Title
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 34 2 0 01 May 2023
Renate: A Library for Real-World Continual Learning Martin Wistuba Martin Ferianc Lukas Balles Cédric Archambeau Giovanni Zappella CLL 41 3 0 24 Apr 2023
SequeL: A Continual Learning Library in PyTorch and JAX Nikolaos Dimitriadis F. Fleuret P. Frossard 30 1 0 21 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 21 5 0 28 Mar 2023
From MNIST to ImageNet and Back: Benchmarking Continual Curriculum Learning Kamil Faber Dominik Zurek Marcin Pietroñ Nathalie Japkowicz Antonio Vergari Roberto Corizzo CLL 26 8 0 16 Mar 2023
Multimodal Parameter-Efficient Few-Shot Class Incremental Learning Marco D’Alessandro Alberto Alonso Enrique Calabrés M. Galar CLL 43 13 0 08 Mar 2023
Real-Time Evaluation in Online Continual Learning: A New Hope Yasir Ghunaim Adel Bibi Kumail Alhamoud Motasem Alfarra Hasan Hammoud Ameya Prabhu Philip Torr Guohao Li CLL 29 39 0 02 Feb 2023
Avalanche: A PyTorch Library for Deep Continual Learning Antonio Carta Lorenzo Pellegrini Andrea Cossu Hamed Hemati Vincenzo Lomonaco BDL 23 31 0 02 Feb 2023
Class-Incremental Learning with Repetition Hamed Hemati Andrea Cossu Antonio Carta J. Hurtado Lorenzo Pellegrini D. Bacciu Vincenzo Lomonaco Damian Borth 39 10 0 26 Jan 2023
A Domain-Agnostic Approach for Characterization of Lifelong Learning Systems Megan M. Baker Alexander New Mario Aguilar-Simon Ziad Al-Halah Sébastien M. R. Arnold ... Zifan Xu A. Yanguas-Gil Harel Yedidsion Shangqun Yu Gautam K. Vallabha 35 16 0 18 Jan 2023
Architect, Regularize and Replay (ARR): a Flexible Hybrid Approach for Continual Learning Vincenzo Lomonaco Lorenzo Pellegrini G. Graffieti Davide Maltoni 32 2 0 06 Jan 2023
Recent Advances on Federated Learning: A Systematic Survey Bingyan Liu Nuoyan Lv Yuanchun Guo Yawen Li FedML 60 78 0 03 Jan 2023
Re-basin via implicit Sinkhorn differentiation F. Guerrero-Peña H. R. Medeiros Thomas Dubail Masih Aminbeidokhti Eric Granger M. Pedersoli MoMe 26 44 0 22 Dec 2022
3rd Continual Learning Workshop Challenge on Egocentric Category and Instance Level Object Understanding Lorenzo Pellegrini Chenchen Zhu Fanyi Xiao Zhicheng Yan Antonio Carta Matthias De Lange Vincenzo Lomonaco Roshan Sumbaly Pau Rodríguez López David Vazquez CLL 27 6 0 13 Dec 2022
Learning to Learn: How to Continuously Teach Humans and Machines Parantak Singh You Li Ankur Sikarwar Weixian Lei Daniel Gao Morgan B. Talbot Ying Sun Mike Zheng Shou Gabriel Kreiman Mengmi Zhang CLL 18 5 0 28 Nov 2022
BeGin: Extensive Benchmark Scenarios and An Easy-to-use Framework for Graph Continual Learning Jihoon Ko Shinhwan Kang Taehyung Kwon Heechan Moon Kijung Shin CLL 41 7 0 26 Nov 2022
Federated Continual Learning to Detect Accounting Anomalies in Financial Auditing Marco Schreyer Hamed Hemati Damian Borth M. Vasarhelyi FedML 45 3 0 26 Oct 2022
CLIP model is an Efficient Continual Learner Vishal Thengane Salman Khan Munawar Hayat Fahad Shahbaz Khan BDL VLM CLL 112 46 0 06 Oct 2022
Beyond Supervised Continual Learning: a Review Benedikt Bagus A. Gepperth Timothée Lesort BDL CLL 30 10 0 30 Aug 2022
Memory Population in Continual Learning via Outlier Elimination J. Hurtado Alain Raymond-Sáez Vladimir Araujo Vincenzo Lomonaco Alvaro Soto D. Bacciu 33 9 0 04 Jul 2022
Continual Learning for Human State Monitoring Federico Matteoni Andrea Cossu Claudio Gallicchio Vincenzo Lomonaco D. Bacciu 37 5 0 29 Jun 2022
Sample Condensation in Online Continual Learning Mattia Sangermano Antonio Carta Andrea Cossu D. Bacciu DD 27 42 0 23 Jun 2022
Continual Learning with Guarantees via Weight Interval Constraints Maciej Wołczyk Karol J. Piczak Bartosz Wójcik Lukasz Pustelnik P. Morawiecki Jacek Tabor Tomasz Trzciñski Przemysław Spurek 23 9 0 16 Jun 2022
Continual-Learning-as-a-Service (CLaaS): On-Demand Efficient Adaptation of Predictive Models Rudy Semola Vincenzo Lomonaco D. Bacciu 27 9 0 14 Jun 2022
