Towards Robust Evaluations of Continual Learning

24 May 2018

Papers citing "Towards Robust Evaluations of Continual Learning"

50 / 191 papers shown

Title
CLVOS23: A Long Video Object Segmentation Dataset for Continual Learning Amir Nazemi Zeyad Moustafa Paul Fieguth VOS CLL 8 5 0 09 Apr 2023
Error Sensitivity Modulation based Experience Replay: Mitigating Abrupt Representation Drift in Continual Learning F. Sarfraz Elahe Arani Bahram Zonooz KELM CLL 36 25 0 14 Feb 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 24 15 0 18 Jan 2023
Latent Spectral Regularization for Continual Learning Emanuele Frascaroli Riccardo Benaglia Matteo Boschini Luca Moschella Cosimo Fiorini Emanuele Rodolà Simone Calderara BDL CLL 22 3 0 09 Jan 2023
Generative appearance replay for continual unsupervised domain adaptation Boqi Chen Kevin Thandiackal Pushpak Pati O. Goksel CLL MedIm 29 11 0 03 Jan 2023
Dynamically Modular and Sparse General Continual Learning Arnav Varma Elahe Arani Bahram Zonooz 16 1 0 02 Jan 2023
Sparse Coding in a Dual Memory System for Lifelong Learning F. Sarfraz Elahe Arani Bahram Zonooz CLL 16 20 0 28 Dec 2022
Hierarchically Structured Task-Agnostic Continual Learning Heinke Hihn Daniel A. Braun BDL CLL 19 8 0 14 Nov 2022
On the Effectiveness of Lipschitz-Driven Rehearsal in Continual Learning Lorenzo Bonicelli Matteo Boschini Angelo Porrello C. Spampinato Simone Calderara CLL 18 44 0 12 Oct 2022
Schedule-Robust Online Continual Learning Ruohan Wang Marco Ciccone Giulia Luise A. Yapp Massimiliano Pontil C. Ciliberto CLL 32 4 0 11 Oct 2022
Disentangling Transfer in Continual Reinforcement Learning Maciej Wołczyk Michal Zajkac Razvan Pascanu Lukasz Kuciñski Piotr Milo's CLL 62 27 0 28 Sep 2022
Bayesian Continual Learning via Spiking Neural Networks N. Skatchkovsky Hyeryung Jang Osvaldo Simeone BDL 30 17 0 29 Aug 2022
Quantum Multi-Agent Meta Reinforcement Learning Won Joon Yun Jihong Park Joongheon Kim 19 34 0 22 Aug 2022
On the Limitations of Continual Learning for Malware Classification Mohammad Saidur Rahman Scott E. Coull M. Wright 26 13 0 13 Aug 2022
Latent Properties of Lifelong Learning Systems Corban G. Rivera C. Ashcraft Alexander New J. Schmidt Gautam K. Vallabha CLL 10 0 0 28 Jul 2022
Consistency is the key to further mitigating catastrophic forgetting in continual learning Prashant Bhat Bahram Zonooz Elahe Arani CLL 32 16 0 11 Jul 2022
SYNERgy between SYNaptic consolidation and Experience Replay for general continual learning F. Sarfraz Elahe Arani Bahram Zonooz CLL 21 11 0 08 Jun 2022
Effects of Auxiliary Knowledge on Continual Learning Giovanni Bellitto M. Pennisi S. Palazzo Lorenzo Bonicelli Matteo Boschini Simone Calderara C. Spampinato CLL 17 6 0 03 Jun 2022
Analysis of Catastrophic Forgetting for Random Orthogonal Transformation Tasks in the Overparameterized Regime Daniel Goldfarb Paul Hand CLL 20 10 0 01 Jun 2022
Transfer without Forgetting Matteo Boschini Lorenzo Bonicelli Angelo Porrello Giovanni Bellitto M. Pennisi S. Palazzo C. Spampinato Simone Calderara CLL 11 46 0 01 Jun 2022
Feature Forgetting in Continual Representation Learning Xiao Zhang Dejing Dou Ji Wu CLL 13 5 0 26 May 2022
The Effect of Task Ordering in Continual Learning Samuel J. Bell Neil D. Lawrence CLL 46 17 0 26 May 2022
Memory-efficient Reinforcement Learning with Value-based Knowledge Consolidation Qingfeng Lan Yangchen Pan Jun-Jie Luo A. R. Mahmood OffRL 24 6 0 22 May 2022
Explain to Not Forget: Defending Against Catastrophic Forgetting with XAI Sami Ede Serop Baghdadlian Leander Weber A. Nguyen Dario Zanca Wojciech Samek Sebastian Lapuschkin CLL 27 6 0 04 May 2022
Sylph: A Hypernetwork Framework for Incremental Few-shot Object Detection Li Yin Juan-Manuel Perez-Rua Kevin J Liang ObjD 25 35 0 25 Mar 2022
