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exploration-exploitation

Here are 43 public repositories matching this topic...

wzhe06 / Reco-papers

Classic papers and resources on recommendation

machine-learning reinforcement-learning deep-learning recommender-system recommendation exploration-exploitation

Updated Jun 13, 2020
Python

opendilab / DI-engine

OpenDILab Decision AI Engine. The Most Comprehensive Reinforcement Learning Framework B.P.

python reinforcement-learning impala reinforcement-learning-algorithms minigrid atari imitation-learning distributed-system drl inverse-reinforcement-learning r2d2 smac mujoco multiagent-reinforcement-learning pytorch-rl self-play model-based-reinforcement-learning exploration-exploitation distributed-reinforcement-learning offline-rl

Updated Sep 26, 2024
Python

awesome-deep-rl

tigerneil / awesome-deep-rl

For deep RL and the future of AI.

Updated Mar 1, 2024
HTML

imsheridan / DeepRec

推荐、广告工业界经典以及最前沿的论文、资料集合/ Must-read Papers on Recommendation System and CTR Prediction

reinforcement-learning deep-learning recommendation-system recommendation computational-advertising exploration-exploitation

Updated Jan 20, 2024

david-cortes / contextualbandits

Python implementations of contextual bandits algorithms

reinforcement-learning contextual-bandits multiarmed-bandits exploration-exploitation

Updated Oct 31, 2024
Python

YaoYao1995 / MEEE

Code to reproduce the experiments in Sample Efficient Reinforcement Learning via Model-Ensemble Exploration and Exploitation (MEEE).

reinforcement-learning model-based-reinforcement-learning exploration-exploitation

Updated Aug 22, 2023
Python

opendilab / awesome-exploration-rl

A curated list of awesome exploration RL resources (continually updated)

awesome reinforcement-learning exploration reinforcement-learning-algorithms awesome-list exploratory exploration-exploitation sparse-reward-algorithms delayed-rewards hard-exploration

Updated Oct 8, 2024

TianhongDai / self-imitation-learning-pytorch

This is the pytorch implementation of ICML 2018 paper - Self-Imitation Learning.

reinforcement-learning-algorithms atari-games a2c exploration-exploitation

Updated Nov 4, 2018
Python

holarissun / RewardShifting

Code for NeurIPS 2022 paper Exploiting Reward Shifting in Value-Based Deep RL

reinforcement-learning ensemble ensemble-learning rnd deep-q-network reward-design reward-shaping exploration-exploitation value-based-methods reward-engineering offline-reinforcement-learning dqn-rnd ensemble-rl

Updated Oct 29, 2023
Python

stratisMarkou / sample-efficient-bayesian-rl

Source for the sample efficient tabular RL submission to the 2019 NIPS workshop on Biological and Artificial RL

reinforcement-learning reproducible-research q-learning bayesian-methods exploration bayesian-inference exploration-exploitation tabular-environments tabular-methods efficient-rl bayesian-q-learning posterior-sampling psrl uncertainty-bellman-equation moment-matching

Updated Apr 14, 2022
Jupyter Notebook

gokceuludogan / interactive-music-recommendation

Personalized and Interactive Music Recommendation with Bandit approach

music-recommendation bandit-algorithms exploration-exploitation bayes-ucb

Updated Sep 15, 2019
Jupyter Notebook

Amshra267 / Thompson-Greedy-Comparison-for-MultiArmed-Bandits

Repository Containing Comparison of two methods for dealing with Exploration-Exploitation dilemma for MultiArmed Bandits

thompson-sampling epsilon-greedy exploration-exploitation optimistic-bayesian-sampling

Updated Jul 2, 2021
Python

kkm24132 / ReinforcementLearning

Focuses on Reinforcement Learning related concepts, use cases, and learning approaches

reinforcement-learning q-learning policy-gradient sarsa multi-armed-bandits montecarlo linear-function-approximation exploration-exploitation temporal-difference-algorithms

Updated Jun 5, 2024
Jupyter Notebook

mbhenaff / neural-e3

deep-learning deep-reinforcement-learning model-based-rl exploration-exploitation

Updated Dec 17, 2019
Python

kakaobrain / leco

Official implementation of LECO (NeurIPS'22)

reinforcement-learning exploration-exploitation

Updated May 11, 2023
Python

baturaysaglam / DISCOVER

Deep Intrinsically Motivated Exploration in Continuous Control

deep-reinforcement-learning actor-critic exploration-exploitation

Updated Mar 2, 2024
Python

guptav96 / bandit-algorithms

A short implementation of bandit algorithms - ETC, UCB, MOSS and KL-UCB

reinforcement-learning bandit-algorithms exploration-exploitation

Updated Feb 27, 2022
Python

haoyangzheng1996 / ts_ulmc

The GitHub repository for "Accelerating Approximate Thompson Sampling with Underdamped Langevin Monte Carlo", AISTATS 2024.

monte-carlo thompson-sampling multi-armed-bandit langevin-dynamics exploration-exploitation

Updated Oct 19, 2024
Python

hmishfaq / LMC-LSVI

The official code release for Provable and Practical: Efficient Exploration in Reinforcement Learning via Langevin Monte Carlo, ICLR 2024.

reinforcement-learning thompson-sampling exploration-exploitation langevin-mc

Updated Mar 10, 2024
Python

SXV357 / Inspirit-AI-Deep-Dive-Designing-DL-Systems-FinalProject-RL-for-Autonomous-Vehicles

This project uses Reinforcement Learning to teach an agent to drive by itself and learn from its observations so that it can maximize the reward(180 lines)

reinforcement-learning q-learning epsilon-greedy loss-functions deep-q-learning exploration-exploitation

Updated Nov 25, 2022
Jupyter Notebook

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