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

Reading list of Instruction-tuning. A trend starts from Natrural-Instruction (ACL 2022), FLAN (ICLR 2022) and T0 (ICLR 2022).

Awesome Domain Adaptation Python Toolbox

Simple (but often Strong) Baselines for POMDPs in PyTorch, ICML 2022

[CVPR 2021] SpinNet: Learning a General Surface Descriptor for 3D Point Cloud Registration

Model Merging in LLMs, MLLMs, and Beyond: Methods, Theories, Applications and Opportunities. arXiv:2408.07666.

A new test set for ImageNet

AWM: Agent Workflow Memory

[ICML 2020] PyTorch Code for "One Policy to Control Them All: Shared Modular Policies for Agent-Agnostic Control"

Release of CIFAR-10.1, a new test set for CIFAR-10.

CausalWorld: A Robotic Manipulation Benchmark for Causal Structure and Transfer Learning

This is a reposotory that includes paper、code and datasets about domain generalization-based fault diagnosis and prognosis. (基于领域泛化的故障诊断和预测)

[ECCV 2020] QAConv: Interpretable and Generalizable Person Re-Identification with Query-Adaptive Convolution and Temporal Lifting, and [CVPR 2022] GS: Graph Sampling Based Deep Metric Learning

A Compositional Object-Based Approach to Learning Physical Dynamics

Javascript Generalized Parser Combinators

Technology-invariant pipeline for spatial omics analysis that scales to millions of cells (Xenium / Visium HD / MERSCOPE / CosMx / PhenoCycler / MACSima / etc)

Official code for Self-supervised Learning of Adversarial Example: Towards Good Generalizations for Deepfake Detection (CVPR 2022 oral)

Benchmarking RL generalization in an interpretable way.

A prize winning solution for Multimedia Deepfake Detection competition.

[TPAMI2022 & NeurIPS2020] Official implementation of Self-Adaptive Training