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Methodology
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Reinforcement Learning
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Methods
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Deep RL
3861 directly classified 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
Highly Imperceptible Black-Box Graph Injection Attacks with Reinforcement Learning
AAAI 2025
Neurosymbolic Reinforcement Learning: Playing MiniHack with Probabilistic Logic Shields
AAAI 2025
BILE: An Effective Behavior-based Latent Exploration Scheme for Deep Reinforcement Learning
IJCAI 2025
FFCG: Effective and Fast Family Column Generation for Solving Large-Scale Linear Program
AAAI 2025
From End-to-end to Step-by-step: Learning to Abstract via Abductive Reinforcement Learning
IJCAI 2025
Contrastive Representation for Interactive Recommendation
AAAI 2025
SORREL: Suboptimal-Demonstration-Guided Reinforcement Learning for Learning to Branch
AAAI 2025
InstGAN: Instant Actor-Critic-Driven GAN for De Novo Molecule Generation and Property Optimization
IJCAI 2025
Deduction with Induction: Combining Knowledge Discovery and Reasoning for Interpretable Deep Reinforcement Learning
IJCAI 2025
Imagination-Limited Q-Learning for Offline Reinforcement Learning
IJCAI 2025
GRSN: Gated Recurrent Spiking Neurons for POMDPs and MARL
AAAI 2025
Beyond the Known: Decision Making with Counterfactual Reasoning Decision Transformer
IJCAI 2025
ERL-MPP: Evolutionary Reinforcement Learning with Multi-head Puzzle Perception for Solving Large-scale Jigsaw Puzzles of Eroded Gaps
AAAI 2025
Deep Reinforcement Learning with Time-Scale Invariant Memory
AAAI 2025
DutyTTE: Deciphering Uncertainty in Origin-Destination Travel Time Estimation
AAAI 2025
Multi-granularity Knowledge Transfer for Continual Reinforcement Learning
IJCAI 2025
Efficient Diversity-based Experience Replay for Deep Reinforcement Learning
IJCAI 2025
Rewarding Explainability in Drug Repurposing with Knowledge Graphs
IJCAI 2025
GenAL: Generative Agent for Adaptive Learning
AAAI 2025
Approximated Behavioral Metric-based State Projection for Federated Reinforcement Learning
IJCAI 2025
SLRL: Semi-Supervised Local Community Detection Based on Reinforcement Learning
AAAI 2025
AI-Powered Algorithm-Centric Quantum Processor Topology Design
AAAI 2025
Combining MORL with Restraining Bolts to Learn Normative Behaviour
IJCAI 2025
Learning to Explain: Towards Human-Aligned Explainability in Deep Reinforcement Learning via Attention Guidance
IJCAI 2025
Combining Deep Reinforcement Learning and Search with Generative Models for Game-Theoretic Opponent Modeling
IJCAI 2025
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