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Applications

2,922 papers (40 classified directly here)

Subtopics

Robotics (2,069) Game AI (511) Value Iteration (356)

Papers per year

7
21
23
331
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Papers (including subtopics)

Generalizable Imitation Learning from Observation via Inferring Goal Proximity NIPS 2021
Learning Diverse Policies in MOBA Games via Macro-Goals NIPS 2021
Evaluation of Human-AI Teams for Learned and Rule-Based Agents in Hanabi NIPS 2021
Scalable Online Planning via Reinforcement Learning Fine-Tuning NIPS 2021
Dynamic Bottleneck for Robust Self-Supervised Exploration NIPS 2021
Sparsely Changing Latent States for Prediction and Planning in Partially Observable Domains NIPS 2021
Breaking the Sample Complexity Barrier to Regret-Optimal Model-Free Reinforcement Learning NIPS 2021
No-Press Diplomacy from Scratch NIPS 2021
Autonomous Reinforcement Learning via Subgoal Curricula NIPS 2021
Monte Carlo Tree Search With Iteratively Refining State Abstractions NIPS 2021
Accelerating Quadratic Optimization with Reinforcement Learning NIPS 2021
Accelerating Robotic Reinforcement Learning via Parameterized Action Primitives NIPS 2021
Average-Reward Learning and Planning with Options NIPS 2021
RMIX: Learning Risk-Sensitive Policies for Cooperative Reinforcement Learning Agents NIPS 2021
XDO: A Double Oracle Algorithm for Extensive-Form Games NIPS 2021
A Hierarchical Reinforcement Learning Based Optimization Framework for Large-scale Dynamic Pickup and Delivery Problems NIPS 2021
Fast Approximate Dynamic Programming for Infinite-Horizon Markov Decision Processes NIPS 2021
Snowflake: Scaling GNNs to high-dimensional continuous control via parameter freezing NIPS 2021
Subgame solving without common knowledge NIPS 2021
Discovering and Achieving Goals via World Models NIPS 2021
NovelD: A Simple yet Effective Exploration Criterion NIPS 2021
Mastering Atari Games with Limited Data NIPS 2021
Why Generalization in RL is Difficult: Epistemic POMDPs and Implicit Partial Observability NIPS 2021
Reward is enough for convex MDPs NIPS 2021
Width-based Lookaheads with Learnt Base Policies and Heuristics Over the Atari-2600 Benchmark NIPS 2021