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Efficient Neural Architecture Search via Parameter Sharing

9 February 2018

Papers citing "Efficient Neural Architecture Search via Parameter Sharing"

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Title
Sequential Policy Gradient for Adaptive Hyperparameter Optimization Zheng Li Jerry Q. Cheng Huanying Gu OffRL 26 0 0 18 Jun 2025
Loss Functions for Predictor-based Neural Architecture Search Han Ji Yuqi Feng Jiahao Fan Yanan Sun 58 0 0 06 Jun 2025
SiamNAS: Siamese Surrogate Model for Dominance Relation Prediction in Multi-objective Neural Architecture Search Yuyang Zhou Ferrante Neri Yew-Soon Ong Ruibin Bai 64 0 0 03 Jun 2025
Towards Efficient Few-shot Graph Neural Architecture Search via Partitioning Gradient Contribution Wenhao Song Xuan Wu Bo Yang You Zhou Yubin Xiao Yanchun Liang H. Ge Heow Pueh Lee Chunguo Wu 65 0 0 02 Jun 2025
Directed Graph Grammars for Sequence-based Learning Michael Sun Orion Foo Gang Liu Wojciech Matusik Jie Chen GNN AI4CE 49 0 0 29 May 2025
CrossNAS: A Cross-Layer Neural Architecture Search Framework for PIM Systems Md Hasibul Amin Mohammadreza Mohammadi Jason D. Bakos Ramtin Zand 36 0 0 28 May 2025
MLE-STAR: Machine Learning Engineering Agent via Search and Targeted Refinement Jaehyun Nam Jinsung Yoon Jiefeng Chen Jinwoo Shin Sercan Ö. Arık Tomas Pfister LLMAG 23 0 0 27 May 2025
Hyperparameter Optimization via Interacting with Probabilistic Circuits Jonas Seng Fabrizio G. Ventola Zhongjie Yu Kristian Kersting TPM 61 0 0 23 May 2025
A Coreset Selection of Coreset Selection Literature: Introduction and Recent Advances Brian B. Moser Arundhati S. Shanbhag Stanislav Frolov Federico Raue Joachim Folz Andreas Dengel 258 0 0 23 May 2025
Guidelines for the Quality Assessment of Energy-Aware NAS Benchmarks Nick Kocher Christian Wassermann Leona Hennig Jonas Seng Holger Hoos Kristian Kersting Marius Lindauer Matthias Müller 112 0 0 21 May 2025
Make Still Further Progress: Chain of Thoughts for Tabular Data Leaderboard Si-Yang Liu Qile Zhou Han-Jia Ye LMTD LRM 121 0 0 19 May 2025
L-SWAG: Layer-Sample Wise Activation with Gradients information for Zero-Shot NAS on Vision Transformers S. Casarin Sergio Escalera Oswald Lanz 115 0 0 12 May 2025
Optimization Problem Solving Can Transition to Evolutionary Agentic Workflows Wenhao Li Bo Jin Mingyi Hong Changhong Lu Xiangfeng Wang 158 0 0 07 May 2025
Modular Machine Learning: An Indispensable Path towards New-Generation Large Language Models X. Wang Haoyang Li Zeyang Zhang Hong Chen Wenwu Zhu LRM 123 1 0 28 Apr 2025
FX-DARTS: Designing Topology-unconstrained Architectures with Differentiable Architecture Search and Entropy-based Super-network Shrinking Xuan Rao Bo Zhao Derong Liu Cesare Alippi 224 0 0 25 Apr 2025
Kernel-Level Energy-Efficient Neural Architecture Search for Tabular Dataset Hoang-Loc La Phuong Hoai Ha 66 0 0 11 Apr 2025
Multi-Task Neural Architecture Search Using Architecture Embedding and Transfer Rank TingJie Zhang HaiLin Liu 73 1 0 01 Apr 2025
Sim-is-More: Randomizing HW-NAS with Synthetic Devices F. Capuano Gabriele Tiboni Niccolò Cavagnero Giuseppe Averta 78 0 0 01 Apr 2025
RBFleX-NAS: Training-Free Neural Architecture Search Using Radial Basis Function Kernel and Hyperparameter Detection Tomomasa Yamasaki Zhehui Wang Yaoyu Zhang Niangjun Chen Bo Wang 225 0 0 26 Mar 2025
Two-stream Beats One-stream: Asymmetric Siamese Network for Efficient Visual Tracking Jiawen Zhu Huayi Tang Xin Chen Xinying Wang Dong Wang Huchuan Lu 98 2 0 01 Mar 2025
SEKI: Self-Evolution and Knowledge Inspiration based Neural Architecture Search via Large Language Models Zicheng Cai Yaohua Tang Yutao Lai Hua Wang Zhaoyu Chen Hao Chen LLMAG VLM LRM 132 0 0 27 Feb 2025
Optimal Brain Apoptosis Mingyuan Sun Zheng Fang Jiaxu Wang Junjie Jiang Delei Kong Chenming Hu Yuetong Fang Renjing Xu AAML 107 0 0 25 Feb 2025
To Share or Not to Share: Investigating Weight Sharing in Variational Graph Autoencoders Guillaume Salha-Galvan Jiaying Xu 70 0 0 23 Feb 2025
Neural Attention Search Difan Deng Marius Lindauer 146 0 0 21 Feb 2025
