Chengchun Shi's repositories
RL-short-course
Reinforcement Learning Short Course
reinforcement-learning
Implementation of Reinforcement Learning Algorithms. Python, OpenAI Gym, Tensorflow. Exercises and Solutions to accompany Sutton's Book and David Silver's course.
CausalMARL
Implementation of "A Multi-Agent Reinforcement Learning Framework for Off-Policy Evaluation in Two-sided Markets"
Confounded-POMDP-OPE
Implementation of "A Minimax Learning Approach to Off-Policy Evaluation in Confounded Partially Observable Markov Decision Processes" (ICML)
cope
Implementation of "Off-Policy Interval Estimation with Confounded Markov Decision Process" (JASA, 2022+)
COPP
Conformal Off-policy Prediction
DIRL
Double Inhomogeneous Reinforcement Learning
Double_CUSUM_RL
Implementation of "A Robust Test for the Stationarity Assumption in Sequential Decision Making"
kddcup-starting-kit
The submission template for the Learning to Dispatch and Reposition Competition @ KDD2020.
markov_test
Testing for the Markov Property in Time Series via Deep Conditional Generative Learning
MediationRL
Implementation of "A Reinforcement Learning Framework for Dynamic Mediation Analysis" (ICML 2023) in Python.
PBL
We propose a novel pessimism-based Bayesian learning method for optimal dynamic treatment regimes
ROOM
Robust Offline Reinforcement Learning with Heavy-Tailed Rewards
SEAL
Statistically Efficient Advantage Learning for Offline Reinforcement Learning in Infinite Horizons
starter-hugo-academic
🎓 创建一个学术网站. Easily create a beautiful academic résumé or educational website using Hugo, GitHub, and Netlify.
SUGAR
Implementation of "Testing Directed Acyclic Graph via Structural, Supervised and Generative Adversarial Learning" (JASA, 2023+)
Sutton-Barto-implementions
Implementations of examples in Sutton & Barto book.