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Continually Learning Self-Supervised Representations with Projected Functional Regularization

30 December 2021

Alex Gomez-Villa

Bartlomiej Twardowski

Papers citing "Continually Learning Self-Supervised Representations with Projected Functional Regularization"

25 / 25 papers shown

Title
Flashbacks to Harmonize Stability and Plasticity in Continual Learning Leila Mahmoodi Peyman Moghadam Munawar Hayat Christian Simon Mehrtash Harandi CLL VLM AI4CE 27 0 0 31 May 2025
Language Guided Concept Bottleneck Models for Interpretable Continual Learning Lu Yu Haoyu Han Zhe Tao Hantao Yao Changsheng Xu CLL 117 1 0 30 Mar 2025
Replay-free Online Continual Learning with Self-Supervised MultiPatches Giacomo Cignoni Andrea Cossu Alex Gomez-Villa Joost van de Weijer Antonio Carta CLL 119 0 0 13 Feb 2025
Exemplar-free Continual Representation Learning via Learnable Drift Compensation Alex Gomez-Villa Dipam Goswami Kai Wang Andrew D. Bagdanov Bartlomiej Twardowski Joost van de Weijer CLL SSL 74 11 0 11 Jul 2024
ViLCo-Bench: VIdeo Language COntinual learning Benchmark Tianqi Tang Shohreh Deldari Hao Xue Celso De Melo Flora D. Salim CLL 75 2 0 19 Jun 2024
Integrating Present and Past in Unsupervised Continual Learning Yipeng Zhang Laurent Charlin R. Zemel Mengye Ren CLL 74 4 0 29 Apr 2024
Continual Learning on a Diet: Learning from Sparsely Labeled Streams Under Constrained Computation Wenxuan Zhang Youssef Mohamed Guohao Li Philip Torr Adel Bibi Mohamed Elhoseiny CLL 102 5 0 19 Apr 2024
Data Stream Sampling with Fuzzy Task Boundaries and Noisy Labels Yu-Hsi Chen 54 0 0 07 Apr 2024
Branch-Tuning: Balancing Stability and Plasticity for Continual Self-Supervised Learning Wenzhuo Liu Fei Zhu Cheng-Lin Liu CLL 122 2 0 27 Mar 2024
Continual Learning and Catastrophic Forgetting Gido M. van de Ven Nicholas Soures Dhireesha Kudithipudi 94 58 0 08 Mar 2024
Class incremental learning with probability dampening and cascaded gated classifier Jary Pomponi Alessio Devoto Simone Scardapane CLL 53 0 0 02 Feb 2024
Revisiting Supervision for Continual Representation Learning Daniel Marczak Sebastian Cygert Tomasz Trzciñski Bartlomiej Twardowski SSL CLL 100 2 0 22 Nov 2023
Plasticity-Optimized Complementary Networks for Unsupervised Continual Learning Alex Gomez-Villa Bartlomiej Twardowski Kai Wang Joost van de Weijer SSL CLL 67 9 0 12 Sep 2023
Category Adaptation Meets Projected Distillation in Generalized Continual Category Discovery Grzegorz Rype'sć Daniel Marczak Sebastian Cygert Tomasz Trzciñski Bartlomiej Twardowski VLM CLL 103 3 0 23 Aug 2023
Self-supervised Activity Representation Learning with Incremental Data: An Empirical Study Jason Liu Shohreh Deldari Hao Xue Van-Hau Nguyen Flora D. Salim AI4TS CLL SSL 57 2 0 01 May 2023
Density Map Distillation for Incremental Object Counting Chenshen Wu Joost van de Weijer 60 2 0 11 Apr 2023
Projected Latent Distillation for Data-Agnostic Consolidation in Distributed Continual Learning Antonio Carta Andrea Cossu Vincenzo Lomonaco D. Bacciu Joost van de Weijer FedML 52 5 0 28 Mar 2023
Preserving Linear Separability in Continual Learning by Backward Feature Projection Qiao Gu Dongsub Shim Florian Shkurti CLL KELM 52 12 0 26 Mar 2023
CSSL-MHTR: Continual Self-Supervised Learning for Scalable Multi-script Handwritten Text Recognition M. Dhiaf Mohamed Ali Souibgui Kai Wang Yuyang Liu Yousri Kessentini Alicia Fornés Ahmed Cheikh Rouhou CLL 51 2 0 16 Mar 2023
Efficient Self-supervised Continual Learning with Progressive Task-correlated Layer Freezing Li Yang Sen Lin Fan Zhang Junshan Zhang Deliang Fan CLL 59 6 0 13 Mar 2023
Towards Label-Efficient Incremental Learning: A Survey Mert Kilickaya Joost van de Weijer Yuki M. Asano CLL 92 4 0 01 Feb 2023
Are Labels Needed for Incremental Instance Learning? Mert Kilickaya Joaquin Vanschoren CLL SSL 116 2 0 26 Jan 2023
Exemplar-free Continual Learning of Vision Transformers via Gated Class-Attention and Cascaded Feature Drift Compensation Marco Cotogni Fei Yang C. Cusano Andrew D. Bagdanov Joost van de Weijer CLL 74 0 0 22 Nov 2022
Is Multi-Task Learning an Upper Bound for Continual Learning? Zihao Wu Huy Tran Hamed Pirsiavash Soheil Kolouri SSL CLL 57 5 0 26 Oct 2022
Unsupervised Learning of Visual Features by Contrasting Cluster Assignments Mathilde Caron Ishan Misra Julien Mairal Priya Goyal Piotr Bojanowski Armand Joulin OCL SSL 326 4,109 0 17 Jun 2020