David Watson
7 papers · 2020–2025 · 6 venues · across top CS/AI venues
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Achievements
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Conference Polyglot ยท Silver
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Academic Marathon ยท Sprint
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Interdisciplinary Bridge ยท Bronze
๐บ๏ธ
Taxonomy Completionist
(12)
Top co-authors
Research topics
Keywords
causal inference
(5)
partial identification
(3)
instrumental variable
(2)
constrained optimization
(1)
conditional entropy
(1)
pragmatic reasoning
(1)
causal effect
(1)
confidence set
(1)
structural causal model
(1)
factor graph
(1)
semi-parametric model
(1)
causal relation
(1)
monte carlo method
(1)
shapley value
(1)
average treatment effect
(1)
predictive uncertainty
(1)
causal feature learning
(1)
mediation analysis
(1)
stochastic programming
(1)
pragmatic causal feature learning
(1)
Papers
BudgetIV: Optimal Partial Identification of Causal Effects with Mostly Invalid Instruments
AISTATS 2025
Bounding causal effects with leaky instruments
UAI 2024
Explaining Predictive Uncertainty with Information Theoretic Shapley Values
NeurIPS 2023
Intervention Generalization: A View from Factor Graph Models
NeurIPS 2023
Stochastic Causal Programming for Bounding Treatment Effects
CLeaR 2023
Operationalizing Complex Causes: A Pragmatic View of Mediation
ICML 2021
Causal Feature Learning for Utility-Maximizing Agents
PGM 2020