Efficient Lifelong Learning with A-GEM

2 December 2018

Papers citing "Efficient Lifelong Learning with A-GEM"

50 / 696 papers shown

Title
Adaptive Cascading Network for Continual Test-Time Adaptation Kien X. Nguyen Fengchun Qiao Xi Peng TTA CLL VLM 35 1 0 17 Jul 2024
CroMo-Mixup: Augmenting Cross-Model Representations for Continual Self-Supervised Learning Erum Mushtaq D. Yaldiz Yavuz Faruk Bakman Jie Ding Chenyang Tao Dimitrios Dimitriadis A. Avestimehr CLL 42 1 0 16 Jul 2024
SwitchCIT: Switching for Continual Instruction Tuning of Large Language Models Xinbo Wu Max Hartman Vidhata Arjun Jayaraman L. Varshney CLL LRM 34 1 0 16 Jul 2024
Seq-to-Final: A Benchmark for Tuning from Sequential Distributions to a Final Time Point Christina X. Ji Ahmed M. Alaa David Sontag OOD 55 0 0 12 Jul 2024
Human-like Episodic Memory for Infinite Context LLMs Z. Fountas Martin A Benfeghoul Adnan Oomerjee Fenia Christopoulou Gerasimos Lampouras Haitham Bou-Ammar Jun Wang 31 18 0 12 Jul 2024
iNeMo: Incremental Neural Mesh Models for Robust Class-Incremental Learning Tom Fischer Yaoyao Liu Artur Jesslen Noor Ahmed Prakhar Kaushik Angtian Wang Alan L. Yuille Adam Kortylewski Eddy Ilg CLL AI4CE 40 1 0 12 Jul 2024
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 36 9 0 11 Jul 2024
Towards stable training of parallel continual learning Li Yuepan Fan Lyu Yuyang Li Wei Feng Guangcan Liu Fanhua Shang 53 0 0 11 Jul 2024
Lifelong Histopathology Whole Slide Image Retrieval via Distance Consistency Rehearsal Xinyu Zhu Zhiguo Jiang Kun-Hsuan Wu Jun Shi Yushan Zheng CLL 37 4 0 11 Jul 2024
How to Leverage Predictive Uncertainty Estimates for Reducing Catastrophic Forgetting in Online Continual Learning Giuseppe Serra Ben Werner Florian Buettner 45 2 0 10 Jul 2024
CrowdTransfer: Enabling Crowd Knowledge Transfer in AIoT Community Yan Liu Bin Guo Nuo Li Yasan Ding Zhouyangzi Zhang Zhiwen Yu 50 1 0 09 Jul 2024
Mamba-FSCIL: Dynamic Adaptation with Selective State Space Model for Few-Shot Class-Incremental Learning Xiaojie Li Yibo Yang Jianlong Wu Guohao Li Liqiang Nie Min Zhang Mamba 41 5 0 08 Jul 2024
Embracing Massive Medical Data Yu-Cheng Chou Zongwei Zhou Alan Yuille CLL OOD 35 4 0 05 Jul 2024
Continual Learning Optimizations for Auto-regressive Decoder of Multilingual ASR systems Chin Yuen Kwok J. Yip Eng Siong Chng CLL 46 1 0 04 Jul 2024
TEAL: New Selection Strategy for Small Buffers in Experience Replay Class Incremental Learning Shahar Shaul-Ariel D. Weinshall VLM 37 0 0 30 Jun 2024
Characterizing Continual Learning Scenarios and Strategies for Audio Analysis Ruchi Bhatt Pratibha Kumari Dwarikanath Mahapatra Abdulmotaleb El Saddik Mukesh Saini CLL 45 3 0 29 Jun 2024
The impact of model size on catastrophic forgetting in Online Continual Learning Eunhae Lee CLL 41 0 0 28 Jun 2024
MoE-CT: A Novel Approach For Large Language Models Training With Resistance To Catastrophic Forgetting Tianhao Li Shangjie Li Binbin Xie Deyi Xiong Baosong Yang CLL 50 3 0 25 Jun 2024
Forget but Recall: Incremental Latent Rectification in Continual Learning Nghia D. Nguyen Hieu Trung Nguyen Ang Li H. Pham Viet Anh Nguyen Khoa D. Doan CLL 53 0 0 25 Jun 2024
PromptDSI: Prompt-based Rehearsal-free Instance-wise Incremental Learning for Document Retrieval Tuan-Luc Huynh Thuy-Trang Vu Weiqing Wang Yinwei Wei Trung Le D. Gašević Yuan-Fang Li Thanh-Toan Do VLM CLL 43 0 0 18 Jun 2024
Forgetting Order of Continual Learning: Examples That are Learned First are Forgotten Last Guy Hacohen Tinne Tuytelaars 42 2 0 14 Jun 2024
Reflecting on the State of Rehearsal-free Continual Learning with Pretrained Models Lukas Thede Karsten Roth Olivier J. Hénaff Matthias Bethge Zeynep Akata CLL 47 5 0 13 Jun 2024
Enhancing Domain Adaptation through Prompt Gradient Alignment Hoang Phan Lam C. Tran Quyen Tran Trung Le 52 0 0 13 Jun 2024
A Parameter-efficient Language Extension Framework for Multilingual ASR Wei Liu Jingyong Hou Dong Yang Muyong Cao Tan Lee CLL 70 2 0 10 Jun 2024
