Junzhe Zhang

Ph.D

Columbia University

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RESEARCH INTERESTS
Causal Inference; Fairness Analysis; Reinforcement Learning

Papers8 papers

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Designing Optimal Dynamic Treatment Regimes: A Causal Reinforcement Learning Approach

Junzhe Zhang

ICML, pp.11012-11022, (2020)

EIBibtex

Causal Imitation Learning With Unobserved Confounders

Junzhe Zhang, Daniel Kumor,Elias Bareinboim

NIPS 2020, (2020)

EIBibtex

Near-Optimal Reinforcement Learning in Dynamic Treatment Regimes

Junzhe Zhang,Elias Bareinboim

ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 32 (NIPS 2019), (2019): 13401-13411

Cited by4EIBibtex

Characterizing the Limits of Autonomous Systems

Junzhe Zhang,Elias Bareinboim

AAMAS, pp.2165-2167, (2018)

Cited by1EIBibtex

Equality of Opportunity in Classification - A Causal Approach

Junzhe Zhang,Elias Bareinboim

ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 31 (NIPS 2018), (2018): 3675-3685

Cited by14EIBibtex

Non-Parametric Path Analysis in Structural Causal Models

Junzhe Zhang,Elias Bareinboim

UAI, pp.653-662, (2018)

Cited by2EIBibtex

Fairness in Decision-Making - The Causal Explanation Formula

Junzhe Zhang,Elias Bareinboim

AAAI, (2018)

Cited by49EIBibtex

Transfer Learning in Multi-Armed Bandit: A Causal Approach

Junzhe Zhang,Elias Bareinboim

AAMAS, pp.1778-1780, (2017)

Cited by20EIBibtex

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Junzhe ZhangBinding

Papers8 papers

Junzhe Zhang