Neural Architecture Search: Insights from 1000 Papers

20 January 2023

Papers citing "Neural Architecture Search: Insights from 1000 Papers"

50 / 96 papers shown

Title
MedNNS: Supernet-based Medical Task-Adaptive Neural Network Search Lotfi Abdelkrim Mecharbat Ibrahim Almakky Martin Takac Mohammad Yaqub 25 0 0 22 Apr 2025
Transferrable Surrogates in Expressive Neural Architecture Search Spaces Shiwen Qin Gabriela Kadlecová Martin Pilát Shay B. Cohen Roman Neruda Elliot J. Crowley Jovita Lukasik Linus Ericsson AI4CE 35 0 0 17 Apr 2025
Defending Deep Neural Networks against Backdoor Attacks via Module Switching Weijun Li Ansh Arora Xuanli He Mark Dras Qiongkai Xu AAML MoMe 47 0 0 08 Apr 2025
AutoML Algorithms for Online Generalized Additive Model Selection: Application to Electricity Demand Forecasting Keshav Das Julie Keisler Margaux Brégère Amaury Durand 46 0 0 31 Mar 2025
Finding Stable Subnetworks at Initialization with Dataset Distillation Luke McDermott Rahul Parhi DD 44 0 0 23 Mar 2025
Do We Always Need the Simplicity Bias? Looking for Optimal Inductive Biases in the Wild Damien Teney Liangze Jiang Florin Gogianu Ehsan Abbasnejad 79 0 0 13 Mar 2025
Neural Attention Search Difan Deng Marius Lindauer 85 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 64 3 0 18 Feb 2025
EvoFlow: Evolving Diverse Agentic Workflows On The Fly Guibin Zhang Kaijie Chen Guancheng Wan Heng Chang Hong Cheng K. Wang Shuyue Hu Lei Bai 69 2 0 11 Feb 2025
CANeRV: Content Adaptive Neural Representation for Video Compression Lv Tang Jun Zhu Xinfeng Zhang L. Zhang Siwei Ma Qingming Huang 54 1 0 10 Feb 2025
Multi-agent Architecture Search via Agentic Supernet Guibin Zhang Luyang Niu Junfeng Fang K. Wang Lei Bai X. Wang 88 3 0 06 Feb 2025
Efficient Global Neural Architecture Search Shahid Siddiqui C. Kyrkou T. Theocharides 52 0 0 05 Feb 2025
Seeking Consistent Flat Minima for Better Domain Generalization via Refining Loss Landscapes Aodi Li Liansheng Zhuang Xiao Long Minghong Yao Shafei Wang 91 0 0 18 Dec 2024
PaSTe: Improving the Efficiency of Visual Anomaly Detection at the Edge Manuel Barusco Francesco Borsatti Davide Dalle Pezze Francesco Paissan Elisabetta Farella Gian Antonio Susto 20 2 0 15 Oct 2024
Geometric Inductive Biases of Deep Networks: The Role of Data and Architecture Sajad Movahedi Antonio Orvieto Seyed-Mohsen Moosavi-Dezfooli AAML AI4CE 47 0 0 15 Oct 2024
MATCH: Model-Aware TVM-based Compilation for Heterogeneous Edge Devices Mohamed Amine Hamdi Francesco Daghero G. M. Sarda Josse Van Delm Arne Symons Luca Benini Marian Verhelst Daniele Jahier Pagliari Alessio Burrello 19 1 0 11 Oct 2024
Compressing Large Language Models with Automated Sub-Network Search R. Sukthanker B. Staffler Frank Hutter Aaron Klein LRM 30 0 0 09 Oct 2024
Designing a Classifier for Active Fire Detection from Multispectral Satellite Imagery Using Neural Architecture Search Amber Cassimon Phil Reiter Siegfried Mercelis Kevin Mets 15 0 0 07 Oct 2024
Scalable Reinforcement Learning-based Neural Architecture Search Amber Cassimon Siegfried Mercelis Kevin Mets 42 2 0 02 Oct 2024
Lightweight Neural Architecture Search for Cerebral Palsy Detection Felix Tempel Espen Alexander F. Ihlen Inga Strümke 24 2 0 30 Sep 2024
Mixture of Efficient Diffusion Experts Through Automatic Interval and Sub-Network Selection Alireza Ganjdanesh Yan Kang Yuchen Liu Richard Y. Zhang Zhe Lin Heng Huang DiffM 16 2 0 23 Sep 2024
A framework for measuring the training efficiency of a neural architecture Eduardo Cueto-Mendoza John D. Kelleher 33 0 0 12 Sep 2024
SCAN-Edge: Finding MobileNet-speed Hybrid Networks for Diverse Edge Devices via Hardware-Aware Evolutionary Search Hung-Yueh Chiang Diana Marculescu 13 0 0 27 Aug 2024
Efficient Search for Customized Activation Functions with Gradient Descent Lukas Strack Mahmoud Safari Frank Hutter 45 1 0 13 Aug 2024
TopoNAS: Boosting Search Efficiency of Gradient-based NAS via Topological Simplification Giacomo Vedovati ShiNung Ching Bo Yuan 30 0 0 02 Aug 2024
