Panagiotis Tigas
6 papers · 2021–2024 · 2 conferences · across top CS/AI conferences
Achievements
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π Conference Polyglot (2) π Interdisciplinary Bridge π§ Keyword Pioneer πΊοΈ Taxonomy Completionist (10) π Cross-Pollinator (15)
π
Renaissance Researcher
(5)
β
The Questioner
Conferences
NIPS (4)
ICML (2)
Top co-authors
Keywords
bayesian active learning
(2)
causal inference
(2)
deep reinforcement learning
(1)
reinforcement learning
(1)
structure learning
(1)
causal discovery
(1)
gradient-based optimization
(1)
epistemic uncertainty
(1)
causal structure learning
(1)
experimental design
(1)
bayesian optimization
(1)
amortized inference
(1)
preference modeling
(1)
zero-shot generalization
(1)
active intervention
(1)
transformer network
(1)
structural causal model
(1)
treatment effect
(1)
causal model
(1)
observational datum
(1)
Papers
Amortized Active Causal Induction with Deep Reinforcement Learning
NIPS 2024
Deep Bayesian Active Learning for Preference Modeling in Large Language Models
NIPS 2024
Challenges and Considerations in the Evaluation of Bayesian Causal Discovery
ICML 2024
Differentiable Multi-Target Causal Bayesian Experimental Design
ICML 2023
Interventions, Where and How? Experimental Design for Causal Models at Scale
NIPS 2022
Causal-BALD: Deep Bayesian Active Learning of Outcomes to Infer Treatment-Effects from Observational Data
NIPS 2021