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→成长经历
== 成长经历 ==
== 获奖经历 ==
埃利亚斯·巴伦博伊姆于2016年被 IEEE 评为“人工智能十大新星”之一，并获得 NSF CAREER Award、ONR Young Investigator Award、Dan David Prize Scholarship、AAAI 2014优秀论文奖和UAI 2019最佳论文奖。
埃利亚斯·巴伦博伊姆于2016年被 IEEE 评为“人工智能十大新星”之一，并获得 NSF CAREER Award、ONR Young Investigator Award、Dan David Prize Scholarship、AAAI 2014优秀论文奖和UAI 2019最佳论文奖。
J. Zhang, J. Tian, E. Bareinboim.
J. Zhang, J. Tian, E. Bareinboim.
''Columbia CausalAI Laboratory, Technical Report (R-78)'', Jun, 2021. [pdf, bib]
''Columbia CausalAI Laboratory, Technical Report (R-78)'', Jun, 2021.
'''Effect Identification in Causal Diagrams with Clustered Variables'''
'''Effect Identification in Causal Diagrams with Clustered Variables'''
T. Anand, A. Ribeiro, J. Tian, E. Bareinboim.
T. Anand, A. Ribeiro, J. Tian, E. Bareinboim.
''Columbia CausalAI Laboratory, Technical Report (R-77)'', Jun, 2021. [pdf, bib]
''Columbia CausalAI Laboratory, Technical Report (R-77)'', Jun, 2021.
'''The Causal-Neural Connection: Expressiveness, Learnability, and Inference'''
'''The Causal-Neural Connection: Expressiveness, Learnability, and Inference'''
NeurIPS-21. In ''Proceedings of the 35th Annual Conference on Neural Information Processing Systems'', forthcoming.
NeurIPS-21. In ''Proceedings of the 35th Annual Conference on Neural Information Processing Systems'', forthcoming.
''Columbia CausalAI Laboratory, Technical Report (R-80)'', Jun, 2021. [pdf, bib]
''Columbia CausalAI Laboratory, Technical Report (R-80)'', Jun, 2021.
'''Nested Counterfactual Identification from Arbitrary Surrogate Experiments'''
'''Nested Counterfactual Identification from Arbitrary Surrogate Experiments'''
NeurIPS-21. In ''Proceedings of the 35th Annual Conference on Neural Information Processing Systems'', forthcoming.
NeurIPS-21. In ''Proceedings of the 35th Annual Conference on Neural Information Processing Systems'', forthcoming.
''Columbia CausalAI Laboratory, Technical Report (R-79)'', Jun, 2021. [pdf, bib]
''Columbia CausalAI Laboratory, Technical Report (R-79)'', Jun, 2021.
'''Sequential Causal Imitation Learning with Unobserved Confounders'''
'''Sequential Causal Imitation Learning with Unobserved Confounders'''
NeurIPS-21. In ''Proceedings of the 35th Annual Conference on Neural Information Processing Systems'', forthcoming.
NeurIPS-21. In ''Proceedings of the 35th Annual Conference on Neural Information Processing Systems'', forthcoming.
''Columbia CausalAI Laboratory, Technical Report (R-76)'', Jun, 2021. [pdf, bib]
''Columbia CausalAI Laboratory, Technical Report (R-76)'', Jun, 2021.
'''Oral Presentation (<1%, out of 9122 papers).'''
'''Oral Presentation (<1%, out of 9122 papers).'''
NeurIPS-21. In ''Proceedings of the 35th Annual Conference on Neural Information Processing Systems'', forthcoming.
NeurIPS-21. In ''Proceedings of the 35th Annual Conference on Neural Information Processing Systems'', forthcoming.
''Columbia CausalAI Laboratory, Technical Report (R-75)'', Jun, 2021. [pdf, bib]
''Columbia CausalAI Laboratory, Technical Report (R-75)'', Jun, 2021.
'''Spotlight Presentation (<3%, out of 9122 papers).'''
'''Spotlight Presentation (<3%, out of 9122 papers).'''
