Coresets via Bilevel Optimization for Continual Learning and Streaming

6 June 2020

Papers citing "Coresets via Bilevel Optimization for Continual Learning and Streaming"

50 / 149 papers shown

Title
Noise-Tolerant Coreset-Based Class Incremental Continual Learning Edison Mucllari Aswin Raghavan Z. Daniels CLL NoLa 140 0 0 23 Apr 2025
Data Selection for ERMs Steve Hanneke Shay Moran Alexander Shlimovich Amir Yehudayoff 31 0 0 20 Apr 2025
CoMBO: Conflict Mitigation via Branched Optimization for Class Incremental Segmentation Kai Fang Anqi Zhang Guangyu Gao Jianbo Jiao C. Liu Yunchao Wei CLL 51 0 0 05 Apr 2025
Hybrid Learners Do Not Forget: A Brain-Inspired Neuro-Symbolic Approach to Continual Learning Amin Banayeeanzade Mohammad Rostami CLL 53 0 0 16 Mar 2025
Finding the Muses: Identifying Coresets through Loss Trajectories M. Nagaraj Deepak Ravikumar Efstathia Soufleri Kaushik Roy 38 0 0 12 Mar 2025
Distilling Dataset into Neural Field DongHyeok Shin Heesun Bae Gyuwon Sim Wanmo Kang Il-Chul Moon DD 68 1 0 05 Mar 2025
On the Convergence of Adam-Type Algorithm for Bilevel Optimization under Unbounded Smoothness Xiaochuan Gong Jie Hao Mingrui Liu 58 0 0 05 Mar 2025
Unleashing the Power of Data Tsunami: A Comprehensive Survey on Data Assessment and Selection for Instruction Tuning of Language Models Yulei Qin Yuncheng Yang Pengcheng Guo Gang Li Hang Shao Yuchen Shi Zihan Xu Yun Gu Ke Li Xing Sun ALM 90 12 0 31 Dec 2024
A Nearly Optimal Single Loop Algorithm for Stochastic Bilevel Optimization under Unbounded Smoothness Xiaochuan Gong Jie Hao Mingrui Liu 44 3 0 31 Dec 2024
TAROT: Targeted Data Selection via Optimal Transport Lan Feng Fan Nie Yuejiang Liu Alexandre Alahi OT 128 1 0 30 Nov 2024
Continual Learning on a Data Diet Elif Ceren Gok Yildirim Murat Onur Yildirim Joaquin Vanschoren CLL 23 0 0 23 Oct 2024
Solving Continual Offline RL through Selective Weights Activation on Aligned Spaces Jifeng Hu Sili Huang Li Shen Zhejian Yang Shengchao Hu Shisong Tang H. Chen Yi-Ju Chang Dacheng Tao Lichao Sun OffRL 36 0 0 21 Oct 2024
BiSSL: A Bilevel Optimization Framework for Enhancing the Alignment Between Self-Supervised Pre-Training and Downstream Fine-Tuning Gustav Wagner Zakarias Lars Kai Hansen Z. Tan 27 0 0 03 Oct 2024
Structural-Entropy-Based Sample Selection for Efficient and Effective Learning Tianchi Xie Jiangning Zhu Guozu Ma Minzhi Lin Wei Chen Weikai Yang Shixia Liu 28 0 0 03 Oct 2024
An Accelerated Algorithm for Stochastic Bilevel Optimization under Unbounded Smoothness Xiaochuan Gong Jie Hao Mingrui Liu 43 2 0 28 Sep 2024
Pruning then Reweighting: Towards Data-Efficient Training of Diffusion Models Yize Li Yihua Zhang Sijia Liu Xue Lin 47 3 0 27 Sep 2024
Beyond Efficiency: Molecular Data Pruning for Enhanced Generalization Dingshuo Chen Zhixun Li Yuyan Ni Guibin Zhang Ding Wang Qiang Liu Shu Wu Jeffrey Xu Yu Liang Wang 49 4 0 02 Sep 2024
UDD: Dataset Distillation via Mining Underutilized Regions Shiguang Wang Zhongyu Zhang Jian Cheng DD 30 0 0 29 Aug 2024
D $^4$ M: Dataset Distillation via Disentangled Diffusion Model Duo Su Junjie Hou Weizhi Gao Yingjie Tian Bowen Tang DD 43 18 0 21 Jul 2024
Background Adaptation with Residual Modeling for Exemplar-Free Class-Incremental Semantic Segmentation Anqi Zhang Guangyu Gao CLL VLM 38 4 0 13 Jul 2024
Sketchy Moment Matching: Toward Fast and Provable Data Selection for Finetuning Yijun Dong Hoang Phan Xiang Pan Qi Lei 45 5 0 08 Jul 2024
Image Textualization: An Automatic Framework for Creating Accurate and Detailed Image Descriptions Renjie Pi Jianshu Zhang Jipeng Zhang Rui Pan Zhekai Chen Tong Zhang 3DV 47 19 0 11 Jun 2024
Effective Subset Selection Through The Lens of Neural Network Pruning Noga Bar Raja Giryes CVBM 41 0 0 03 Jun 2024
Calibrated Dataset Condensation for Faster Hyperparameter Search Mucong Ding Yuancheng Xu Tahseen Rabbani Xiaoyu Liu Brian J Gravelle Teresa M. Ranadive Tai-Ching Tuan Furong Huang DD 32 0 0 27 May 2024
Spectral Greedy Coresets for Graph Neural Networks Mucong Ding Yinhan He Jundong Li Furong Huang 25 3 0 27 May 2024
