Raghav Singal
4 papers · 2018–2024 · 3 venues · across top CS/AI venues
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Achievements
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Conference Polyglot ยท Bronze
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Academic Marathon ยท Sprint
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Interdisciplinary Bridge ยท Silver
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Research topics
Keywords
causal inference
(3)
temporal difference learning
(1)
feature attribution
(1)
markov decision process
(1)
value function
(1)
linear function approximation
(1)
finite-time analysis
(1)
graphical model
(1)
state space model
(1)
structural equation model
(1)
hidden state
(1)
structural causal model
(1)
shapley value
(1)
path-specific effect
(1)
causal dag
(1)
effect propagation
(1)
recursive shapley value
(1)
path coefficient
(1)
counterfactual analysis
(1)
mediation analysis
(1)
Papers
Axiomatic effect propagation in structural causal models
JMLR 2024
Counterfactual Analysis in Dynamic Latent State Models
ICML 2023
Flow-based Attribution in Graphical Models: A Recursive Shapley Approach
ICML 2021
A Finite Time Analysis of Temporal Difference Learning With Linear Function Approximation
COLT 2018