NeurIPS-21. In ''Proceedings of the 35th Annual Conference on Neural Information Processing Systems'', forthcoming.
NeurIPS-21. In ''Proceedings of the 35th Annual Conference on Neural Information Processing Systems'', forthcoming.
''Columbia CausalAI Laboratory, Technical Report (R-70)'', Jun, 2021. [pdf, bib]
''Columbia CausalAI Laboratory, Technical Report (R-70)'', Jun, 2021.
'''Oral Presentation (<1%, out of 9122 papers).'''
'''Oral Presentation (<1%, out of 9122 papers).'''
OECD-22. Organisation for Economic Co-operation and Development, Volume “AI and the productivity of science”, forthcoming.
OECD-22. Organisation for Economic Co-operation and Development, Volume “AI and the productivity of science”, forthcoming.
''Columbia CausalAI Laboratory, Technical Report (R-73)'', Apr, 2022. [pdf, bib]
''Columbia CausalAI Laboratory, Technical Report (R-73)'', Apr, 2022.
'''Non-Parametric Methods for Partial Identification of Causal Effects'''
'''Non-Parametric Methods for Partial Identification of Causal Effects'''
J. Zhang, E. Bareinboim.
J. Zhang, E. Bareinboim.
''Columbia CausalAI Laboratory, Technical Report (R-72)'', Feb, 2021. [pdf, bib]
''Columbia CausalAI Laboratory, Technical Report (R-72)'', Feb, 2021.
'''Estimating Identifiable Causal Effects on Markov Equiv. Class through Double Machine Learning'''
'''Estimating Identifiable Causal Effects on Markov Equiv. Class through Double Machine Learning'''
ICML-21. In ''Proceedings of the 38th International Conference on Machine Learning'', 2020.
ICML-21. In ''Proceedings of the 38th International Conference on Machine Learning'', 2020.
''Columbia CausalAI Laboratory, Technical Report (R-71)'', Feb, 2021. [pdf, bib]
''Columbia CausalAI Laboratory, Technical Report (R-71)'', Feb, 2021.
'''Estimating Identifiable Causal Effects through Double Machine Learning'''
'''Estimating Identifiable Causal Effects through Double Machine Learning'''
AAAI-21. In ''Proceedings of the 35th AAAI Conference on Artificial Intelligence'', 2021.
AAAI-21. In ''Proceedings of the 35th AAAI Conference on Artificial Intelligence'', 2021.
''Columbia CausalAI Laboratory, Technical Report (R-69)'', Dec, 2020. [pdf, bib]
''Columbia CausalAI Laboratory, Technical Report (R-69)'', Dec, 2020.
'''Bounding Causal Effects on Continuous Outcomes'''
'''Bounding Causal Effects on Continuous Outcomes'''
AAAI-21. In ''Proceedings of the 35th AAAI Conference on Artificial Intelligence'', 2021.
AAAI-21. In ''Proceedings of the 35th AAAI Conference on Artificial Intelligence'', 2021.
''Columbia CausalAI Laboratory, Technical Report (R-61)'', Jun, 2020. [pdf, bib]
''Columbia CausalAI Laboratory, Technical Report (R-61)'', Jun, 2020.
=== 2020: ===
=== 2020: ===
NeurIPS-20. In ''Proceedings of the 34th Annual Conference on Neural Information Processing Systems''.
NeurIPS-20. In ''Proceedings of the 34th Annual Conference on Neural Information Processing Systems''.
''Columbia CausalAI Laboratory, Technical Report (R-68)'', Jun, 2020. [pdf, bib]
''Columbia CausalAI Laboratory, Technical Report (R-68)'', Jun, 2020.
'''Causal Discovery from Soft Interventions with Unknown Targets: Characterization & Learning'''
'''Causal Discovery from Soft Interventions with Unknown Targets: Characterization & Learning'''
NeurIPS-20. In ''Proceedings of the 34th Annual Conference on Neural Information Processing Systems''.
NeurIPS-20. In ''Proceedings of the 34th Annual Conference on Neural Information Processing Systems''.
