Conference Publications
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Learning to Keep a Promise: Scaling Language Model Decoding Parallelism with Learned Asynchronous Decoding.
Tian Jin*, Ellie Y. Cheng*, Zack Ankner, Nikunj Saunshi, Blake M. Elias, Amir Yazdanbakhsh, Jonathan Ragan-Kelley, Suvinay Subramanian, Michael Carbin. International Conference on Machine Learning (ICML), 2025.BibTex
@inproceedings{jin2025promise, author = {Jin, Tian and Cheng, Ellie Y. and Ankner, Zack and Saunshi, Nikunj and Elias, Blake M. and Yazdanbakhsh, Amir and Ragan-Kelley, Jonathan and Subramanian, Suvinay and Carbin, Michael}, title = {Learning to Keep a Promise: Scaling Language Model Decoding Parallelism with Learned Asynchronous Decoding}, booktitle = {International Conference on Machine Learning}, year = {2025}, }
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Inference Plans for Hybrid Probabilistic Inference. Ellie Y. Cheng, Eric Atkinson, Guillaume Baudart, Louis Mandel, Michael Carbin. Principles of Programming Languages (POPL), 2025.
BibTex
@inproceedings{cheng2025inference, author = {Cheng, Ellie Y. and Atkinson, Eric and Baudart, Guillaume and Mandel, Louis and Carbin, Michael}, title = {Inference Plans for Hybrid Particle Filtering}, booktitle = {Principles of Programming Languages}, year = {2025}, }
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How Can I Explain This To You? An Empirical Study of Deep Neural Network Explanation Methods. Jeya Vikranth Jeyakumar, Joseph Noor, Yu-Hsi Cheng, Luis Garcia, Mani Srivastava. Advances in Neural Information Processing Systems, 2020.
BibTex
@inproceedings{JeyakumarNeurIPS20, author = {Jeyakumar, Jeya Vikranth and Noor, Joseph and Cheng, Yu-Hsi and Garcia, Luis and Srivastava, Mani}, title = {How can i explain this to you? an empirical study of deep neural network explanation methods}, booktitle = {Advances in Neural Information Processing Systems}, year = {2020}, }
Non-Archival Publications
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Verifying Performance Properties of Probabilistic Inference. Eric Atkinson, Ellie Y. Cheng, Guillaume Baudart, Louis Mandel, Michael Carbin. The Workshop on Verification of Probabilistic Programs (VeriProP), 2023.
BibTex
@inproceedings{AtkinsonVeriProP23, author = {Atkinson, Eric and Cheng, Ellie Y. and Baudart, Guillaume and Mandel, Louis and Carbin, Michael}, title = {Verifying Performance Properties of Probabilistic Inference}, booktitle = {The Workshop on Verification of Probabilistic Programs}, year = {2023}, }
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flip-hoisting: Exploiting Repeated Parameters in Discrete Probabilistic Programs. Yu-Hsi Cheng, Todd Millstein, Guy Van den Broeck, Steven Holtzen. International Conference on Probabilistic Programming (PROBPROG), 2021.
BibTex
@inproceedings{ChengPROBPROG21, author = {Cheng, Yu-Hsi and Millstein, Todd and Van den Broeck, Guy and Holtzen, Steven}, title = {flip-hoisting: Exploiting Repeated Parameters in Discrete Probabilistic Programs}, booktitle = {International Conference on Probabilistic Programming}, year = {2021}, }