Replay in Deep Learning: Current Approaches and Missing Biological Elements

1 April 2021

Papers citing "Replay in Deep Learning: Current Approaches and Missing Biological Elements"

50 / 56 papers shown

Title
Scalable Strategies for Continual Learning with Replay Truman Hickok CLL 19 0 0 18 May 2025
Sequence Transferability and Task Order Selection in Continual Learning T. Nguyen Cuong N. Nguyen Quang Pham B. T. Nguyen Savitha Ramasamy Xiaoli Li Cuong V Nguyen 85 0 0 10 Feb 2025
Unsupervised Replay Strategies for Continual Learning with Limited Data Anthony Bazhenov Pahan Dewasurendra G. Krishnan Jean Erik Delanois CLL 24 0 0 21 Oct 2024
Streaming Deep Reinforcement Learning Finally Works Mohamed Elsayed Gautham Vasan A. R. Mahmood OffRL 54 4 0 18 Oct 2024
Core Tokensets for Data-efficient Sequential Training of Transformers Subarnaduti Paul Manuel Brack P. Schramowski Kristian Kersting Martin Mundt 37 0 0 08 Oct 2024
Tiny Robotics Dataset and Benchmark for Continual Object Detection Francesco Pasti Riccardo De Monte Davide Dalle Pezze Gian Antonio Susto Nicola Bellotto 47 1 0 24 Sep 2024
Replay Consolidation with Label Propagation for Continual Object Detection Riccardo De Monte Davide Dalle Pezze Marina Ceccon Francesco Pasti Francesco Paissan Elisabetta Farella Gian Antonio Susto Nicola Bellotto 42 2 0 09 Sep 2024
Bridging Neuroscience and AI: Environmental Enrichment as a Model for Forward Knowledge Transfer Rajat Saxena Bruce L. McNaughton CLL 59 2 0 12 May 2024
Brain-Inspired Continual Learning-Robust Feature Distillation and Re-Consolidation for Class Incremental Learning Hikmat Khan N. Bouaynaya Ghulam Rasool CLL 38 1 0 22 Apr 2024
Calibration of Continual Learning Models Lanpei Li Elia Piccoli Andrea Cossu Davide Bacciu Vincenzo Lomonaco CLL 45 2 0 11 Apr 2024
Addressing Loss of Plasticity and Catastrophic Forgetting in Continual Learning Mohamed Elsayed A. Rupam Mahmood CLL 58 20 0 31 Mar 2024
Consistent Prompting for Rehearsal-Free Continual Learning Zhanxin Gao Jun Cen Xiaobin Chang VLM CLL 42 25 0 13 Mar 2024
Continual Learning by Three-Phase Consolidation Davide Maltoni Lorenzo Pellegrini CLL 36 0 0 12 Mar 2024
Interactive Continual Learning Architecture for Long-Term Personalization of Home Service Robots Ali Ayub Chrystopher L. Nehaniv Kerstin Dautenhahn CLL 44 3 0 06 Mar 2024
Sleep-Like Unsupervised Replay Improves Performance when Data are Limited or Unbalanced Anthony Bazhenov Pahan Dewasurendra G. Krishnan Jean Erik Delanois 24 1 0 12 Feb 2024
Where is the Truth? The Risk of Getting Confounded in a Continual World Florian Peter Busch Roshni Kamath Rupert Mitchell Wolfgang Stammer Kristian Kersting Martin Mundt CML CLL 34 4 0 09 Feb 2024
Design Principles for Lifelong Learning AI Accelerators Dhireesha Kudithipudi Anurag Daram Abdullah M. Zyarah Fatima Tuz Zohora J. Aimone ... Emre Neftci M. Mattina Vincenzo Lomonaco Clare D. Thiem Benjamin Epstein 53 17 0 05 Oct 2023
GRASP: A Rehearsal Policy for Efficient Online Continual Learning Md Yousuf Harun Jhair Gallardo Junyu Chen Christopher Kanan CLL 43 9 0 25 Aug 2023
Improving Replay Sample Selection and Storage for Less Forgetting in Continual Learning Daniel Brignac N. Lobo Abhijit Mahalanobis KELM 28 11 0 03 Aug 2023
Class-Incremental Mixture of Gaussians for Deep Continual Learning Lukasz Korycki Bartosz Krawczyk CLL BDL 23 1 0 09 Jul 2023
Masked Autoencoders are Efficient Continual Federated Learners Subarnaduti Paul Lars-Joel Frey Roshni Kamath Kristian Kersting Martin Mundt CLL FedML 32 1 0 06 Jun 2023
Overcoming the Stability Gap in Continual Learning Md Yousuf Harun Christopher Kanan AI4CE 45 11 0 02 Jun 2023
SHARP: Sparsity and Hidden Activation RePlay for Neuro-Inspired Continual Learning Mustafa Burak Gurbuz J. M. Moorman Constantinos Dovrolis CLL 34 0 0 29 May 2023
Exploiting Large Neuroimaging Datasets to Create Connectome-Constrained Approaches for more Robust, Efficient, and Adaptable Artificial Intelligence Erik C. Johnson Brian S. Robinson Gautam K. Vallabha Justin Joyce Jordan K. Matelsky ... Matthew J. Roos I-J. Wang Brock Andrew Wester William R. Gray Roncal J. Hoffmann 45 1 0 26 May 2023
