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Reinforcement Learning
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Methods
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Deep RL
3,861 papers
Papers per year
2005: 1
2006: 9
2007: 14
2008: 15
2009: 9
2010: 21
2011: 27
2012: 32
2013: 21
2014: 17
2015: 10
2016: 33
2017: 102
2018: 222
2019: 399
2020: 450
2021: 533
2022: 478
2023: 532
2024: 513
2025: 326
2026: 97
Papers
Queue-Learning: A Reinforcement Learning Approach for Providing Quality of Service
AAAI 2021
Commission Fee is not Enough: A Hierarchical Reinforced Framework for Portfolio Management
AAAI 2021
DeepTrader: A Deep Reinforcement Learning Approach for Risk-Return Balanced Portfolio Management with Market Conditions Embedding
AAAI 2021
Hierarchically and Cooperatively Learning Traffic Signal Control
AAAI 2021
Online 3D Bin Packing with Constrained Deep Reinforcement Learning
AAAI 2021
DEAR: Deep Reinforcement Learning for Online Advertising Impression in Recommender Systems
AAAI 2021
Visual Comfort Aware-Reinforcement Learning for Depth Adjustment of Stereoscopic 3D Images
AAAI 2021
FontRL: Chinese Font Synthesis via Deep Reinforcement Learning
AAAI 2021
Visual Tracking via Hierarchical Deep Reinforcement Learning
AAAI 2021
Combining Reinforcement Learning and Constraint Programming for Combinatorial Optimization
AAAI 2021
A User-Adaptive Layer Selection Framework for Very Deep Sequential Recommender Models
AAAI 2021
GaussianPath:A Bayesian Multi-Hop Reasoning Framework for Knowledge Graph Reasoning
AAAI 2021
Reinforced Imitative Graph Representation Learning for Mobile User Profiling: An Adversarial Training Perspective
AAAI 2021
Reinforcement Learning with a Disentangled Universal Value Function for Item Recommendation
AAAI 2021
Hierarchical Reinforcement Learning for Integrated Recommendation
AAAI 2021
Planning from Pixels in Atari with Learned Symbolic Representations
AAAI 2021
Encoding Human Domain Knowledge to Warm Start Reinforcement Learning
AAAI 2021
Reinforcement Learning of Sequential Price Mechanisms
AAAI 2021
Learning to Sit: Synthesizing Human-Chair Interactions via Hierarchical Control
AAAI 2021
A Deep Reinforcement Learning Approach to First-Order Logic Theorem Proving
AAAI 2021
Improved Worst-Case Regret Bounds for Randomized Least-Squares Value Iteration
AAAI 2021
Deep Bayesian Quadrature Policy Optimization
AAAI 2021
An Enhanced Advising Model in Teacher-Student Framework using State Categorization
AAAI 2021
Deep Radial-Basis Value Functions for Continuous Control
AAAI 2021
Relative Variational Intrinsic Control
AAAI 2021
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