generalization

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).

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

Awesome Domain Adaptation Python Toolbox

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

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)

AWM: Agent Workflow Memory

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

A new test set for ImageNet

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

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

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

[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

A prize winning solution for Multimedia Deepfake Detection competition.

Benchmarking RL generalization in an interpretable way.

Javascript Generalized Parser Combinators

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

Discovering Invariant Rationales for Graph Neural Networks (ICLR 2022)

PGDrive: an open-ended driving simulator with infinite scenes from procedural generation