L2Explorer: A Lifelong Reinforcement Learning Assessment Environment Erik C. Johnson Eric Q. Nguyen B. Schreurs Chigozie Ewulum C. Ashcraft Neil Fendley Megan M. Baker Alexander New Gautam K. Vallabha 11 9 0 14 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 34 16 0 12 Mar 2022
Increasing Depth of Neural Networks for Life-long Learning Jkedrzej Kozal Michal Wo'zniak CLL 15 8 0 22 Feb 2022
Learning Fast, Learning Slow: A General Continual Learning Method based on Complementary Learning System Elahe Arani F. Sarfraz Bahram Zonooz CLL 90 121 0 29 Jan 2022
Lifelong Learning Metrics Alexander New Megan M. Baker Eric Q. Nguyen Gautam K. Vallabha 14 17 0 20 Jan 2022
The CLEAR Benchmark: Continual LEArning on Real-World Imagery Zhiqiu Lin Jia Shi Deepak Pathak Deva Ramanan CLL VLM 139 91 0 17 Jan 2022
Mixture of basis for interpretable continual learning with distribution shifts Mengda Xu Sumitra Ganesh Pranay Pasula OOD 19 1 0 05 Jan 2022
Class-Incremental Continual Learning into the eXtended DER-verse Matteo Boschini Lorenzo Bonicelli Pietro Buzzega Angelo Porrello Simone Calderara CLL BDL 23 128 0 03 Jan 2022
Continual learning of longitudinal health records Jacob Armstrong David A. Clifton CLL KELM 16 15 0 22 Dec 2021
Learning to Prompt for Continual Learning Zifeng Wang Zizhao Zhang Chen-Yu Lee Han Zhang Ruoxi Sun Xiaoqi Ren Guolong Su Vincent Perot Jennifer Dy Tomas Pfister CLL VPVLM KELM VLM 22 729 0 16 Dec 2021
Overcome Anterograde Forgetting with Cycled Memory Networks Jian Peng Dingqi. Ye Bo Tang Yinjie Lei Yu Liu Haifeng Li KELM CLL 23 1 0 04 Dec 2021
Learning Curves for Continual Learning in Neural Networks: Self-Knowledge Transfer and Forgetting Ryo Karakida S. Akaho CLL 24 11 0 03 Dec 2021
Reviewing continual learning from the perspective of human-level intelligence Yifan Chang Wenbo Li Jian Peng Bo Tang Yuzhi Kang Yinjie Lei Yuanmiao Gui Qing Zhu Yu Liu Haifeng Li 26 4 0 23 Nov 2021
DyTox: Transformers for Continual Learning with DYnamic TOken eXpansion Arthur Douillard Alexandre Ramé Guillaume Couairon Matthieu Cord CLL 30 295 0 22 Nov 2021
Continual Learning via Local Module Composition O. Ostapenko Pau Rodríguez López Massimo Caccia Laurent Charlin KELM CLL 34 66 0 15 Nov 2021
International Workshop on Continual Semi-Supervised Learning: Introduction, Benchmarks and Baselines Ajmal Shahbaz Salman Khan M. Hossain Vincenzo Lomonaco Kevin J. Cannons Zhan Xu Fabio Cuzzolin CLL MU 11 4 0 27 Oct 2021
Class Incremental Online Streaming Learning S. Banerjee Vinay K. Verma T. Parag M. Singh Vinay P. Namboodiri CLL 29 4 0 20 Oct 2021
Behavioral Experiments for Understanding Catastrophic Forgetting Samuel J. Bell Neil D. Lawrence 22 4 0 20 Oct 2021
Continual Learning on Noisy Data Streams via Self-Purified Replay C. Kim Jinseo Jeong Sang-chul Moon Gunhee Kim CLL 32 39 0 14 Oct 2021
CLEVA-Compass: A Continual Learning EValuation Assessment Compass to Promote Research Transparency and Comparability Martin Mundt Steven Braun Quentin Delfosse Kristian Kersting 21 35 0 07 Oct 2021
Robust Importance Sampling for Error Estimation in the Context of Optimal Bayesian Transfer Learning Omar Maddouri Xiaoning Qian Francis J. Alexander E. R. Dougherty Byung-Jun Yoon 11 4 0 05 Sep 2021
Adaptive Explainable Continual Learning Framework for Regression Problems with Focus on Power Forecasts Yujiang He AI4TS CLL 14 2 0 24 Aug 2021
Online Continual Learning with Natural Distribution Shifts: An Empirical Study with Visual Data Zhipeng Cai Ozan Sener V. Koltun CLL 15 83 0 20 Aug 2021
Continual Semi-Supervised Learning through Contrastive Interpolation Consistency Matteo Boschini Pietro Buzzega Lorenzo Bonicelli Angelo Porrello Simone Calderara CLL 27 40 0 14 Aug 2021
Sequoia: A Software Framework to Unify Continual Learning Research Fabrice Normandin Florian Golemo O. Ostapenko Pau Rodríguez López Matthew D Riemer ... Dominic Zhao Timothée Lesort Laurent Charlin Irina Rish Massimo Caccia CLL 6 20 0 02 Aug 2021