Continual Object Detection: A review of definitions, strategies, and challenges Angelo G. Menezes Gustavo de Moura Cézanne Alves André C. P. L. F. de Carvalho ObjD 68 51 0 30 May 2022
Continual evaluation for lifelong learning: Identifying the stability gap Matthias De Lange Gido M. van de Ven Tinne Tuytelaars CLL 111 41 0 26 May 2022
Feature Forgetting in Continual Representation Learning Xiao Zhang Dejing Dou Ji Wu CLL 19 5 0 26 May 2022
Incremental Learning with Differentiable Architecture and Forgetting Search James Smith Zachary Seymour Han-Pang Chiu OOD CLL AI4CE 42 4 0 19 May 2022
Continual Pre-Training Mitigates Forgetting in Language and Vision Andrea Cossu Tinne Tuytelaars Antonio Carta Lucia C. Passaro Vincenzo Lomonaco D. Bacciu KELM VLM CLL 22 69 0 19 May 2022
Contrastive Supervised Distillation for Continual Representation Learning Tommaso Barletti Niccoló Biondi F. Pernici Matteo Bruni A. Bimbo CLL 34 7 0 11 May 2022
Alleviating Representational Shift for Continual Fine-tuning Shibo Jie Zhi-Hong Deng Ziheng Li CLL 37 11 0 22 Apr 2022
Entropy-based Stability-Plasticity for Lifelong Learning Vladimir Araujo J. Hurtado Alvaro Soto Marie-Francine Moens CLL 32 15 0 18 Apr 2022
LifeLonger: A Benchmark for Continual Disease Classification Mohammad Mahdi Derakhshani Ivona Najdenkoska Tom van Sonsbeek Xiantong Zhen Dwarikanath Mahapatra M. Worring Cees G. M. Snoek 35 31 0 12 Apr 2022
Practical Recommendations for Replay-based Continual Learning Methods Gabriele Merlin Vincenzo Lomonaco Andrea Cossu Antonio Carta D. Bacciu CLL 19 28 0 19 Mar 2022
Sparsity and Heterogeneous Dropout for Continual Learning in the Null Space of Neural Activations Ali Abbasi Parsa Nooralinejad Vladimir Braverman Hamed Pirsiavash Soheil Kolouri CLL 39 16 0 12 Mar 2022
Avalanche RL: a Continual Reinforcement Learning Library Nicolo Lucchesi Antonio Carta Vincenzo Lomonaco Davide Bacciu 36 6 0 28 Feb 2022
Increasing Depth of Neural Networks for Life-long Learning Jkedrzej Kozal Michal Wo'zniak CLL 23 8 0 22 Feb 2022
Lifelong Learning Metrics Alexander New Megan M. Baker Eric Q. Nguyen Gautam K. Vallabha 16 17 0 20 Jan 2022
The CLEAR Benchmark: Continual LEArning on Real-World Imagery Zhiqiu Lin Jia Shi Deepak Pathak Deva Ramanan CLL VLM 148 92 0 17 Jan 2022
Technical Report for ICCV 2021 Challenge SSLAD-Track3B: Transformers Are Better Continual Learners Duo Li Guimei Cao Yunlu Xu Zhanzhan Cheng Yi Niu CLL 27 21 0 13 Jan 2022
Continual Learning for Unsupervised Anomaly Detection in Continuous Auditing of Financial Accounting Data Hamed Hemati Marco Schreyer Damian Borth 34 9 0 25 Dec 2021
Continual learning of longitudinal health records Jacob Armstrong David A. Clifton CLL KELM 27 15 0 22 Dec 2021
Ex-Model: Continual Learning from a Stream of Trained Models Antonio Carta Andrea Cossu Vincenzo Lomonaco D. Bacciu CLL 19 11 0 13 Dec 2021
Is Class-Incremental Enough for Continual Learning? Andrea Cossu G. Graffieti Lorenzo Pellegrini Davide Maltoni D. Bacciu Antonio Carta Vincenzo Lomonaco CLL 40 30 0 06 Dec 2021
Sustainable Artificial Intelligence through Continual Learning Andrea Cossu M. Ziosi Vincenzo Lomonaco CLL 14 6 0 17 Nov 2021
Continual Learning via Local Module Composition O. Ostapenko Pau Rodríguez López Massimo Caccia Laurent Charlin KELM CLL 48 66 0 15 Nov 2021
Online Continual Learning via Multiple Deep Metric Learning and Uncertainty-guided Episodic Memory Replay -- 3rd Place Solution for ICCV 2021 Workshop SSLAD Track 3A Continual Object Classification Muhammad Rifki Kurniawan Xing Wei Yihong Gong CLL 6 1 0 04 Nov 2021
2nd Place Solution for SODA10M Challenge 2021 -- Continual Detection Track Manoj Acharya Christopher Kanan 27 2 0 25 Oct 2021
Center Loss Regularization for Continual Learning Kaustubh Olpadkar Ekta Gavas CLL 19 1 0 21 Oct 2021
CORA: Benchmarks, Baselines, and Metrics as a Platform for Continual Reinforcement Learning Agents Sam Powers Eliot Xing Eric Kolve Roozbeh Mottaghi Abhinav Gupta OffRL 36 38 0 19 Oct 2021