Efficient Multi-Objective Neural Architecture Search via Pareto Dominance-based Novelty Search An Vo Ngoc Hoang Luong 13 0 0 30 Jul 2024
HyTAS: A Hyperspectral Image Transformer Architecture Search Benchmark and Analysis Fangqin Zhou Mert Kilickaya Joaquin Vanschoren Ran Piao 16 1 0 23 Jul 2024
MCU-MixQ: A HW/SW Co-optimized Mixed-precision Neural Network Design Framework for MCUs Junfeng Gong Cheng Liu Long Cheng Huawei Li Xiaowei Li 18 0 0 17 Jul 2024
Joint Pruning and Channel-wise Mixed-Precision Quantization for Efficient Deep Neural Networks Beatrice Alessandra Motetti Matteo Risso Alessio Burrello Enrico Macii M. Poncino Daniele Jahier Pagliari MQ 42 1 0 01 Jul 2024
Not All Prompts Are Made Equal: Prompt-based Pruning of Text-to-Image Diffusion Models Alireza Ganjdanesh Reza Shirkavand Shangqian Gao Heng Huang DiffM VLM 37 4 0 17 Jun 2024
Quantum Architecture Search: A Survey Darya Martyniuk Johannes Jung Adrian Paschke AI4CE 19 6 0 10 Jun 2024
Position: A Call to Action for a Human-Centered AutoML Paradigm Marius Lindauer Florian Karl A. Klier Julia Moosbauer Alexander Tornede Andreas Mueller Frank Hutter Matthias Feurer Bernd Bischl 31 5 0 05 Jun 2024
einspace: Searching for Neural Architectures from Fundamental Operations Linus Ericsson Miguel Espinosa Chenhongyi Yang Antreas Antoniou Amos Storkey Shay B. Cohen Steven G. McDonagh Elliot J. Crowley 23 1 0 31 May 2024
Occam Gradient Descent B. N. Kausik ODL VLM 24 0 0 30 May 2024
Predicting the Impact of Model Expansion through the Minima Manifold: A Loss Landscape Perspective Pranshu Malviya Jerry Huang Quentin Fournier Sarath Chandar 41 0 0 24 May 2024
HW-GPT-Bench: Hardware-Aware Architecture Benchmark for Language Models R. Sukthanker Arber Zela B. Staffler Aaron Klein Lennart Purucker Jorg K. H. Franke Frank Hutter ELM 31 3 0 16 May 2024
Identifying phase transitions in physical systems with neural networks: a neural architecture search perspective R. C. Terin Z. G. Arenas Roberto Santana 24 0 0 23 Apr 2024
Shears: Unstructured Sparsity with Neural Low-rank Adapter Search J. P. Muñoz Jinjie Yuan Nilesh Jain 16 7 0 16 Apr 2024
ApproxDARTS: Differentiable Neural Architecture Search with Approximate Multipliers Michal Pinos Lukás Sekanina Vojtěch Mrázek MQ 16 1 0 08 Apr 2024
Insights from the Use of Previously Unseen Neural Architecture Search Datasets Rob Geada David Towers M. Forshaw Amir Atapour-Abarghouei A. Mcgough 23 2 0 02 Apr 2024
Jointly Training and Pruning CNNs via Learnable Agent Guidance and Alignment Alireza Ganjdanesh Shangqian Gao Heng-Chiao Huang 31 5 0 28 Mar 2024
Mechanistic Design and Scaling of Hybrid Architectures Michael Poli Armin W. Thomas Eric N. D. Nguyen Pragaash Ponnusamy Bjorn Deiseroth ... Brian Hie Stefano Ermon Christopher Ré Ce Zhang Stefano Massaroli MoE 49 21 0 26 Mar 2024
ALoRA: Allocating Low-Rank Adaptation for Fine-tuning Large Language Models Zequan Liu Jiawen Lyn Wei-wei Zhu Xing Tian Yvette Graham OffRL 24 10 0 24 Mar 2024
Robust NAS under adversarial training: benchmark, theory, and beyond Yongtao Wu Fanghui Liu Carl-Johann Simon-Gabriel Grigorios G. Chrysos V. Cevher AAML OOD 24 3 0 19 Mar 2024
Chain-structured neural architecture search for financial time series forecasting Denis Levchenko Efstratios Rappos Shabnam Ataee Biagio Nigro Stephan Robert AI4TS AI4CE 26 1 0 15 Mar 2024
Anytime Neural Architecture Search on Tabular Data Naili Xing Shaofeng Cai Zhaojing Luo Bengchin Ooi Jian Pei 21 1 0 15 Mar 2024
SWAP-NAS: Sample-Wise Activation Patterns for Ultra-fast NAS Yameng Peng Andy Song Haytham M. Fayek Victor Ciesielski Xiaojun Chang 19 4 0 07 Mar 2024
Multi-objective Differentiable Neural Architecture Search R. Sukthanker Arber Zela B. Staffler Samuel Dooley Josif Grabocka Frank Hutter 29 1 0 28 Feb 2024
A Comprehensive Survey of Convolutions in Deep Learning: Applications, Challenges, and Future Trends Abolfazl Younesi Mohsen Ansari Mohammadamin Fazli A. Ejlali Muhammad Shafique Joerg Henkel 3DV 33 43 0 23 Feb 2024
Strong convexity-guided hyper-parameter optimization for flatter losses Rahul Yedida Snehanshu Saha 16 0 0 07 Feb 2024