AIDE: AI-Driven Exploration in the Space of Code Zhengyao Jiang Dominik Schmidt Dhruv Srikanth Dixing Xu Ian Kaplan Deniss Jacenko Yuxiang Wu 146 16 0 18 Feb 2025
Enhancing Video Understanding: Deep Neural Networks for Spatiotemporal Analysis Amir Hosein Fadaei M. Dehaqani 93 0 0 11 Feb 2025
Quantum Circuit Design using a Progressive Widening Enhanced Monte Carlo Tree Search Vincenzo Lipardi Domenica Dibenedetto Georgios Stamoulis Mark H.M. Winands 228 0 0 06 Feb 2025
Efficient Global Neural Architecture Search Shahid Siddiqui C. Kyrkou T. Theocharides 93 0 0 05 Feb 2025
Differentiable Prompt Learning for Vision Language Models Zhenhan Huang Tejaswini Pedapati Pin-Yu Chen Jianxi Gao VLM 95 0 0 03 Jan 2025
TART: Token-based Architecture Transformer for Neural Network Performance Prediction Yannis Y. He 92 0 0 02 Jan 2025
GAIS: A Novel Approach to Instance Selection with Graph Attention Networks Zahiriddin Rustamov Ayham Zaitouny Rafat Damseh Nazar Zaki 86 0 0 26 Dec 2024
HEP-NAS: Towards Efficient Few-shot Neural Architecture Search via Hierarchical Edge Partitioning Jiajun Li Jiawen Zhang Feng Wang Lianbo Ma 141 0 0 14 Dec 2024
Task Adaptation of Reinforcement Learning-based NAS Agents through Transfer Learning Amber Cassimon Siegfried Mercelis Kevin Mets 156 1 0 02 Dec 2024
GradAlign for Training-free Model Performance Inference Yuxuan Li Yunhui Guo 105 0 0 29 Nov 2024
Delta-NAS: Difference of Architecture Encoding for Predictor-based Evolutionary Neural Architecture Search Arjun Sridhar Yuxiao Chen 116 0 0 21 Nov 2024
RedTest: Towards Measuring Redundancy in Deep Neural Networks Effectively Yao Lu Peixin Zhang Jingyi Wang Lei Ma Xiaoniu Yang Qi Xuan 75 2 0 15 Nov 2024
Learning Morphisms with Gauss-Newton Approximation for Growing Networks Neal Lawton Aram Galstyan Greg Ver Steeg 51 0 0 07 Nov 2024
Customized Subgraph Selection and Encoding for Drug-drug Interaction Prediction Haotong Du Quanming Yao Juzheng Zhang Yong Liu Zhen Wang 77 3 0 03 Nov 2024
Layer-wise Importance Matters: Less Memory for Better Performance in Parameter-efficient Fine-tuning of Large Language Models Kai Yao P. Gao Lichun Li Yuan Zhao Xiaofeng Wang Wei Wang Jianke Zhu 56 2 0 15 Oct 2024
Towards a More Complete Theory of Function Preserving Transforms Michael Painter 27 0 0 14 Oct 2024
Parameter-Efficient Fine-Tuning of Large Language Models using Semantic Knowledge Tuning Nusrat Jahan Prottasha Asif Mahmud Md. Shohanur Islam Sobuj Prakash Bhat Md. Kowsher Niloofar Yousefi O. Garibay 113 7 0 11 Oct 2024
LPZero: Language Model Zero-cost Proxy Search from Zero Peijie Dong Lujun Li Xiang Liu Zhenheng Tang Xuebo Liu Qiang Wang Xiaowen Chu 413 4 0 07 Oct 2024
Scalable Reinforcement Learning-based Neural Architecture Search Amber Cassimon Siegfried Mercelis Kevin Mets 104 4 0 02 Oct 2024
POMONAG: Pareto-Optimal Many-Objective Neural Architecture Generator Eugenio Lomurno Samuele Mariani Matteo Monti Matteo Matteucci DiffM 70 2 0 30 Sep 2024
A Survey on Neural Architecture Search Based on Reinforcement Learning Wenzhu Shao 51 0 0 26 Sep 2024
Neural Network Architecture Search Enabled Wide-Deep Learning (NAS-WD) for Spatially Heterogenous Property Awared Chicken Woody Breast Classification and Hardness Regression Chaitanya Pallerla Yihong Feng Casey M. Owens Ramesh Bahadur Bist Siavash Mahmoudi Pouya Sohrabipour Amirreza Davar Dongyi Wang 69 5 0 25 Sep 2024
OStr-DARTS: Differentiable Neural Architecture Search based on Operation Strength Le Yang Ziwei Zheng Yizeng Han Shiji Song Gao Huang Fan Li 72 1 0 22 Sep 2024
Efficient Data Subset Selection to Generalize Training Across Models: Transductive and Inductive Networks Eeshaan Jain Tushar Nandy Gaurav Aggarwal Ashish Tendulkar Rishabh K. Iyer A. De 74 11 0 18 Sep 2024
Pushing Joint Image Denoising and Classification to the Edge Thomas C Markhorst Jan van Gemert O. Kayhan 56 0 0 13 Sep 2024
Efficient Training of Large Vision Models via Advanced Automated Progressive Learning Changlin Li Jiawei Zhang Sihao Lin Zongxin Yang Junwei Liang Xiaodan Liang Xiaojun Chang VLM 70 0 0 06 Sep 2024