MLP-Mixer

发表于 2022-09-24 | 分类于机器学习

PAPER: MLP-Mixer: An all-MLP Architecture for Vision

阅读全文 »

SCINet

发表于 2022-09-19 | 分类于机器学习

PAPER: Time Series is a Special Sequence: Forecasting with Sample Convolution and Interaction

阅读全文 »

LTSF-Linear

发表于 2022-09-17 | 分类于机器学习

PAPER: Are Transformers Effective for Time Series Forecasting?

阅读全文 »

VideoMAE

发表于 2022-07-11 | 分类于机器学习

PAPER: Masked Autoencoders As Spatiotemporal Learners

阅读全文 »

RevIN

发表于 2022-07-06 | 分类于机器学习

PAPER: Reversible Instance Normalization for Accurate Time-Series Forecasting against Distribution Shift

阅读全文 »

Autoformer

发表于 2022-06-18 | 分类于机器学习

PAPER: Autoformer: Decomposition Transformers with Auto-Correlation for Long-Term Series Forecasting

阅读全文 »

Informer

发表于 2022-05-14 | 分类于机器学习

PAPER: Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting

阅读全文 »

TS-TCC

发表于 2022-04-26 | 分类于机器学习

PAPER: Time-Series Representation Learning via Temporal and Contextual Contrasting

阅读全文 »

NeuTraL AD

发表于 2022-04-25 | 分类于机器学习

PAPER: Neural Transformation Learning for Deep Anomaly Detection Beyond Images

阅读全文 »

Contrastive and Meta-learning

发表于 2022-04-24 | 分类于机器学习

PAPER
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks
The Close Relationship Between Contrastive Learning and Meta-Learning
MAML is a Noisy Contrastive Learner in Classification

阅读全文 »