''Columbia CausalAI Laboratory, Technical Report (R-67)'', Jun, 2020. [pdf, bib]
''Columbia CausalAI Laboratory, Technical Report (R-67)'', Jun, 2020.
'''Causal Imitation Learning with Unobserved Confounders'''
'''Causal Imitation Learning with Unobserved Confounders'''
NeurIPS-20. In ''Proceedings of the 34th Annual Conference on Neural Information Processing Systems''.
NeurIPS-20. In ''Proceedings of the 34th Annual Conference on Neural Information Processing Systems''.
''Columbia CausalAI Laboratory, Technical Report (R-66)'', Jun, 2020. [pdf, bib]
''Columbia CausalAI Laboratory, Technical Report (R-66)'', Jun, 2020.
'''Oral Presentation (105 out of 9454 papers).'''
'''Oral Presentation (105 out of 9454 papers).'''
CleaR-22. In ''Proceedings of the 1st Conference on Causal Learning and Reasoning'', forthcoming.
CleaR-22. In ''Proceedings of the 1st Conference on Causal Learning and Reasoning'', forthcoming.
''Columbia CausalAI Laboratory, Technical Report (R-64)'', Jun, 2020. [pdf, bib]
''Columbia CausalAI Laboratory, Technical Report (R-64)'', Jun, 2020.
'''Characterizing Optimal Mixed Policies: Where to Intervene, What to Observe'''
'''Characterizing Optimal Mixed Policies: Where to Intervene, What to Observe'''
NeurIPS-20. In ''Proceedings of the 34th Annual Conference on Neural Information Processing Systems''.
NeurIPS-20. In ''Proceedings of the 34th Annual Conference on Neural Information Processing Systems''.
''Columbia CausalAI Laboratory, Technical Report (R-63)'', Jun, 2020. [pdf, bib]
''Columbia CausalAI Laboratory, Technical Report (R-63)'', Jun, 2020.
'''Learning Causal Effects via Weighted Empirical Risk Minimization'''
'''Learning Causal Effects via Weighted Empirical Risk Minimization'''
NeurIPS-20. In ''Proceedings of the 34th Annual Conference on Neural Information Processing Systems''.
NeurIPS-20. In ''Proceedings of the 34th Annual Conference on Neural Information Processing Systems''.
''Columbia CausalAI Laboratory, Technical Report (R-62)'', Jun, 2020. [pdf, bib]
''Columbia CausalAI Laboratory, Technical Report (R-62)'', Jun, 2020.
'''On Pearl’s Hierarchy and the Foundations of Causal Inference'''
'''On Pearl’s Hierarchy and the Foundations of Causal Inference'''
ACM-20. In ''Probabilistic and Causal Inference: The Works of Judea Pearl (ACM, Special Turing Series), pp. 507-556, 2022.''
ACM-20. In ''Probabilistic and Causal Inference: The Works of Judea Pearl (ACM, Special Turing Series), pp. 507-556, 2022.''
''Columbia CausalAI Laboratory, Technical Report (R-60)'', Jul, 2020. [pdf, bib]
''Columbia CausalAI Laboratory, Technical Report (R-60)'', Jul, 2020.
'''Causal Effect Identifiability under Partial-Observability'''
'''Causal Effect Identifiability under Partial-Observability'''
ICML-20. In ''Proceedings of the 37th International Conference on Machine Learning'', 2020.
ICML-20. In ''Proceedings of the 37th International Conference on Machine Learning'', 2020.
''Columbia CausalAI Laboratory, Technical Report (R-58)'', Jun, 2020. [pdf, bib]
''Columbia CausalAI Laboratory, Technical Report (R-58)'', Jun, 2020.
'''Designing Optimal Dynamic Treatment Regimes: A Causal Reinforcement Learning Approach'''
'''Designing Optimal Dynamic Treatment Regimes: A Causal Reinforcement Learning Approach'''
ICML-20. In ''Proceedings of the 37th International Conference on Machine Learning'', 2020.
