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Meta-Learning

25 papers

Papers per year

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Papers

Personalized Dynamic Music Emotion Recognition with Dual-Scale Attention-Based Meta-Learning AAAI 2025
Meta-Reinforcement Learning with Universal Policy Adaptation: Provable Near-Optimality under All-task Optimum Comparator NIPS 2024
First-Explore, then Exploit: Meta-Learning to Solve Hard Exploration-Exploitation Trade-Offs NIPS 2024
XLand-MiniGrid: Scalable Meta-Reinforcement Learning Environments in JAX NIPS 2024
MetaRLEC: Meta-Reinforcement Learning for Discovery of Brain Effective Connectivity AAAI 2024
Constrained Meta-Reinforcement Learning for Adaptable Safety Guarantee with Differentiable Convex Programming AAAI 2024
FlagVNE: A Flexible and Generalizable Reinforcement Learning Framework for Network Resource Allocation IJCAI 2024
On task-relevant loss functions in meta-reinforcement learning L4DC 2024
Parameterizing Non-Parametric Meta-Reinforcement Learning Tasks via Subtask Decomposition NIPS 2023
Doubly Robust Augmented Transfer for Meta-Reinforcement Learning NIPS 2023
Quantum Multi-Agent Meta Reinforcement Learning AAAI 2023
Enhanced Meta Reinforcement Learning via Demonstrations in Sparse Reward Environments NIPS 2022
Meta-Reinforcement Learning with Self-Modifying Networks NIPS 2022
Distributionally Adaptive Meta Reinforcement Learning NIPS 2022
On the Effectiveness of Fine-tuning Versus Meta-reinforcement Learning NIPS 2022
Learning Action Translator for Meta Reinforcement Learning on Sparse-Reward Tasks AAAI 2022
Introducing Symmetries to Black Box Meta Reinforcement Learning AAAI 2022
Offline Meta-Reinforcement Learning with Online Self-Supervision ICML 2022
Model-based Meta Reinforcement Learning using Graph Structured Surrogate Models and Amortized Policy Search ICML 2022
Evaluating Meta-Reinforcement Learning through a HVAC Control Benchmark (Student Abstract) AAAI 2021
Enhancing Context-Based Meta-Reinforcement Learning Algorithms via An Efficient Task Encoder (Student Abstract) AAAI 2021
Meta-Reinforcement Learning by Tracking Task Non-stationarity IJCAI 2021
MetaLight: Value-Based Meta-Reinforcement Learning for Traffic Signal Control AAAI 2020
Few-Shot Complex Knowledge Base Question Answering via Meta Reinforcement Learning EMNLP 2020
Guided Meta-Policy Search NIPS 2019