Cosmin Paduraru
7 papers · 2020–2025 · 3 venues · across top CS/AI venues
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Achievements
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π Conference Polyglot Β· Bronze π Academic Marathon Β· Sprint π Interdisciplinary Bridge Β· Bronze πΊοΈ Taxonomy Completionist (15) π£ Hot Topic Early Bird
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Research topics
Machine Learning
(5)
Artificial Intelligence
(4)
Reinforcement Learning
(4)
Core AI
(4)
Methods
(4)
Learning Types
(3)
Optimization & Theory
(2)
Deep Learning
(1)
Mathematics & Optimization
(1)
Natural Language Processing
(1)
Bayesian & Probabilistic
(1)
Core Methods
(1)
Generation
(1)
Mathematics
(1)
Models
(1)
Keywords
off-policy evaluation
(3)
policy optimization
(2)
offline reinforcement learning
(2)
policy selection
(2)
constrained reinforcement learning
(1)
policy learning
(1)
continuous control
(1)
sequential decision
(1)
directed graph
(1)
bayesian optimization
(1)
stationary distribution
(1)
conditional distribution
(1)
supervised fine-tuning
(1)
positional encoding
(1)
continuous action
(1)
discrete action
(1)
kernel function
(1)
offline policy selection
(1)
offline policy evaluation
(1)
cost constraint
(1)
Papers
Training Language Models to Self-Correct via Reinforcement Learning
ICLR 2025
Transformers Meet Directed Graphs
ICML 2023
COptiDICE: Offline Constrained Reinforcement Learning via Stationary Distribution Correction Estimation
ICLR 2022
Active Offline Policy Selection
NeurIPS 2021
Autoregressive Dynamics Models for Offline Policy Evaluation and Optimization
ICLR 2021
Benchmarks for Deep Off-Policy Evaluation
ICLR 2021
RL Unplugged: A Suite of Benchmarks for Offline Reinforcement Learning
NeurIPS 2020