ICML-20. In ''Proceedings of the 37th International Conference on Machine Learning'', 2020.
''Columbia CausalAI Laboratory, Technical Report (R-57)'', Jun, 2020. [pdf, bib]
''Columbia CausalAI Laboratory, Technical Report (R-57)'', Jun, 2020.
'''Efficient Identification in Linear Structural Causal Models with Auxiliary Cutsets'''
'''Efficient Identification in Linear Structural Causal Models with Auxiliary Cutsets'''
ICML-20. In ''Proceedings of the 37th International Conference on Machine Learning'', 2020.
ICML-20. In ''Proceedings of the 37th International Conference on Machine Learning'', 2020.
''Columbia CausalAI Laboratory, Technical Report (R-56)'', Jun, 2020. [pdf, bib]
''Columbia CausalAI Laboratory, Technical Report (R-56)'', Jun, 2020.
'''A Calculus For Stochastic Interventions: Causal Effect Identification and Surrogate Experiments'''
'''A Calculus For Stochastic Interventions: Causal Effect Identification and Surrogate Experiments'''
AAAI-20. In ''Proceedings of the 34th AAAI Conference on Artificial Intelligence'', 2020.
AAAI-20. In ''Proceedings of the 34th AAAI Conference on Artificial Intelligence'', 2020.
''Columbia CausalAI Laboratory, Technical Report (R-55)'', Nov, 2019. [pdf, bib]
''Columbia CausalAI Laboratory, Technical Report (R-55)'', Nov, 2019.
'''Estimating Causal Effects Using Weighting-Based Estimators'''
'''Estimating Causal Effects Using Weighting-Based Estimators'''
AAAI-20. In ''Proceedings of the 34th AAAI Conference on Artificial Intelligence'', 2020.
AAAI-20. In ''Proceedings of the 34th AAAI Conference on Artificial Intelligence'', 2020.
''Columbia CausalAI Laboratory, Technical Report (R-54)'', Nov, 2019. [pdf, bib]
''Columbia CausalAI Laboratory, Technical Report (R-54)'', Nov, 2019.
'''Generalized Transportability: Synthesis of Experiments from Heterogeneous Domains'''
'''Generalized Transportability: Synthesis of Experiments from Heterogeneous Domains'''
AAAI-20. In ''Proceedings of the 34th AAAI Conference on Artificial Intelligence'', 2020.
AAAI-20. In ''Proceedings of the 34th AAAI Conference on Artificial Intelligence'', 2020.
''Columbia CausalAI Laboratory, Technical Report (R-53)'', Nov, 2019. [pdf, bib]
''Columbia CausalAI Laboratory, Technical Report (R-53)'', Nov, 2019.
'''Identifiability from a Combination of Observations and Experiments'''
'''Identifiability from a Combination of Observations and Experiments'''
AAAI-20. In ''Proceedings of the 34th AAAI Conference on Artificial Intelligence'', 2020.
AAAI-20. In ''Proceedings of the 34th AAAI Conference on Artificial Intelligence'', 2020.
''Columbia CausalAI Laboratory, Technical Report (R-52)'', Nov, 2019. [pdf, bib]
''Columbia CausalAI Laboratory, Technical Report (R-52)'', Nov, 2019.
=== 2019: ===
=== 2019: ===
P. Hünermund, E. Bareinboim.
P. Hünermund, E. Bareinboim.
''Columbia CausalAI Laboratory, Technical Report (R-51)'', Dec, 2019. [pdf, bib]
''Columbia CausalAI Laboratory, Technical Report (R-51)'', Dec, 2019.
'''Identification of Conditional Causal Effects under Markov Equivalence'''
'''Identification of Conditional Causal Effects under Markov Equivalence'''
Spotlight Presentation (164 out of 6743 papers).
Spotlight Presentation (164 out of 6743 papers).
''Columbia CausalAI Laboratory, Technical Report (R-50)'', Sep, 2019. [pdf, bib]
''Columbia CausalAI Laboratory, Technical Report (R-50)'', Sep, 2019.
