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Deep RL

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Exploring Question-Specific Rewards for Generating Deep Questions COLING 2020
Reinforced Multi-task Approach for Multi-hop Question Generation COLING 2020
PixL2R: Guiding Reinforcement Learning Using Natural Language by Mapping Pixels to Rewards CORL 2020
Active Model Estimation in Markov Decision Processes UAI 2020
Stable Policy Optimization via Off-Policy Divergence Regularization UAI 2020
Knowledge-enriched, Type-constrained and Grammar-guided Question Generation over Knowledge Bases COLING 2020
Answer-driven Deep Question Generation based on Reinforcement Learning COLING 2020
Interactive Question Clarification in Dialogue via Reinforcement Learning COLING 2020
Finite-sample Analysis of Greedy-GQ with Linear Function Approximation under Markovian Noise UAI 2020
Learning from Interventions: Human-robot interaction as both explicit and implicit feedback RSS 2020
Spatial Action Maps for Mobile Manipulation RSS 2020
Reinforcement Learning for Safety-Critical Control under Model Uncertainty, using Control Lyapunov Functions and Control Barrier Functions RSS 2020
A Reduction from Reinforcement Learning to No-Regret Online Learning AISTATS 2020
Adaptive Trade-Offs in Off-Policy Learning AISTATS 2020
Efficient Planning under Partial Observability with Unnormalized Q Functions and Spectral Learning AISTATS 2020
Finite-Time Error Bounds for Biased Stochastic Approximation with Applications to Q-Learning AISTATS 2020
Bayesian Reinforcement Learning via Deep, Sparse Sampling AISTATS 2020
Explicit Mean-Square Error Bounds for Monte-Carlo and Linear Stochastic Approximation AISTATS 2020
Stochastically Dominant Distributional Reinforcement Learning ICML 2020
Can Temporal-Difference and Q-Learning Learn Representation? A Mean-Field Theory NIPS 2020
AVID: Learning Multi-Stage Tasks via Pixel-Level Translation of Human Videos RSS 2020
Controlling Contact-Rich Manipulation Under Partial Observability RSS 2020
RL-Duet: Online Music Accompaniment Generation Using Deep Reinforcement Learning AAAI 2020
MRI Reconstruction with Interpretable Pixel-Wise Operations Using Reinforcement Learning AAAI 2020
Generalizable Resource Allocation in Stream Processing via Deep Reinforcement Learning AAAI 2020