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Feras Saad
Person information
- affiliation: Carnegie Mellon University, PA, USA
- affiliation (former): Massachusetts Institute of Technology, MA, USA
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2020 – today
- 2024
- [j4]Long Pham
, Feras A. Saad
, Jan Hoffmann
:
Robust Resource Bounds with Static Analysis and Bayesian Inference. Proc. ACM Program. Lang. 8(PLDI): 76-101 (2024) - [j3]Mathieu Huot
, Matin Ghavami
, Alexander K. Lew
, Ulrich Schaechtle
, Cameron E. Freer
, Zane Shelby
, Martin C. Rinard
, Feras A. Saad
, Vikash K. Mansinghka
:
GenSQL: A Probabilistic Programming System for Querying Generative Models of Database Tables. Proc. ACM Program. Lang. 8(PLDI): 790-815 (2024) - [i14]Feras Saad, Jacob Burnim, Colin Carroll, Brian Patton, Urs Köster, Rif A. Saurous, Matthew Hoffman:
Scalable Spatiotemporal Prediction with Bayesian Neural Fields. CoRR abs/2403.07657 (2024) - [i13]Mathieu Huot, Matin Ghavami, Alexander K. Lew, Ulrich Schaechtle, Cameron E. Freer, Zane Shelby, Martin C. Rinard, Feras A. Saad, Vikash K. Mansinghka:
GenSQL: A Probabilistic Programming System for Querying Generative Models of Database Tables. CoRR abs/2406.15652 (2024) - 2023
- [c10]Feras Saad, Brian Patton, Matthew Douglas Hoffman, Rif A. Saurous, Vikash Mansinghka:
Sequential Monte Carlo Learning for Time Series Structure Discovery. ICML 2023: 29473-29489 - [i12]Feras A. Saad, Brian J. Patton, Matthew D. Hoffman, Rif A. Saurous, Vikash K. Mansinghka:
Sequential Monte Carlo Learning for Time Series Structure Discovery. CoRR abs/2307.09607 (2023) - 2022
- [b1]Feras Saad:
Scalable Structure Learning, Inference, and Analysis with Probabilistic Programs. MIT, USA, 2022 - [c9]Feras Saad, Marco F. Cusumano-Towner, Vikash Mansinghka:
Estimators of Entropy and Information via Inference in Probabilistic Models. AISTATS 2022: 5604-5621 - [i11]Feras A. Saad, Marco F. Cusumano-Towner, Vikash K. Mansinghka:
Estimators of Entropy and Information via Inference in Probabilistic Models. CoRR abs/2202.12363 (2022) - 2021
- [c8]Feras A. Saad
, Martin C. Rinard, Vikash K. Mansinghka:
SPPL: probabilistic programming with fast exact symbolic inference. PLDI 2021: 804-819 - [c7]Feras A. Saad, Vikash K. Mansinghka:
Hierarchical infinite relational model. UAI 2021: 1067-1077 - [i10]Feras A. Saad, Vikash K. Mansinghka:
Hierarchical Infinite Relational Model. CoRR abs/2108.07208 (2021) - 2020
- [j2]Feras A. Saad
, Cameron E. Freer, Martin C. Rinard, Vikash K. Mansinghka:
Optimal approximate sampling from discrete probability distributions. Proc. ACM Program. Lang. 4(POPL): 36:1-36:31 (2020) - [c6]Feras Saad, Cameron E. Freer, Martin C. Rinard, Vikash Mansinghka:
The Fast Loaded Dice Roller: A Near-Optimal Exact Sampler for Discrete Probability Distributions. AISTATS 2020: 1036-1046 - [i9]Feras A. Saad, Cameron E. Freer, Martin C. Rinard, Vikash K. Mansinghka:
Optimal Approximate Sampling from Discrete Probability Distributions. CoRR abs/2001.04555 (2020) - [i8]Feras A. Saad, Cameron E. Freer, Martin C. Rinard, Vikash K. Mansinghka:
The Fast Loaded Dice Roller: A Near-Optimal Exact Sampler for Discrete Probability Distributions. CoRR abs/2003.03830 (2020) - [i7]Feras A. Saad, Martin C. Rinard, Vikash K. Mansinghka:
Exact Symbolic Inference in Probabilistic Programs via Sum-Product Representations. CoRR abs/2010.03485 (2020)
2010 – 2019
- 2019
- [j1]Feras A. Saad
, Marco F. Cusumano-Towner, Ulrich Schaechtle, Martin C. Rinard, Vikash K. Mansinghka:
Bayesian synthesis of probabilistic programs for automatic data modeling. Proc. ACM Program. Lang. 3(POPL): 37:1-37:32 (2019) - [c5]Feras A. Saad, Cameron E. Freer, Nathanael L. Ackerman, Vikash K. Mansinghka:
A Family of Exact Goodness-of-Fit Tests for High-Dimensional Discrete Distributions. AISTATS 2019: 1640-1649 - [c4]Marco F. Cusumano-Towner, Feras A. Saad
, Alexander K. Lew, Vikash K. Mansinghka:
Gen: a general-purpose probabilistic programming system with programmable inference. PLDI 2019: 221-236 - [i6]Feras A. Saad, Cameron E. Freer, Nathanael L. Ackerman, Vikash K. Mansinghka:
A Family of Exact Goodness-of-Fit Tests for High-Dimensional Discrete Distributions. CoRR abs/1902.10142 (2019) - [i5]Feras A. Saad, Marco F. Cusumano-Towner, Ulrich Schaechtle, Martin C. Rinard, Vikash K. Mansinghka:
Bayesian Synthesis of Probabilistic Programs for Automatic Data Modeling. CoRR abs/1907.06249 (2019) - 2018
- [c3]Feras Saad, Vikash Mansinghka:
Temporally-Reweighted Chinese Restaurant Process Mixtures for Clustering, Imputing, and Forecasting Multivariate Time Series. AISTATS 2018: 755-764 - 2017
- [c2]Feras Saad, Vikash Mansinghka:
Detecting Dependencies in Sparse, Multivariate Databases Using Probabilistic Programming and Non-parametric Bayes. AISTATS 2017: 632-641 - [i4]Feras Saad, Leonardo Casarsa, Vikash Mansinghka:
Probabilistic Search for Structured Data via Probabilistic Programming and Nonparametric Bayes. CoRR abs/1704.01087 (2017) - [i3]Feras A. Saad, Vikash K. Mansinghka:
A Bayesian Nonparametric Method for Clustering Imputation, and Forecasting in Multivariate Time Series. CoRR abs/1710.06900 (2017) - 2016
- [c1]Feras Saad, Vikash K. Mansinghka:
A Probabilistic Programming Approach To Probabilistic Data Analysis. NIPS 2016: 2011-2019 - [i2]Feras Saad, Vikash Mansinghka:
Probabilistic Data Analysis with Probabilistic Programming. CoRR abs/1608.05347 (2016) - [i1]Feras Saad, Vikash Mansinghka:
Detecting Dependencies in High-Dimensional, Sparse Databases Using Probabilistic Programming and Non-parametric Bayes. CoRR abs/1611.01708 (2016)
Coauthor Index
aka: Vikash K. Mansinghka
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last updated on 2024-08-29 21:53 CEST by the dblp team
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