Unlearning Information Bottleneck: Machine Unlearning of Systematic Patterns and Biases Ling Han Hao Huang Dustin Scheinost Mary-Anne Hartley María Rodríguez Martínez MU 29 0 0 22 May 2024
Get more for less: Principled Data Selection for Warming Up Fine-Tuning in LLMs Feiyang Kang H. Just Yifan Sun Himanshu Jahagirdar Yuanzhi Zhang Rongxing Du Anit Kumar Sahu Ruoxi Jia 56 17 0 05 May 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
Fully Zeroth-Order Bilevel Programming via Gaussian Smoothing Alireza Aghasi Saeed Ghadimi 33 2 0 29 Mar 2024
FlashEval: Towards Fast and Accurate Evaluation of Text-to-image Diffusion Generative Models Lin Zhao Tianchen Zhao Zinan Lin Xuefei Ning Guohao Dai Huazhong Yang Yu Wang EGVM 47 7 0 25 Mar 2024
DaCapo: Accelerating Continuous Learning in Autonomous Systems for Video Analytics Yoonsung Kim Changhun Oh Jinwoo Hwang Wonung Kim Seongryong Oh Yubin Lee Hardik Sharma Amir Yazdanbakhsh Jongse Park 33 7 0 21 Mar 2024
The Power of Few: Accelerating and Enhancing Data Reweighting with Coreset Selection Mohammad Jafari Yimeng Zhang Yihua Zhang Sijia Liu 38 2 0 18 Mar 2024
Challenging Forgets: Unveiling the Worst-Case Forget Sets in Machine Unlearning Chongyu Fan Jiancheng Liu Alfred Hero Sijia Liu MU 22 28 0 12 Mar 2024
One Category One Prompt: Dataset Distillation using Diffusion Models Ali Abbasi Ashkan Shahbazi Hamed Pirsiavash Soheil Kolouri DiffM DD 40 3 0 11 Mar 2024
How to Train Data-Efficient LLMs Noveen Sachdeva Benjamin Coleman Wang-Cheng Kang Jianmo Ni Lichan Hong Ed H. Chi James Caverlee Julian McAuley D. Cheng 29 51 0 15 Feb 2024
Principled Penalty-based Methods for Bilevel Reinforcement Learning and RLHF Han Shen Zhuoran Yang Tianyi Chen OffRL 32 14 0 10 Feb 2024
Bilevel Optimization under Unbounded Smoothness: A New Algorithm and Convergence Analysis Jie Hao Xiaochuan Gong Mingrui Liu 25 7 0 17 Jan 2024
Catastrophic Forgetting in Deep Learning: A Comprehensive Taxonomy Everton L. Aleixo J. Colonna Marco Cristo Everlandio Fernandes CLL 50 22 0 16 Dec 2023
PBES: PCA Based Exemplar Sampling Algorithm for Continual Learning Sahil Nokhwal Nirman Kumar CLL 31 3 0 14 Dec 2023
Continual Learning through Networks Splitting and Merging with Dreaming-Meta-Weighted Model Fusion Yi Sun Xin Xu Jian Li Guanglei Xie Yifei Shi Qiang Fang CLL MoMe 26 1 0 12 Dec 2023
REDUCR: Robust Data Downsampling Using Class Priority Reweighting William Bankes George Hughes Ilija Bogunovic Zi Wang 18 3 0 01 Dec 2023
Enabling On-Device Large Language Model Personalization with Self-Supervised Data Selection and Synthesis Ruiyang Qin Jun Xia Zhenge Jia Meng-Long Jiang Ahmed Abbasi Peipei Zhou Jingtong Hu Yiyu Shi 24 18 0 21 Nov 2023
Online Continual Knowledge Learning for Language Models Yuhao Wu Tongjun Shi Karthick Sharma Chun Seah Shuhao Zhang CLL KELM 23 4 0 16 Nov 2023
Refined Coreset Selection: Towards Minimal Coreset Size under Model Performance Constraints Xiaobo Xia Jiale Liu Shaokun Zhang Qingyun Wu Hongxin Wei Tongliang Liu 42 9 0 15 Nov 2023
Fair Wasserstein Coresets Zikai Xiong Niccolò Dalmasso Shubham Sharma Freddy Lecue Daniele Magazzeni Vamsi K. Potluru T. Balch Manuela Veloso 34 2 0 09 Nov 2023
Coordinated Replay Sample Selection for Continual Federated Learning Jack Good Jimit Majmudar Christophe Dupuy Jixuan Wang Charith Peris Clement Chung Richard Zemel Rahul Gupta 25 2 0 23 Oct 2023
Farzi Data: Autoregressive Data Distillation Noveen Sachdeva Zexue He Wang-Cheng Kang Jianmo Ni D. Cheng Julian McAuley DD 19 3 0 15 Oct 2023
Selectivity Drives Productivity: Efficient Dataset Pruning for Enhanced Transfer Learning Yihua Zhang Yimeng Zhang Aochuan Chen Jinghan Jia Jiancheng Liu Gaowen Liu Min-Fong Hong Shiyu Chang Sijia Liu AAML 29 8 0 13 Oct 2023
Self-Supervised Dataset Distillation for Transfer Learning Dong Bok Lee Seanie Lee Joonho Ko Kenji Kawaguchi Juho Lee Sung Ju Hwang DD 44 3 0 10 Oct 2023
Deep Concept Removal Yegor Klochkov Jean-François Ton Ruocheng Guo Yang Liu Hang Li 13 0 0 09 Oct 2023