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

transferlearning domain-adaptation transfer-learning survey 深度学习 generalization few-shot tutorial-code theory papers few-shot-learning meta-learning domain-generalization representation-learning unsupervised-learning 机器学习 self-supervised-learning Bukkit style-transfer

Python

13843

3837

2 个月前

SinclairCoder / Instruction-Tuning-Papers

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

generalization instruction multi-task-learning 自然语言处理 natural-language-generation natural-language-understanding prompt-learning instruction-following large-language-models

766

2 年前

EnnengYang / Awesome-Model-Merging-Methods-Theories-Applications

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

attack-defense continual-learning ensemble-learning federated-learning generalization generative-model large-language-models model-merging multi-domain-learning multi-task-learning robustness diffusion-models few-shot-learning foundation-models meta-learning transfer-learning zero-shot-learning llms

367

4 天前

adapt-python / adapt

Awesome Domain Adaptation Python Toolbox

domain-adaptation transfer-learning few-shot-learning zero-shot-learning adversarial-learning feature-selection 机器学习深度学习 generalization Python Tensorflow scikit-learn

Python

329

6 个月前

twni2016 / pomdp-baselines

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

recurrent-neural-networks generalization deep-reinforcement-learning PyTorch td3 sac

Python

315

8 个月前

QingyongHu / SpinNet

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

Point cloud registration kitti generalization pytorch-implementation large-scale

Python

284

4 年前

zorazrw / agent-workflow-memory

AWM: Agent Workflow Memory

agent generalization

Python

260

3 个月前

CHAOZHAO-1 / DG-PHM

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)

diagnosis domain fault generalization benchmark dataset transfer

259

7 天前

modestyachts / ImageNetV2

A new test set for ImageNet

dataset imagenet generalization robustness

Jupyter Notebook

250

2 年前

huangwl18 / modular-rl

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

深度学习 reinforcement-learning modularity graph-neural-networks locomotion generalization message-passing

Jupyter Notebook

228

2 年前

modestyachts / CIFAR-10.1

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

dataset cifar-10 generalization

Jupyter Notebook

222

5 年前

rr-learning / CausalWorld

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

reinforcement-learning transfer-learning Robotics causality sim2real generalization

Python

219

2 年前

ShengcaiLiao / QAConv

[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

person-reidentification person-reid re-identification interpretability interpretable-deep-learning correspondence image-matching generalization deep-metric-learning metric-learning reid domain-generalization

Python

210

2 年前

mbchang / dynamics

A Compositional Object-Based Approach to Learning Physical Dynamics

Physics 深度学习人工智能 prediction modeling physics-simulation 深度神经网络 Node.js unsupervised-learning generalization recursion

Lua

171

8 年前

gustaveroussy / sopa

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

generalization memory-management pipeline snakemake

Python

166

2 个月前