Continual Learning through Human-Robot Interaction: Human Perceptions of a Continual Learning Robot in Repeated Interactions Ali Ayub Zachary De Francesco Patrick Holthaus Chrystopher L. Nehaniv Kerstin Dautenhahn CLL HAI 44 5 0 22 May 2023
A Study of Biologically Plausible Neural Network: The Role and Interactions of Brain-Inspired Mechanisms in Continual Learning F. Sarfraz Elahe Arani Bahram Zonooz 37 2 0 13 Apr 2023
Adiabatic replay for continual learning Alexander Krawczyk A. Gepperth 45 3 0 23 Mar 2023
SIESTA: Efficient Online Continual Learning with Sleep Md Yousuf Harun Jhair Gallardo Tyler L. Hayes Ronald Kemker Christopher Kanan CLL 58 19 0 19 Mar 2023
Error Sensitivity Modulation based Experience Replay: Mitigating Abrupt Representation Drift in Continual Learning F. Sarfraz Elahe Arani Bahram Zonooz KELM CLL 40 26 0 14 Feb 2023
A Comprehensive Survey of Continual Learning: Theory, Method and Application Liyuan Wang Xingxing Zhang Hang Su Jun Zhu KELM CLL 63 611 0 31 Jan 2023
Streaming LifeLong Learning With Any-Time Inference S. Banerjee Vinay Kumar Verma Vinay P. Namboodiri CLL 35 3 0 27 Jan 2023
Class-Incremental Learning with Repetition Hamed Hemati Andrea Cossu Antonio Carta J. Hurtado Lorenzo Pellegrini D. Bacciu Vincenzo Lomonaco Damian Borth 49 10 0 26 Jan 2023
Self-recovery of memory via generative replay Zhenglong Zhou Geshi Yeung A. Schapiro CLL OffRL 32 1 0 15 Jan 2023
Continual Learning of Natural Language Processing Tasks: A Survey Zixuan Ke Bin Liu KELM CLL VLM 37 69 0 23 Nov 2022
An Investigation of the Combination of Rehearsal and Knowledge Distillation in Continual Learning for Spoken Language Understanding Umberto Cappellazzo Daniele Falavigna Alessio Brutti CLL 30 2 0 15 Nov 2022
LLEDA -- Lifelong Self-Supervised Domain Adaptation Mamatha Thota Dewei Yi Georgios Leontidis CLL 73 7 0 12 Nov 2022
Cold Start Streaming Learning for Deep Networks Cameron R. Wolfe Anastasios Kyrillidis CLL 23 2 0 09 Nov 2022
How Relevant is Selective Memory Population in Lifelong Language Learning? Vladimir Araujo Helena Balabin J. Hurtado Alvaro Soto Marie-Francine Moens CLL KELM 42 7 0 03 Oct 2022
Continual learning benefits from multiple sleep mechanisms: NREM, REM, and Synaptic Downscaling Brian S. Robinson Clare W. Lau Alexander New S. Nichols Erik C. Johnson M. Wolmetz W. Coon 27 0 0 09 Sep 2022
Dynamic Memory-based Curiosity: A Bootstrap Approach for Exploration Zijian Gao Yiying Li Kele Xu Yuanzhao Zhai Dawei Feng Bo Ding Xinjun Mao Huaimin Wang 38 0 0 24 Aug 2022
Model-Free Generative Replay for Lifelong Reinforcement Learning: Application to Starcraft-2 Z. Daniels Aswin Raghavan Jesse Hostetler Abrar Rahman Indranil Sur M. Piacentino Ajay Divakaran CLL OffRL 36 12 0 09 Aug 2022
Large Language Models and the Reverse Turing Test T. Sejnowski ELM 28 107 0 28 Jul 2022
Continual Learning for Human State Monitoring Federico Matteoni Andrea Cossu Claudio Gallicchio Vincenzo Lomonaco D. Bacciu 42 5 0 29 Jun 2022
NISPA: Neuro-Inspired Stability-Plasticity Adaptation for Continual Learning in Sparse Networks Mustafa Burak Gurbuz C. Dovrolis CLL 27 45 0 18 Jun 2022
SYNERgy between SYNaptic consolidation and Experience Replay for general continual learning F. Sarfraz Elahe Arani Bahram Zonooz CLL 34 11 0 08 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 73 51 0 30 May 2022
Entropy-based Stability-Plasticity for Lifelong Learning Vladimir Araujo J. Hurtado Alvaro Soto Marie-Francine Moens CLL 32 15 0 18 Apr 2022
Sapinet: A sparse event-based spatiotemporal oscillator for learning in the wild Ayon Borthakur 23 0 0 13 Apr 2022
Generative Negative Replay for Continual Learning G. Graffieti Davide Maltoni Lorenzo Pellegrini Vincenzo Lomonaco 39 11 0 12 Apr 2022
Online Continual Learning for Embedded Devices Tyler L. Hayes Christopher Kanan CLL 40 54 0 21 Mar 2022