conftrace_

predictive state representation

19 papers

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Also known as

PSR

Co-occurring keywords

spectral learning (31) reinforcement learning (4352) recurrent neural network (1790) dynamical system (398) partial observability (119) state estimation (113) partially observable system (6) partially observable environment (33) hidden markov model (302) singular value decomposition (222)

Papers

Representations and Exploration for Deep Reinforcement Learning using Singular Value Decomposition ICML 2023
RL for Latent MDPs: Regret Guarantees and a Lower Bound NIPS 2021
Successor Feature Sets: Generalizing Successor Representations Across Policies AAAI 2021
Reconciling Rewards with Predictive State Representations IJCAI 2021
Efficient Planning under Partial Observability with Unnormalized Q Functions and Spectral Learning AISTATS 2020
Completing State Representations using Spectral Learning NIPS 2018
Recurrent Predictive State Policy Networks ICML 2018
Predictive-State Decoders: Encoding the Future into Recurrent Networks NIPS 2017
Spectral Learning from a Single Trajectory under Finite-State Policies ICML 2017
Predictive State Recurrent Neural Networks NIPS 2017
Links Between Multiplicity Automata, Observable Operator Models and Predictive State Representations -- a Unified Learning Framework JMLR 2015
Low-Rank Spectral Learning with Weighted Loss Functions AISTATS 2015
Efficient Learning and Planning with Compressed Predictive States JMLR 2014
Optimizing Energy Production Using Policy Search and Predictive State Representations NIPS 2014
Modelling Sparse Dynamical Systems with Compressed Predictive State Representations ICML 2013
Average Reward Optimization Objective In Partially Observable Domains ICML 2013
Reduced-Rank Hidden Markov Models AISTATS 2010
Predictive State Temporal Difference Learning NIPS 2010
Closing the Learning-Planning Loop with Predictive State Representations RSS 2010