meta-learning

Transfer learning / domain adaptation / domain generalization / multi-task learning etc. Papers, codes, datasets, applications, tutorials.-迁移学习

🦞 Just talk to your agent — it learns and EVOLVES 🧬.

Implementation of papers in 100 lines of code.

Meta Learning / Learning to Learn / One Shot Learning / Few Shot Learning

FSL-Mate: A collection of resources for few-shot learning (FSL).

[TPAMI 2023] LibFewShot: A Comprehensive Library for Few-shot Learning.

Knowledge-Aware machine LEarning (KALE): accessible machine learning from multiple sources for interdisciplinary research, part of the 🔥PyTorch ecosystem. ⭐ Star to support our work!

Datasets collection and preprocessings framework for NLP extreme multitask learning

NAACL '24 (Best Demo Paper RunnerUp) / MlSys @ NeurIPS '23 - RedCoast: A Lightweight Tool to Automate Distributed Training and Inference

[CVPR 2025 Highlight] Meta LoRA / MetaPEFT: Meta-Learning Hyperparameters for Parameter-Efficient Fine-Tuning (LoRA, Adapter, Prompt Tuning) — Automatic hyperparameter optimization via bi-level meta-learning