David Watson
7 papers · 2020–2025 · 6 conferences · across top CS/AI conferences
Achievements
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🐣 Hot Topic Early Bird 🐝 Cross-Pollinator (12) 🧭 Keyword Pioneer 🌉 Interdisciplinary Bridge 🌍 Conference Polyglot (6)
🏃
Academic Marathon
(5)
📈
Trend Setter
Conferences
NIPS (2)
AISTATS (1)
CLEAR (1)
ICML (1)
PGM (1)
UAI (1)
Top co-authors
Keywords
causal inference
(3)
feature attribution
(1)
constrained optimization
(1)
conditional entropy
(1)
pragmatic reasoning
(1)
causal effect
(1)
structural causal model
(1)
partial identification
(1)
factor graph
(1)
monte carlo method
(1)
shapley value
(1)
predictive uncertainty
(1)
causal feature learning
(1)
mediation analysis
(1)
stochastic programming
(1)
pragmatic causal feature learning
(1)
measure-theoretic property
(1)
crude intervention
(1)
causal response estimation
(1)
intervention generalization
(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
NIPS 2023
Stochastic Causal Programming for Bounding Treatment Effects
CLEAR 2023
Intervention Generalization: A View from Factor Graph Models
NIPS 2023
Operationalizing Complex Causes: A Pragmatic View of Mediation
ICML 2021
Causal Feature Learning for Utility-Maximizing Agents
PGM 2020