1.

Record Nr.

UNINA9910616207403321

Titolo

Continual Semi-Supervised Learning : First International Workshop, CSSL 2021, Virtual Event, August 19–20, 2021, Revised Selected Papers / / edited by Fabio Cuzzolin, Kevin Cannons, Vincenzo Lomonaco

Pubbl/distr/stampa

Cham : , : Springer International Publishing : , : Imprint : Springer, , 2022

ISBN

9783031175879

3031175875

Edizione

[1st ed. 2022.]

Descrizione fisica

1 online resource (148 pages)

Collana

Lecture Notes in Artificial Intelligence, , 2945-9141 ; ; 13418

Disciplina

006.31

Soggetti

Artificial intelligence

Computer engineering

Computer networks

Education - Data processing

Social sciences - Data processing

Artificial Intelligence

Computer Engineering and Networks

Computers and Education

Computer Application in Social and Behavioral Sciences

Lingua di pubblicazione

Inglese

Formato

Materiale a stampa

Livello bibliografico

Monografia

Note generali

Includes index.

Nota di contenuto

International Workshop on Continual Semi-Supervised Learning: Introduction, Benchmarks and Baselines -- Unsupervised Continual Learning Via Pseudo Labels -- Transfer and Continual Supervised Learning for Robotic Grasping through Grasping Features -- Unsupervised Continual Learning via Self-Adaptive Deep Clustering Approach -- Evaluating Continual Learning Algorithms by Generating 3D Virtual Environments -- A Benchmark and Empirical Analysis for Replay Methods in Continual Learning -- SPeCiaL: Self-Supervised Pretraining for Continual Learning -- Distilled Replay: Overcoming Forgetting through Synthetic Samples -- Self-supervised Novelty Detection for Continual Learning: A Gradient-based Approach Boosted by Binary Classification.



Sommario/riassunto

This book constitutes the proceedings of the First International Workshop on Continual Semi-Supervised Learning, CSSL 2021, which took place as a virtual event during August 2021.The 9 full papers and 0 short papers included in this book were carefully reviewed and selected from 14 submissions.