Learning both Weights and Connections for Efficient Neural Networks

8 June 2015

Song Han

Papers citing "Learning both Weights and Connections for Efficient Neural Networks"

50 / 1,144 papers shown

Title
Improved Methods for Model Pruning and Knowledge Distillation Wei Jiang Anying Fu Youling Zhang VLM 9 0 0 20 May 2025
Optimal Client Sampling in Federated Learning with Client-Level Heterogeneous Differential Privacy Jiahao Xu Rui Hu Olivera Kotevska FedML 29 0 0 19 May 2025
BINGO: A Novel Pruning Mechanism to Reduce the Size of Neural Networks Aditya Panangat 23 0 0 15 May 2025
ILIF: Temporal Inhibitory Leaky Integrate-and-Fire Neuron for Overactivation in Spiking Neural Networks Kai Sun Peibo Duan Levin Kuhlmann Beilun Wang Bin Zhang 29 0 0 15 May 2025
PDE: Gene Effect Inspired Parameter Dynamic Evolution for Low-light Image Enhancement Tong Li Lizhi Wang Hansen Feng Lin Zhu Hua Huang DiffM 31 0 0 14 May 2025
Differentiable Channel Selection in Self-Attention For Person Re-Identification Yancheng Wang Nebojsa Jojic Yingzhen Yang 34 0 0 13 May 2025
Efficient Unstructured Pruning of Mamba State-Space Models for Resource-Constrained Environments Ibne Farabi Shihab Sanjeda Akter Anuj Sharma Mamba 54 0 0 13 May 2025
Sparse Training from Random Initialization: Aligning Lottery Ticket Masks using Weight Symmetry Mohammed Adnan Rohan Jain Ekansh Sharma Rahul Krishnan Yani Andrew Ioannou 64 0 0 08 May 2025
Guiding Evolutionary AutoEncoder Training with Activation-Based Pruning Operators Steven Jorgensen Erik Hemberg J. Toutouh Una-May O’Reilly 59 0 0 08 May 2025
EntroLLM: Entropy Encoded Weight Compression for Efficient Large Language Model Inference on Edge Devices Arnab Sanyal Prithwish Mukherjee Gourav Datta Sandeep P. Chinchali MQ 234 0 0 05 May 2025
Optimizing LLMs for Resource-Constrained Environments: A Survey of Model Compression Techniques Sanjay Surendranath Girija Shashank Kapoor Lakshit Arora Dipen Pradhan Aman Raj Ankit Shetgaonkar 57 0 0 05 May 2025
ReplaceMe: Network Simplification via Layer Pruning and Linear Transformations Dmitriy Shopkhoev Ammar Ali Magauiya Zhussip Valentin Malykh Stamatios Lefkimmiatis N. Komodakis Sergey Zagoruyko VLM 244 0 0 05 May 2025
Efficient Shapley Value-based Non-Uniform Pruning of Large Language Models Chuan Sun Han Yu Lizhen Cui Xiaoxiao Li 208 0 0 03 May 2025
Model Connectomes: A Generational Approach to Data-Efficient Language Models Klemen Kotar Greta Tuckute 65 0 0 29 Apr 2025
3DPyranet Features Fusion for Spatio-temporal Feature Learning I. Ullah A. Petrosino 3DPC 230 0 0 26 Apr 2025
Event-Based Eye Tracking. 2025 Event-based Vision Workshop Qinyu Chen Chang Gao Min Liu Daniele Perrone Yan Ru Pei ... Hoang M. Truong Vinh-Thuan Ly Huy G. Tran Thuan-Phat Nguyen Tram T. Doan 46 1 0 25 Apr 2025
The Rise of Small Language Models in Healthcare: A Comprehensive Survey Muskan Garg Shaina Raza Shebuti Rayana Xingyi Liu Sunghwan Sohn LM&MA AILaw 95 0 0 23 Apr 2025
BackSlash: Rate Constrained Optimized Training of Large Language Models Jun Wu Jiangtao Wen Yuxing Han 39 0 0 23 Apr 2025
Two is Better than One: Efficient Ensemble Defense for Robust and Compact Models Yoojin Jung Byung Cheol Song AAML VLM MQ 46 0 0 07 Apr 2025
Towards Understanding and Improving Refusal in Compressed Models via Mechanistic Interpretability Vishnu Kabir Chhabra Mohammad Mahdi Khalili AI4CE 36 0 0 05 Apr 2025
RANa: Retrieval-Augmented Navigation G. Monaci Rafael Sampaio de Rezende Romain Deffayet G. Csurka G. Bono Hervé Déjean Stéphane Clinchant Christian Wolf 41 0 0 04 Apr 2025
Online Difficulty Filtering for Reasoning Oriented Reinforcement Learning Sanghwan Bae Jiwoo Hong Min Young Lee Hanbyul Kim Jeongyeon Nam Donghyun Kwak OffRL LRM 58 4 0 04 Apr 2025
Neuroplasticity in Artificial Intelligence -- An Overview and Inspirations on Drop In & Out Learning Yupei Li M. Milling Björn Schuller AI4CE 107 0 0 27 Mar 2025
Are formal and functional linguistic mechanisms dissociated in language models? Michael Hanna Sandro Pezzelle Yonatan Belinkov 57 0 0 14 Mar 2025
