/Streaming-Papers

MIT LicenseMIT

Weakly Supervised Streaming

Survey about Streaming Data

Venue Title Links
CSUR'23 Scarcity of Labels in Non-Stationary Data Streams: A Survey [Paper]

Inaccurate Supervision

Noisy Labels

Venue Title Links
ICDM'04 An adaptive learning approach for noisy data streams [Paper]
KDD‘22 Adaptive Learning for Weakly Labeled Streams [Paper]

Partial Labels

Venue Title Links
PKDD‘20 Online Partial Label Learning [Paper]

Imcomplete Supervision

Test-Time Adaptation

Venue Title Links
ICML'20 Test-Time Training with Self-Supervision for Generalization under Distribution Shifts [Paper] [Code1,Code2]
ICLR'21 Tent: Fully Test-Time Adaptation by Entropy Minimization [Paper] [Code]
CVPR'22 Parameter-Free Online Test-Time Adaptation [Paper] Code]
CVPR'22 Continual Test-Time Domain Adaptation [Paper] [Code]
ICML'22 Efficient Test-Time Model Adaptation without Forgetting [Paper] [Code]
NeurIPS'22 Robust Continual Test-time Adaptation: Instance-aware BN and Prediction-balanced Memory [Paper]
NeurIPS'22 Test-Time Adaptation via Conjugate Pseudo-labels [Paper] [Code]
NeurIPS'22 MEMO: Test Time Robustness via Adaptation and Augmentation [Paper]
NeurIPS'22 Test-Time Training with Masked Autoencoders [Paper] [Code]
NeurIPS'22 Revisiting Realistic Test-Time Training: Sequential Inference and Adaptation by Anchored Clustering [Paper] [Code]

Inexact Supervision

Dataset

  1. https://users.rowan.edu/~polikar/nse.html
  2. http://www.lamda.nju.edu.cn/data_RFID.ashx
  3. http://people.eecs.berkeley.edu/~shiry/projects/yearbooks/yearbooks.html

Learning Materials