'''Efficient Identification in Linear Structural Causal Models with Instrumental Cutsets'''
'''Efficient Identification in Linear Structural Causal Models with Instrumental Cutsets'''
NeurIPS-19. In ''Proceedings of the 33rd Annual Conference on Neural Information Processing Systems'', 2019.
NeurIPS-19. In ''Proceedings of the 33rd Annual Conference on Neural Information Processing Systems'', 2019.
''Columbia CausalAI Laboratory, Technical Report (R-49)'', Oct, 2019. [pdf, bib]
''Columbia CausalAI Laboratory, Technical Report (R-49)'', Oct, 2019.
'''Near-Optimal Reinforcement Learning in Dynamic Treatment Regimes'''
'''Near-Optimal Reinforcement Learning in Dynamic Treatment Regimes'''
NeurIPS-19. In ''Proceedings of the 33rd Annual Conference on Neural Information Processing Systems'', 2019.
NeurIPS-19. In ''Proceedings of the 33rd Annual Conference on Neural Information Processing Systems'', 2019.
''Columbia CausalAI Laboratory, Technical Report (R-48)'', Oct, 2019. [pdf, bib]
''Columbia CausalAI Laboratory, Technical Report (R-48)'', Oct, 2019.
'''Characterization and Learning of Causal Graphs with Latent Variables from Soft Interventions'''
'''Characterization and Learning of Causal Graphs with Latent Variables from Soft Interventions'''
NeurIPS-19. In ''Proceedings of the 33rd Annual Conference on Neural Information Processing Systems'', 2019.
NeurIPS-19. In ''Proceedings of the 33rd Annual Conference on Neural Information Processing Systems'', 2019.
''Columbia CausalAI Laboratory, Technical Report (R-47)'', Oct, 2019. [pdf, bib]
''Columbia CausalAI Laboratory, Technical Report (R-47)'', Oct, 2019.
'''General Identifiability with Arbitrary Surrogate Experiments'''
'''General Identifiability with Arbitrary Surrogate Experiments'''
UAI-19. In ''Proceedings of the 35th Conference on Uncertainty in Artificial Intelligence'', 2019.
UAI-19. In ''Proceedings of the 35th Conference on Uncertainty in Artificial Intelligence'', 2019.
''Columbia CausalAI Laboratory, Technical Report (R-46)'', May, 2019. [pdf, bib]
''Columbia CausalAI Laboratory, Technical Report (R-46)'', May, 2019.
'''Best Paper Award (1 out of 450 papers).'''
'''Best Paper Award (1 out of 450 papers).'''
IJCAI-19. In ''Proceedings of the 28th International Joint Conference on Artificial Intelligence'', 2019.
IJCAI-19. In ''Proceedings of the 28th International Joint Conference on Artificial Intelligence'', 2019.
''Columbia CausalAI Laboratory, Technical Report (R-45)'', May, 2019. [pdf, bib]
''Columbia CausalAI Laboratory, Technical Report (R-45)'', May, 2019.
'''On Causal Identification under Markov Equivalence'''
'''On Causal Identification under Markov Equivalence'''
IJCAI-19. In ''Proceedings of the 28th International Joint Conference on Artificial Intelligence'', 2019.
IJCAI-19. In ''Proceedings of the 28th International Joint Conference on Artificial Intelligence'', 2019.
''Columbia CausalAI Laboratory, Technical Report (R-44)'', May, 2019. [pdf, bib]
''Columbia CausalAI Laboratory, Technical Report (R-44)'', May, 2019.
'''Adjustment Criteria for Generalizing Experimental Findings'''
'''Adjustment Criteria for Generalizing Experimental Findings'''
ICML-19. In ''Proceedings of the 36th International Conference on Machine Learning'', 2019.
ICML-19. In ''Proceedings of the 36th International Conference on Machine Learning'', 2019.
''Columbia CausalAI Laboratory, Technical Report (R-43)'', Apr, 2019. [pdf, bib]
''Columbia CausalAI Laboratory, Technical Report (R-43)'', Apr, 2019.
