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DECORE: Deep Compression with Reinforcement Learning

Computer Vision and Pattern Recognition (CVPR), 2021

11 June 2021

Papers citing "DECORE: Deep Compression with Reinforcement Learning"

26 / 26 papers shown

Title
FastForward Pruning: Efficient LLM Pruning via Single-Step Reinforcement Learning Xin Yuan S. Li Jiateng Wei Chengrui Zhu Yanming Wu Qingpeng Li Jiajun Lv Xiaoke Lan Jun Chen Yong-Jin Liu OffRL 344 0 0 24 Nov 2025
LinDeps: A Fine-tuning Free Post-Pruning Method to Remove Layer-Wise Linear Dependencies with Guaranteed Performance Preservation Maxim Henry Adrien Deliège A. Cioppa Marc Van Droogenbroeck VLM 153 0 0 29 Jul 2025
Pruning Everything, Everywhere, All at Once Gustavo Henrique do Nascimento Ian Pons A. H. R. Costa Artur Jordao 201 1 0 04 Jun 2025
Sketch Down the FLOPs: Towards Efficient Networks for Human SketchComputer Vision and Pattern Recognition (CVPR), 2025 Aneeshan Sain Subhajit Maity Pinaki Nath Chowdhury Subhadeep Koley A. Bhunia Yi-Zhe Song 3DH 228 0 0 29 May 2025
Automatic Complementary Separation Pruning Toward Lightweight CNNs David Levin Gonen Singer 206 0 0 19 May 2025
Action Tokenizer Matters in In-Context Imitation Learning An Vuong M. Vu Dong An Ian Reid 382 3 0 03 Mar 2025
Hardware-Aware DNN Compression for Homogeneous Edge Devices Kunlong Zhang Guiying Li Ning Lu Peng Yang Shengcai Liu 221 1 0 25 Jan 2025
OpenRFT: Adapting Reasoning Foundation Model for Domain-specific Tasks with Reinforcement Fine-Tuning Yuxiang Zhang Yuqi Yang Jiangming Shu Yuhang Wang Jinlin Xiao Jitao Sang ALM VLM OffRL LRM 220 11 0 22 Dec 2024
Layer Pruning with Consensus: A Triple-Win SolutionIEEE Access (IEEE Access), 2024 Leandro Giusti Mugnaini Carolina Tavares Duarte Anna Helena Reali Costa Artur Jordao 266 1 0 21 Nov 2024
An Effective Information Theoretic Framework for Channel Pruning Yihao Chen Zefang Wang 189 10 0 14 Aug 2024
Effective Layer Pruning Through Similarity Metric Perspective Ian Pons Bruno Yamamoto Anna Helena Reali Costa Artur Jordao 251 4 0 27 May 2024
Reduced storage direct tensor ring decomposition for convolutional neural networks compressionNeural Networks (NN), 2024 Mateusz Gabor R. Zdunek 345 0 0 17 May 2024
Structure-Preserving Network Compression Via Low-Rank Induced Training Through Linear Layers Composition Xitong Zhang Ismail Alkhouri Rongrong Wang 238 1 0 06 May 2024
AutoDFP: Automatic Data-Free Pruning via Channel Similarity Reconstruction Siqi Li Jun Chen Jingyang Xiang Chengrui Zhu Yong-Jin Liu 184 2 0 13 Mar 2024
LAPP: Layer Adaptive Progressive Pruning for Compressing CNNs from Scratch P. Zhai K. Guo Fan Liu Xiaofen Xing Xiangmin Xu 244 3 0 25 Sep 2023
ThinResNet: A New Baseline for Structured Convolutional Networks Pruning Hugo Tessier Ghouti Boukli Hacene Vincent Gripon 158 1 0 22 Sep 2023
A Differentiable Framework for End-to-End Learning of Hybrid Structured Compression Moonjung Eo Suhyun Kang Wonjong Rhee 205 2 0 21 Sep 2023
Combining Multi-Objective Bayesian Optimization with Reinforcement Learning for TinyMLACM Transactions on Evolutionary Learning and Optimization (TELO), 2023 M. Deutel G. Kontes Christopher Mutschler Jürgen Teich 458 3 0 23 May 2023
Semantic Compression With Large Language ModelsInternational Conference on Social Networks Analysis, Management and Security (SNAMS), 2023 Henry Gilbert Michael Sandborn Douglas C. Schmidt Jesse Spencer-Smith Jules White 192 28 0 25 Apr 2023
Continual Semantic Segmentation with Automatic Memory Sample SelectionComputer Vision and Pattern Recognition (CVPR), 2023 Lanyun Zhu Tianrun Chen Jianxiong Yin Simon See Jing Liu CLL VLM 162 66 0 11 Apr 2023
Structured Pruning for Deep Convolutional Neural Networks: A surveyIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2023 Yang He Lingao Xiao 3DPC 336 248 0 01 Mar 2023
HALOC: Hardware-Aware Automatic Low-Rank Compression for Compact Neural NetworksAAAI Conference on Artificial Intelligence (AAAI), 2023 Jinqi Xiao Chengming Zhang Yu Gong Miao Yin Yang Sui Lizhi Xiang Dingwen Tao Bo Yuan 262 27 0 20 Jan 2023
Survey on Evolutionary Deep Learning: Principles, Algorithms, Applications and Open IssuesACM Computing Surveys (ACM CSUR), 2022 Nan Li Lianbo Ma Guo-Ding Yu Bing Xue Mengjie Zhang Yaochu Jin 165 97 0 23 Aug 2022
Boosting Zero-shot Learning via Contrastive Optimization of Attribute RepresentationsIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2022 Yu Du Miaojing Shi Fangyun Wei Guoqi Li VLM 337 19 0 08 Jul 2022
Compact Model Training by Low-Rank Projection with Energy TransferIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2022 K. Guo Zhenquan Lin Xiaofen Xing Fang Liu Xiangmin Xu 197 5 0 12 Apr 2022
An Information Theory-inspired Strategy for Automatic Network Pruning Xiawu Zheng Yuexiao Ma Teng Xi Gang Zhang Errui Ding Yuchao Li Jie Chen Yonghong Tian Rongrong Ji 537 17 0 19 Aug 2021