conftrace_

model-based reinforcement learning

415 papers

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Also known as

MBRL MODEL-BASED RL

Co-occurring keywords

sample efficiency (472) world model (189) offline reinforcement learning (492) policy optimization (657) reinforcement learning (4352) dynamics model (67) markov decision process (790) continuous control (246) sample complexity (1169) deep reinforcement learning (903)

Papers

Data-Efficient Reinforcement Learning for Malaria Control IJCAI 2021
Learning and Planning in Complex Action Spaces ICML 2021
Learning Task Informed Abstractions ICML 2021
Combining Pessimism with Optimism for Robust and Efficient Model-Based Deep Reinforcement Learning ICML 2021
PODS: Policy Optimization via Differentiable Simulation ICML 2021
Width-Based Algorithms for Common Problems in Control, Planning and Reinforcement Learning IJCAI 2021
GLIB: Efficient Exploration for Relational Model-Based Reinforcement Learning via Goal-Literal Babbling AAAI 2021
A Consciousness-Inspired Planning Agent for Model-Based Reinforcement Learning NIPS 2021
Reward-Free Model-Based Reinforcement Learning with Linear Function Approximation NIPS 2021
Understanding End-to-End Model-Based Reinforcement Learning Methods as Implicit Parameterization NIPS 2021
Learning Space Partitions for Path Planning NIPS 2021
On Effective Scheduling of Model-based Reinforcement Learning NIPS 2021
Discovering and Achieving Goals via World Models NIPS 2021
Weighted model estimation for offline model-based reinforcement learning NIPS 2021
Nested Mixture of Experts: Cooperative and Competitive Learning of Hybrid Dynamical System L4DC 2021
Model-based Multi-agent Policy Optimization with Adaptive Opponent-wise Rollouts IJCAI 2021
Model-Based Reinforcement Learning for Infinite-Horizon Discounted Constrained Markov Decision Processes IJCAI 2021
Variational Model-based Policy Optimization IJCAI 2021
Robustly Learning Composable Options in Deep Reinforcement Learning IJCAI 2021
Proper Value Equivalence NIPS 2021
Offline Model-based Adaptable Policy Learning NIPS 2021
Model-Based Reinforcement Learning via Imagination with Derived Memory NIPS 2021
Optimal Uniform OPE and Model-based Offline Reinforcement Learning in Time-Homogeneous, Reward-Free and Task-Agnostic Settings NIPS 2021
Safe Reinforcement Learning by Imagining the Near Future NIPS 2021
Scalable Online Planning via Reinforcement Learning Fine-Tuning NIPS 2021