'''Causal Identification under Markov Equivalence: Completeness Results'''
'''Causal Identification under Markov Equivalence: Completeness Results'''
ICML-19. In ''Proceedings of the 36th International Conference on Machine Learning'', 2019.
ICML-19. In ''Proceedings of the 36th International Conference on Machine Learning'', 2019.
''Columbia CausalAI Laboratory, Technical Report (R-42)'', Apr, 2019. [pdf, bib]
''Columbia CausalAI Laboratory, Technical Report (R-42)'', Apr, 2019.
'''Sensitivity Analysis of Linear Structural Causal Models'''
'''Sensitivity Analysis of Linear Structural Causal Models'''
ICML-19. In ''Proceedings of the 36th International Conference on Machine Learning'', 2019.
ICML-19. In ''Proceedings of the 36th International Conference on Machine Learning'', 2019.
''Columbia CausalAI Laboratory, Technical Report (R-41)'', Apr, 2019. [pdf, bib]
''Columbia CausalAI Laboratory, Technical Report (R-41)'', Apr, 2019.
'''Structural Causal Bandits with Non-manipulable Variables'''
'''Structural Causal Bandits with Non-manipulable Variables'''
AAAI-19. In ''Proceedings of the 33rd AAAI Conference on Artificial Intelligence,'' 2019.
AAAI-19. In ''Proceedings of the 33rd AAAI Conference on Artificial Intelligence,'' 2019.
''Columbia CausalAI Laboratory, Technical Report (R-40)'', Nov, 2018. [pdf, bib]
''Columbia CausalAI Laboratory, Technical Report (R-40)'', Nov, 2018.
'''Counterfactual Randomization: Rescuing Experimental Studies from Obscured Confounding'''
'''Counterfactual Randomization: Rescuing Experimental Studies from Obscured Confounding'''
AAAI-19. In ''Proceedings of the 33rd AAAI Conference on Artificial Intelligence,'' 2019.
AAAI-19. In ''Proceedings of the 33rd AAAI Conference on Artificial Intelligence,'' 2019.
''Columbia CausalAI Laboratory, Technical Report (R-39)'', Nov, 2018. [pdf, bib]
''Columbia CausalAI Laboratory, Technical Report (R-39)'', Nov, 2018.
'''Identification of Causal Effects in the Presence of Selection Bias'''
'''Identification of Causal Effects in the Presence of Selection Bias'''
AAAI-19. In ''Proceedings of the 33rd AAAI Conference on Artificial Intelligence,'' 2019.
AAAI-19. In ''Proceedings of the 33rd AAAI Conference on Artificial Intelligence,'' 2019.
''Columbia CausalAI Laboratory, Technical Report (R-38)'', Nov, 2018. [pdf, bib]
''Columbia CausalAI Laboratory, Technical Report (R-38)'', Nov, 2018.
=== 2018: ===
=== 2018: ===
NeurIPS-18. In ''Proceedings of the 32nd Annual Conference on Neural Information Processing Systems'', 2018.
NeurIPS-18. In ''Proceedings of the 32nd Annual Conference on Neural Information Processing Systems'', 2018.
''Columbia CausalAI Laboratory, Technical Report (R-37)'', Oct, 2018. [pdf, bib]
''Columbia CausalAI Laboratory, Technical Report (R-37)'', Oct, 2018.
'''Structural Causal Bandits: Where to Intervene?'''
'''Structural Causal Bandits: Where to Intervene?'''
NeurIPS-18. In ''Proceedings of the 32nd Annual Conference on Neural Information Processing Systems'', 2018.
NeurIPS-18. In ''Proceedings of the 32nd Annual Conference on Neural Information Processing Systems'', 2018.
''Columbia CausalAI Laboratory, Technical Report (R-36)'', Sep, 2018. [pdf, bib, code]
''Columbia CausalAI Laboratory, Technical Report (R-36)'', Sep, 2018.
