, Ré, Christopher

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Near-Optimal Methods for Minimizing Star-Convex Functions and Beyond von Hinder, Oliver, Sidford, Aaron, Sohoni, Nimit S

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Near-Optimal Methods for Minimizing Star-Convex Functions and Beyond von Hinder, Oliver, Sidford, Aaron, Sohoni, Nimit S

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Correct-N-Contrast: A Contrastive Approach for Improving Robustness to Spurious Correlations von Zhang, Michael, Sohoni, Nimit S, Zhang, Hongyang R, Finn, Chelsea, Ré, Christopher

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BARACK: Partially Supervised Group Robustness With Guarantees von Sohoni, Nimit S, Sanjabi, Maziar, Ballas, Nicolas, Grover, Aditya, Nie, Shaoliang, Firooz, Hamed, Ré, Christopher

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Mandoline: Model Evaluation under Distribution Shift von Chen, Mayee, Goel, Karan, Sohoni, Nimit S, Poms, Fait, Fatahalian, Kayvon, Ré, Christopher

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Correct-N-Contrast: A Contrastive Approach for Improving Robustness to Spurious Correlations von Zhang, Michael, Sohoni, Nimit S, Zhang, Hongyang R, Finn, Chelsea, Ré, Christopher

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No Subclass Left Behind: Fine-Grained Robustness in Coarse-Grained Classification Problems von Sohoni, Nimit S, Dunnmon, Jared A, Angus, Geoffrey, Gu, Albert, Ré, Christopher

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Low-Shot Validation: Active Importance Sampling for Estimating Classifier Performance on Rare Categories von Poms, Fait, Sarukkai, Vishnu, Mullapudi, Ravi Teja, Sohoni, Nimit S, Mark, William R, Ramanan, Deva, Fatahalian, Kayvon

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Kaleidoscope: An Efficient, Learnable Representation For All Structured Linear Maps von Dao, Tri, Sohoni, Nimit S, Gu, Albert, Eichhorn, Matthew, Blonder, Amit, Leszczynski, Megan, Rudra, Atri, Ré, Christopher

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Low-Memory Neural Network Training: A Technical Report von Sohoni, Nimit S, Aberger, Christopher R, Leszczynski, Megan, Zhang, Jian, Ré, Christopher

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Mandoline: Model Evaluation under Distribution Shift von Chen, Mayee, Goel, Karan, Sohoni, Nimit S, Fait Poms, Fatahalian, Kayvon, Ré, Christopher

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BARACK: Partially Supervised Group Robustness With Guarantees von Sohoni, Nimit S, Sanjabi, Maziar, Ballas, Nicolas, Grover, Aditya, Nie, Shaoliang, Hamed Firooz, Ré, Christopher

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No Subclass Left Behind: Fine-Grained Robustness in Coarse-Grained Classification Problems von Sohoni, Nimit S, Dunnmon, Jared A, Angus, Geoffrey, Gu, Albert, Ré, Christopher

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Low-Memory Neural Network Training: A Technical Report von Sohoni, Nimit S, Aberger, Christopher R, Leszczynski, Megan, Zhang, Jian, Ré, Christopher

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Low-Shot Validation: Active Importance Sampling for Estimating Classifier Performance on Rare Categories von Fait Poms, Sarukkai, Vishnu, Mullapudi, Ravi Teja, Sohoni, Nimit S, Mark, William R, Ramanan, Deva, Fatahalian, Kayvon

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Kaleidoscope: An Efficient, Learnable Representation For All Structured Linear Maps von Dao, Tri, Sohoni, Nimit S, Gu, Albert, Eichhorn, Matthew, Blonder, Amit, Leszczynski, Megan, Atri Rudra, Ré, Christopher

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Monarch: Expressive Structured Matrices for Efficient and Accurate Training von Dao, Tri, Chen, Beidi, Sohoni, Nimit, Desai, Arjun, Poli, Michael, Grogan, Jessica, Liu, Alexander, Rao, Aniruddh, Rudra, Atri, Ré, Christopher

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Ivy: Instrumental Variable Synthesis for Causal Inference von Kuang, Zhaobin, Sala, Frederic, Sohoni, Nimit, Wu, Sen, Córdova-Palomera, Aldo, Dunnmon, Jared, Priest, James, Ré, Christopher

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Monarch: Expressive Structured Matrices for Efficient and Accurate Training von Dao, Tri, Chen, Beidi, Sohoni, Nimit, Desai, Arjun, Poli, Michael, Grogan, Jessica, Liu, Alexander, Rao, Aniruddh, Atri Rudra, Ré, Christopher

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