Bryant Chen

Data Scientist

Brex Inc

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I am currently a data scientist at Brex. Previously, I was a research scientist at IBM Research, and prior to that I I completed a Ph.D. in computer science at UCLA, where I was advised by Judea Pearl.

Papers22 papers

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A Simultaneous Discover-Identify Approach to Causal Inference in Linear Models

Chi Zhang,Bryant Chen,Judea Pearl

national conference on artificial intelligence, (2020)

Bibtex

Efficient Identification in Linear Structural Causal Models with Instrumental Cutsets

Daniel Kumor,Bryant Chen,Elias Bareinboim

ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 32 (NIPS 2019), (2019): 12477-12486

Cited by1EIBibtex

Should I Include this Edge in my Prediction? Analyzing the Stability-Performance Tradeoff

Adarsh Subbaswamy,Bryant Chen,Suchi Saria

arXiv: Machine Learning, (2019)

Bibtex

Sensitivity Analysis of Linear Structural Causal Models

Carlos Cinelli, Daniel Kumor,Bryant Chen,Judea Pearl,Elias Bareinboim

international conference on machine learning, (2019)

Cited by6EIBibtex

Adversarial Robustness Toolbox v0.4.0

Maria-Irina Nicolae, Mathieu Sinn,Minh Ngoc Tran, Ambrish Rawat,Martin Wistuba, Valentina Zantedeschi,Nathalie Baracaldo,Bryant Chen,Heiko Ludwig,Ian M. Molloy, Ben Edwards

arXiv: Learning, (2019)

Bibtex

Detecting Backdoor Attacks on Deep Neural Networks by Activation Clustering

Bryant Chen, Wilka Carvalho,Nathalie Baracaldo,Heiko Ludwig,Benjamin Edwards,Taesung Lee,Ian Molloy,Biplav Srivastava

SafeAI@AAAI, (2019)

Cited by77EIBibtex

Adversarial Robustness Toolbox v0.3.0

Maria-Irina Nicolae, Mathieu Sinn, Minh Ngoc Tran, Ambrish Rawat,Martin Wistuba, Valentina Zantedeschi,Nathalie Baracaldo,Bryant Chen, Heiko Ludwig,Ian M. Molloy, Ben Edwards

arXiv: Learning, (2018)

Cited by2Bibtex

ysla: Reusable and Configurable SLAs for Large-Scale SLA Management

Robert Engel, Shashank Rajamoni,Bryant Chen,Heiko Ludwig,Alexander Keller

CIC, pp.317-325, (2018)

EIBibtex

Detecting Poisoning Attacks on Machine Learning in IoT Environments

Nathalie Baracaldo,Bryant Chen,Heiko Ludwig, Jaehoon Amir Safavi,Rui Zhang

ICIOT, pp.57-64, (2018)

Cited by13EIBibtex

Identification and Model Testing in Linear Structural Equation Models using Auxiliary Variables

Bryant Chen, Daniel Kumor,Elias Bareinboim

ICML, pp.757-766, (2017)

Cited by13EIBibtex

Mitigating Poisoning Attacks on Machine Learning Models: A Data Provenance Based Approach

Nathalie Baracaldo,Bryant Chen,Heiko Ludwig, Jaehoon Amir Safavi

AISec@CCS, pp.103-110, (2017)

Cited by24EIBibtex

Domain-Independent Monitoring and Visualization of SLA Metrics in Multi-provider Environments - (Short Paper)

Robert Engel,Bryant Chen, Shashank Rajamoni,Heiko Ludwig,Alexander Keller, Mohamed Mohamed,Samir Tata

OTM Conferences, pp.628-638, (2017)

EIBibtex

Identification and Overidentification of Linear Structural Equation Models

Bryant Chen

ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 29 (NIPS 2016), (2016): 1579-1587

Cited by17EIBibtex

Incorporating Knowledge into Structural Equation Models Using Auxiliary Variables

Bryant Chen,Judea Pearl,Elias Bareinboim

IJCAI, pp.3577-3583, (2016)

Cited by9EIBibtex

Identification of Causal Effects using Conditional Auxiliary Instruments

Bryant Chen

arXiv: Methodology, (2016)

Bibtex

Identification by Auxiliary Instrumental Sets in Linear Structural Equation Models

Bryant Chen,Judea Pearl,Elias Bareinboim

CoRR, (2015)

EIBibtex

Decomposition and Identification of Linear Structural Equation Models

Bryant Chen

CoRR, (2015)

Cited by1EIBibtex

Graphical Tools for Linear Structural Equation Modeling

Bryant Chen,Judea Pearl

(2014)

Cited by40Bibtex

Testable Implications of Linear Structural Equation Models

Bryant Chen,Jin Tian,Judea Pearl

AAAI, pp.2424-2430, (2014)

Cited by22EIBibtex

Linear-time accurate lattice algorithms for tail conditional expectation

Bryant Chen,William W. Y. Hsu,Jan-Ming Ho,Ming-Yang Kao

Algorithmic Finance, no. 1-2 (2014): 87-140

Cited by3EIBibtex

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Bryant ChenBinding

Papers22 papers

Bryant Chen