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AutoML Decathlon: Diverse Tasks, Modern Methods, and Efficiency at Scale.

N. Roberts, S. Guo, C. Xu, A. Talwalkar, D. Lander, L. Tao, L. Cai, S. Niu, J. Heng, H. Qin, M. Deng, J. Hog, A. Pfefferle, S. Shivakumar, A. Krishnakumar, Y. Wang, R. Sukthanker, F. Hutter, E. Hasanaj, T. Le, M. Khodak, Y. Nevmyvaka, K. Rasul, F. Sala, A. Schneider, J. Shen, and E. Sparks. NeurIPS (Competition and Demos), volume 220 of Proceedings of Machine Learning Research, page 151-170. PMLR, (2021)

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Ameet Patil

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Paleo: A Performance Model for Deep Neural Networks.H. Qi, E. Sparks, and A. Talwalkar. ICLR (Poster), OpenReview.net, (2017)Learning to Relax: Setting Solver Parameters Across a Sequence of Linear System Instances.M. Khodak, E. Chow, M. Balcan, and A. Talwalkar. CoRR, (2023)SysML: The New Frontier of Machine Learning Systems.A. Ratner, D. Alistarh, G. Alonso, D. Andersen, P. Bailis, S. Bird, N. Carlini, B. Catanzaro, E. Chung, B. Dally and 56 other author(s). CoRR, (2019)Model-Agnostic Characterization of Fairness Trade-offs.J. Kim, J. Chen, and A. Talwalkar. CoRR, (2020)SONAR: Joint Architecture and System Optimization Search.E. Jääsaari, M. Ma, A. Talwalkar, and T. Chen. CoRR, (2022)Zeno: An Interactive Framework for Behavioral Evaluation of Machine Learning.Á. Cabrera, E. Fu, D. Bertucci, K. Holstein, A. Talwalkar, J. Hong, and A. Perer. CHI, page 419:1-419:14. ACM, (2023)Differentially Private Meta-Learning.J. Li, M. Khodak, S. Caldas, and A. Talwalkar. ICLR, OpenReview.net, (2020)Federated Hyperparameter Tuning: Challenges, Baselines, and Connections to Weight-Sharing.M. Khodak, R. Tu, T. Li, L. Li, M. Balcan, V. Smith, and A. Talwalkar. NeurIPS, page 19184-19197. (2021)Learning Predictions for Algorithms with Predictions.M. Khodak, M. Balcan, A. Talwalkar, and S. Vassilvitskii. NeurIPS, (2022)On the Importance of Application-Grounded Experimental Design for Evaluating Explainable ML Methods.K. Amarasinghe, K. Rodolfa, S. Jesus, V. Chen, V. Balayan, P. Saleiro, P. Bizarro, A. Talwalkar, and R. Ghani. AAAI, page 20921-20929. AAAI Press, (2024)

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Disambiguation of "Talwalkar, Ameet"

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AutoML Decathlon: Diverse Tasks, Modern Methods, and Efficiency at Scale.

Please choose a person to relate this publication to

Ameet Patil

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Disambiguation of "Talwalkar, Ameet"

copydeleteadd this publication to your clipboardcommunity posthistory of this postURLDOIBibTeXEndNoteAPAChicagoDIN 1505HarvardMSOffice XML AutoML Decathlon: Diverse Tasks, Modern Methods, and Efficiency at Scale.

Please choose a person to relate this publication to

Ameet Patil

Other publications of authors with the same name

Disambiguation

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URL
DOI
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Chicago
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AutoML Decathlon: Diverse Tasks, Modern Methods, and Efficiency at Scale.