Poly-MgNet: Polynomial Building Blocks in Multigrid-Inspired ResNets Antonia van Betteray Matthias Rottmann Karsten Kahl 51 0 0 13 Mar 2025
Wanda++: Pruning Large Language Models via Regional Gradients Yifan Yang Kai Zhen Bhavana Ganesh Aram Galstyan Goeric Huybrechts ... S. Bodapati Nathan Susanj Zheng Zhang Jack FitzGerald Abhishek Kumar 69 0 0 06 Mar 2025
MoSE: Hierarchical Self-Distillation Enhances Early Layer Embeddings Andrea Gurioli Federico Pennino João Monteiro Maurizio Gabbrielli 51 0 0 04 Mar 2025
FoCTTA: Low-Memory Continual Test-Time Adaptation with Focus Youbing Hu Yun Cheng Zimu Zhou Anqi Lu Zhiqiang Cao Zhijun Li TTA 66 0 0 28 Feb 2025
Probe Pruning: Accelerating LLMs through Dynamic Pruning via Model-Probing Qi Le Enmao Diao Ziyan Wang Xinran Wang Jie Ding Li Yang Ali Anwar 86 2 0 24 Feb 2025
CLIF: Complementary Leaky Integrate-and-Fire Neuron for Spiking Neural Networks Yulong Huang Xiaopeng Lin Hongwei Ren Haotian Fu Yue Zhou Zunchang Liu Biao Pan Bojun Cheng 62 10 0 20 Feb 2025
GPU Memory Usage Optimization for Backward Propagation in Deep Network Training Ding-Yong Hong Tzu-Hsien Tsai Ning Wang Pangfeng Liu Jan-Jan Wu 44 0 0 18 Feb 2025
An Efficient Row-Based Sparse Fine-Tuning Cen-Jhih Li Aditya Bhaskara 62 0 0 17 Feb 2025
Forget the Data and Fine-Tuning! Just Fold the Network to Compress Dong Wang Haris Šikić Lothar Thiele O. Saukh 68 0 0 17 Feb 2025
Low-Rank Compression for IMC Arrays Kang Eun Jeon Johnny Rhe J. Ko 45 0 0 10 Feb 2025
Identify Critical KV Cache in LLM Inference from an Output Perturbation Perspective Yuan Feng Junlin Lv Yuhang Cao Xike Xie S.Kevin Zhou 84 2 0 06 Feb 2025
Deep Weight Factorization: Sparse Learning Through the Lens of Artificial Symmetries Chris Kolb T. Weber Bernd Bischl David Rügamer 120 0 0 04 Feb 2025
Brain-inspired sparse training enables Transformers and LLMs to perform as fully connected Yingtao Zhang Jialin Zhao Wenjing Wu Ziheng Liao Umberto Michieli C. Cannistraci 63 0 0 31 Jan 2025
Symmetric Pruning of Large Language Models Kai Yi Peter Richtárik AAML VLM 78 0 0 31 Jan 2025
SLoPe: Double-Pruned Sparse Plus Lazy Low-Rank Adapter Pretraining of LLMs Mohammad Mozaffari Amir Yazdanbakhsh Zhao Zhang M. Dehnavi 93 5 0 28 Jan 2025
Information Consistent Pruning: How to Efficiently Search for Sparse Networks? Soheil Gharatappeh Salimeh Yasaei Sekeh 66 0 0 28 Jan 2025
Implicit Bias in Matrix Factorization and its Explicit Realization in a New Architecture Yikun Hou Suvrit Sra A. Yurtsever 36 0 0 28 Jan 2025
FIT-Print: Towards False-claim-resistant Model Ownership Verification via Targeted Fingerprint Shuo Shao Haozhe Zhu Hongwei Yao Yiming Li Tianwei Zhang Zhan Qin Kui Ren 251 0 0 28 Jan 2025
Meta-Sparsity: Learning Optimal Sparse Structures in Multi-task Networks through Meta-learning Richa Upadhyay Ronald Phlypo Rajkumar Saini Marcus Liwicki 47 0 0 21 Jan 2025
Playing the Lottery With Concave Regularizers for Sparse Trainable Neural Networks Giulia Fracastoro Sophie M. Fosson Andrea Migliorati G. Calafiore 50 1 0 19 Jan 2025
MOGNET: A Mux-residual quantized Network leveraging Online-Generated weights Van Thien Nguyen William Guicquero Gilles Sicard MQ 75 1 0 17 Jan 2025
Localize-and-Stitch: Efficient Model Merging via Sparse Task Arithmetic Yifei He Yuzheng Hu Yong Lin Tong Zhang Han Zhao FedML MoMe 73 19 0 08 Jan 2025
PTEENet: Post-Trained Early-Exit Neural Networks Augmentation for Inference Cost Optimization Assaf Lahiany Yehudit Aperstein 38 4 0 07 Jan 2025
GQSA: Group Quantization and Sparsity for Accelerating Large Language Model Inference Chao Zeng Songwei Liu Shu Yang Fangmin Chen Xing Mei Lean Fu MQ 54 0 0 23 Dec 2024
Training MLPs on Graphs without Supervision Zehong Wang Zheyuan Zhang Chuxu Zhang Yanfang Ye 86 5 0 05 Dec 2024
Pushing the Limits of Sparsity: A Bag of Tricks for Extreme Pruning Andy Li A. Durrant Milan Markovic Lu Yin Georgios Leontidis Tianlong Chen Lu Yin Georgios Leontidis 85 0 0 20 Nov 2024