Efficient Exploration

Efficient Exploration is one of the main obstacles in scaling up modern deep reinforcement learning algorithms. The main challenge in Efficient Exploration is the balance between exploiting current estimates, and gaining information about poorly understood states and actions.

Source: Randomized Value Functions via Multiplicative Normalizing Flows

Papers

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Showing 26–50 of 514 papers

Title	Date	Tasks	Status	Hype
A Sober Look at LLMs for Material Discovery: Are They Actually Good for Bayesian Optimization Over Molecules?	Feb 7, 2024	Bayesian OptimizationEfficient Exploration	CodeCode Available	1
Layered and Staged Monte Carlo Tree Search for SMT Strategy Synthesis	Jan 30, 2024	Decision MakingEfficient Exploration	CodeCode Available	1
PGDQN: Preference-Guided Deep Q-Network	Oct 3, 2023	Atari GamesBenchmarking	CodeCode Available	1
Improving Protein Optimization with Smoothed Fitness Landscapes	Jul 2, 2023	Efficient Exploration	CodeCode Available	1
Tuning Legged Locomotion Controllers via Safe Bayesian Optimization	Jun 12, 2023	Bayesian OptimizationEfficient Exploration	CodeCode Available	1
A Survey of Label-Efficient Deep Learning for 3D Point Clouds	May 31, 2023	Data AugmentationDeep Learning	CodeCode Available	1
Provable and Practical: Efficient Exploration in Reinforcement Learning via Langevin Monte Carlo	May 29, 2023	Efficient Explorationreinforcement-learning	CodeCode Available	1
Generative Colorization of Structured Mobile Web Pages	Dec 22, 2022	ColorizationEfficient Exploration	CodeCode Available	1
GeoThermalCloud: Machine Learning for Geothermal Resource Exploration	Oct 17, 2022	Efficient Exploration	CodeCode Available	1
Learning Dexterous Manipulation from Exemplar Object Trajectories and Pre-Grasps	Sep 22, 2022	Efficient Exploration	CodeCode Available	1
SC-Explorer: Incremental 3D Scene Completion for Safe and Efficient Exploration Mapping and Planning	Aug 17, 2022	Efficient Exploration	CodeCode Available	1
A Langevin-like Sampler for Discrete Distributions	Jun 20, 2022	Efficient ExplorationText Generation	CodeCode Available	1
Learning Math Reasoning from Self-Sampled Correct and Partially-Correct Solutions	May 28, 2022	Arithmetic ReasoningEfficient Exploration	CodeCode Available	1
Learning to Solve Combinatorial Graph Partitioning Problems via Efficient Exploration	May 27, 2022	Efficient Explorationgraph partitioning	CodeCode Available	1
The Sufficiency of Off-Policyness and Soft Clipping: PPO is still Insufficient according to an Off-Policy Measure	May 20, 2022	Efficient ExplorationPolicy Gradient Methods	CodeCode Available	1
NovelD: A Simple yet Effective Exploration Criterion	Dec 1, 2021	Atari GamesDeep Reinforcement Learning	CodeCode Available	1
Episodic Multi-agent Reinforcement Learning with Curiosity-Driven Exploration	Nov 22, 2021	Efficient ExplorationMulti-agent Reinforcement Learning	CodeCode Available	1
Landmark-Guided Subgoal Generation in Hierarchical Reinforcement Learning	Oct 26, 2021	Efficient ExplorationHierarchical Reinforcement Learning	CodeCode Available	1
Hierarchical Skills for Efficient Exploration	Oct 20, 2021	continuous-controlContinuous Control	CodeCode Available	1
HyperDQN: A Randomized Exploration Method for Deep Reinforcement Learning	Sep 29, 2021	Deep Reinforcement LearningEfficient Exploration	CodeCode Available	1
Strategically Efficient Exploration in Competitive Multi-agent Reinforcement Learning	Jul 30, 2021	Efficient ExplorationMulti-agent Reinforcement Learning	CodeCode Available	1
MADE: Exploration via Maximizing Deviation from Explored Regions	Jun 18, 2021	Efficient ExplorationReinforcement Learning (RL)	CodeCode Available	1
Deep Bandits Show-Off: Simple and Efficient Exploration with Deep Networks	May 10, 2021	Efficient ExplorationMulti-Armed Bandits	CodeCode Available	1
Paradiseo: From a Modular Framework for Evolutionary Computation to the Automated Design of Metaheuristics ---22 Years of Paradiseo---	May 2, 2021	Efficient ExplorationMetaheuristic Optimization	CodeCode Available	1
State Entropy Maximization with Random Encoders for Efficient Exploration	Feb 18, 2021	Deep Reinforcement LearningEfficient Exploration	CodeCode Available	1

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