'''Causal Identification under Markov Equivalence'''
'''Causal Identification under Markov Equivalence'''
UAI-18. In ''Proceedings of the 34th Conference on Uncertainty in Artificial Intelligence'', 2018.
UAI-18. In ''Proceedings of the 34th Conference on Uncertainty in Artificial Intelligence'', 2018.
''Columbia CausalAI Laboratory, Technical Report (R-35)'', Aug, 2018. [pdf, bib]
''Columbia CausalAI Laboratory, Technical Report (R-35)'', Aug, 2018.
'''Best Student Paper Award (1 out of 337 papers).'''
'''Best Student Paper Award (1 out of 337 papers).'''
UAI-18. In ''Proceedings of the 34th Conference on Uncertainty in Artificial Intelligence'', 2018.
UAI-18. In ''Proceedings of the 34th Conference on Uncertainty in Artificial Intelligence'', 2018.
''Columbia CausalAI Laboratory, Technical Report (R-34)'', May, 2018. [pdf, bib]
''Columbia CausalAI Laboratory, Technical Report (R-34)'', May, 2018.
'''Budgeted Experiment Design for Causal Structure Learning'''
'''Budgeted Experiment Design for Causal Structure Learning'''
ICML-18. In ''Proceedings of the 35th International Conference on Machine Learning'', 2018.
ICML-18. In ''Proceedings of the 35th International Conference on Machine Learning'', 2018.
''Columbia CausalAI Laboratory, Technical Report (R-33)'', May, 2018. [pdf, bib]
''Columbia CausalAI Laboratory, Technical Report (R-33)'', May, 2018.
'''A Graphical Criterion for Effect Identification in Equivalence Classes of Causal Diagrams'''
'''A Graphical Criterion for Effect Identification in Equivalence Classes of Causal Diagrams'''
IJCAI-18. In ''Proceedings of the 27th International Joint Conference on Artificial Intelligence'', 2018.
IJCAI-18. In ''Proceedings of the 27th International Joint Conference on Artificial Intelligence'', 2018.
''Columbia CausalAI Laboratory, Technical Report (R-32)'', May, 2018. [pdf, bib]
''Columbia CausalAI Laboratory, Technical Report (R-32)'', May, 2018.
'''A note on "Generalizability of Study Results (Lesko et al., 2017)"'''
'''A note on "Generalizability of Study Results (Lesko et al., 2017)"'''
EPI-18. ''Epidemiology,'' v. 30(2), pp. 186-188, 2019.
EPI-18. ''Epidemiology,'' v. 30(2), pp. 186-188, 2019.
''Columbia CausalAI Laboratory, Technical Report (R-31)'', Apr, 2018. [pdf, bib]
''Columbia CausalAI Laboratory, Technical Report (R-31)'', Apr, 2018.
'''Fairness in Decision-Making -- The Causal Explanation Formula'''
'''Fairness in Decision-Making -- The Causal Explanation Formula'''
AAAI-18. In ''Proceedings of the 32nd AAAI Conference on Artificial Intelligence,'' 2018.
AAAI-18. In ''Proceedings of the 32nd AAAI Conference on Artificial Intelligence,'' 2018.
''Columbia CausalAI Laboratory, Technical Report (R-30)'', Nov, 2017. [pdf, bib]
''Columbia CausalAI Laboratory, Technical Report (R-30)'', Nov, 2017.
'''Generalized Adjustment Under Confounding and Selection Biases'''
'''Generalized Adjustment Under Confounding and Selection Biases'''
AAAI-18. In ''Proceedings of the 32nd AAAI Conference on Artificial Intelligence,'' 2018.
AAAI-18. In ''Proceedings of the 32nd AAAI Conference on Artificial Intelligence,'' 2018.
''Columbia CausalAI Laboratory, Technical Report (R-29)'', Nov, 2017. [pdf, bib]
''Columbia CausalAI Laboratory, Technical Report (R-29)'', Nov, 2017.
'''Outstanding Paper Award Honorable Mention (2 out of 3800 papers).'''
'''Outstanding Paper Award Honorable Mention (2 out of 3800 papers).'''