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Meta-Learning

722 directly classified papers

Papers per year

Papers

XLand-MiniGrid: Scalable Meta-Reinforcement Learning Environments in JAX NIPS 2024
Meta-DT: Offline Meta-RL as Conditional Sequence Modeling with World Model Disentanglement NIPS 2024
From Instance Training to Instruction Learning: Task Adapters Generation from Instructions NIPS 2024
Learning via Surrogate PAC-Bayes NIPS 2024
A Metalearned Neural Circuit for Nonparametric Bayesian Inference NIPS 2024
Train-Attention: Meta-Learning Where to Focus in Continual Knowledge Learning NIPS 2024
Noise-Aware Differentially Private Regression via Meta-Learning NIPS 2024
Enabling Adaptive Agent Training in Open-Ended Simulators by Targeting Diversity NIPS 2024
Meta-Tuning LLMs to Leverage Lexical Knowledge for Generalizable Language Style Understanding ACL 2024
Benchmarking and Improving Compositional Generalization of Multi-aspect Controllable Text Generation ACL 2024
Continuous Optical Zooming: A Benchmark for Arbitrary-Scale Image Super-Resolution in Real World CVPR 2024
Theoretical Investigations and Practical Enhancements on Tail Task Risk Minimization in Meta Learning NIPS 2024
Sequential Decision Making with Expert Demonstrations under Unobserved Heterogeneity NIPS 2024
On the Stability and Generalization of Meta-Learning NIPS 2024
Advancing Open-Set Domain Generalization Using Evidential Bi-Level Hardest Domain Scheduler NIPS 2024
Localized Zeroth-Order Prompt Optimization NIPS 2024
Automatic Instruction Evolving for Large Language Models EMNLP 2024
MetaReflection: Learning Instructions for Language Agents using Past Reflections EMNLP 2024
Adaptive Parametric Prototype Learning for Cross-Domain Few-Shot Classification AISTATS 2024
On the Inductive Bias of Stacking Towards Improving Reasoning NIPS 2024
Characterizing Text Datasets with Psycholinguistic Features EMNLP 2024
Better by default: Strong pre-tuned MLPs and boosted trees on tabular data NIPS 2024
Good Meta-tasks Make A Better Cross-lingual Meta-transfer Learning for Low-resource Languages EMNLP 2023
CMVAE: Causal Meta VAE for Unsupervised Meta-Learning AAAI 2023
Meta-Auxiliary Learning for Adaptive Human Pose Prediction AAAI 2023