A Statistical Theory of Regularization-Based Continual Learning Xuyang Zhao Huiyuan Wang Weiran Huang Wei Lin 37 13 0 10 Jun 2024
CCSI: Continual Class-Specific Impression for Data-free Class Incremental Learning Sana Ayromlou Teresa S. M. Tsang Purang Abolmaesumi Xiaoxiao Li CLL 38 2 0 09 Jun 2024
Revisiting Catastrophic Forgetting in Large Language Model Tuning Hongyu Li Liang Ding Meng Fang Dacheng Tao CLL KELM 55 16 0 07 Jun 2024
LoRA-Whisper: Parameter-Efficient and Extensible Multilingual ASR Zheshu Song Jianheng Zhuo Yifan Yang Ziyang Ma Shixiong Zhang Xie Chen 36 9 0 07 Jun 2024
CLoG: Benchmarking Continual Learning of Image Generation Models Haotian Zhang Junting Zhou Haowei Lin Hang Ye Jianhua Zhu Zihao Wang Liangcai Gao Yizhou Wang Yitao Liang DiffM VLM 37 1 0 07 Jun 2024
Parameterizing Federated Continual Learning for Reproducible Research Bart Cox Jeroen Galjaard Aditya Shankar Jérémie Decouchant Lydia Y. Chen FedML 56 0 0 04 Jun 2024
Conditional Language Learning with Context X. Zhang Miao Li Ji Wu 57 3 0 04 Jun 2024
Provable Contrastive Continual Learning Yichen Wen Zhiquan Tan Kaipeng Zheng Chuanlong Xie Weiran Huang CLL 34 4 0 29 May 2024
Lifelong Learning and Selective Forgetting via Contrastive Strategy Li Shan Wenzhang Zhou Wei Li Xingyu Ding CLL 31 2 0 28 May 2024
Online Analytic Exemplar-Free Continual Learning with Large Models for Imbalanced Autonomous Driving Task Huiping Zhuang Di Fang Kai Tong Yuchen Liu Ziqian Zeng Xu Zhou Cen Chen CLL 36 1 0 28 May 2024
Improving Data-aware and Parameter-aware Robustness for Continual Learning Hanxi Xiao Fan Lyu CLL 35 0 0 27 May 2024
Towards Cross-modal Backward-compatible Representation Learning for Vision-Language Models Young Kyun Jang Ser-nam Lim VLM 37 1 0 23 May 2024
U-TELL: Unsupervised Task Expert Lifelong Learning Indu Solomon Aye Phyu Phyu Aung Uttam Kumar Senthilnath Jayavelu CLL 34 1 0 23 May 2024
Overcoming Catastrophic Forgetting by Exemplar Selection in Task-oriented Dialogue System Chen Chen Ruizhe Li Yuchen Hu Yuanyuan Chen Chengwei Qin Qiang Zhang CLL 41 2 0 16 May 2024
MGSER-SAM: Memory-Guided Soft Experience Replay with Sharpness-Aware Optimization for Enhanced Continual Learning Xingyu Li Bo Tang VLM CLL 40 0 0 15 May 2024
Overcoming Domain Drift in Online Continual Learning Fan Lyu Daofeng Liu Linglan Zhao Zhang Zhang Fanhua Shang Fuyuan Hu Wei Feng Liang Wang CLL 40 1 0 15 May 2024
Liquid Ensemble Selection for Continual Learning Carter Blair Ben Armstrong Kate Larson FedML OOD CLL 16 0 0 12 May 2024
Cross-Domain Continual Learning via CLAMP Weiwei Weng Mahardhika Pratama Jie Zhang Chen Chen E. Yapp Savitha Ramasamy 37 1 0 12 May 2024
A Methodology-Oriented Study of Catastrophic Forgetting in Incremental Deep Neural Networks Ashutosh Kumar Sonali Agarwal D. J. Hemanth 43 0 0 11 May 2024
Non-stationary Domain Generalization: Theory and Algorithm Thai-Hoang Pham Xueru Zhang Ping Zhang OOD 51 1 0 10 May 2024
Few-Shot Class Incremental Learning via Robust Transformer Approach Naeem Paeedeh Mahardhika Pratama S. Wibirama Wolfgang Mayer Zehong Cao Ryszard Kowalczyk CLL 32 2 0 08 May 2024
Integrating Present and Past in Unsupervised Continual Learning Yipeng Zhang Laurent Charlin R. Zemel Mengye Ren CLL 43 3 0 29 Apr 2024
Beyond Imitation: A Life-long Policy Learning Framework for Path Tracking Control of Autonomous Driving Cheng Gong Chao Lu Zirui Li Zhe Liu Jianwei Gong Xuemei Chen 38 2 0 26 Apr 2024
Continual Learning of Large Language Models: A Comprehensive Survey Haizhou Shi Zihao Xu Hengyi Wang Weiyi Qin Wenyuan Wang Yibin Wang Zifeng Wang Sayna Ebrahimi Hao Wang CLL KELM LRM 52 64 0 25 Apr 2024
Q-Tuning: Queue-based Prompt Tuning for Lifelong Few-shot Language Learning Yanhui Guo Shaoyuan Xu Jinmiao Fu Jia-Wei Liu Chaosheng Dong Bryan Wang VLM CLL 33 5 0 22 Apr 2024
QCore: Data-Efficient, On-Device Continual Calibration for Quantized Models -- Extended Version David Campos Bin Yang Tung Kieu Miao Zhang Chenjuan Guo Christian S. Jensen 39 7 0 22 Apr 2024