Rapid Neural Architecture Search by Learning to Generate Graphs from Datasets

2 July 2021

Papers citing "Rapid Neural Architecture Search by Learning to Generate Graphs from Datasets"

35 / 35 papers shown

Title
Evolution Meets Diffusion: Efficient Neural Architecture Generation Bingye Zhou Caiyang Yu DiffM 51 0 0 24 Apr 2025
Transfer Learning with Pre-trained Conditional Generative Models Shinýa Yamaguchi Sekitoshi Kanai Atsutoshi Kumagai Daiki Chijiwa H. Kashima VLM CLL BDL DiffM 127 5 0 21 Feb 2025
Knowledge-aware Evolutionary Graph Neural Architecture Search Chao Wang Jiaxuan Zhao Lingling Li Licheng Jiao Fang Liu Xu Liu S. M. I. Simon X. Yang 77 2 0 26 Nov 2024
Fully Automated Correlated Time Series Forecasting in Minutes Xinle Wu Xingjian Wu Dalin Zhang Miao Zhang Chenjuan Guo Bin Yang Christian S. Jensen AI4TS 29 4 0 06 Nov 2024
POMONAG: Pareto-Optimal Many-Objective Neural Architecture Generator Eugenio Lomurno Samuele Mariani Matteo Monti Matteo Matteucci DiffM 26 2 0 30 Sep 2024
Design Principle Transfer in Neural Architecture Search via Large Language Models Xun Zhou Liang Feng Xingyu Wu Zhichao Lu Kay Chen Tan 32 3 0 21 Aug 2024
Robust and Efficient Transfer Learning via Supernet Transfer in Warm-started Neural Architecture Search Prabhant Singh Joaquin Vanschoren AAML OOD 26 0 0 26 Jul 2024
GRASP-GCN: Graph-Shape Prioritization for Neural Architecture Search under Distribution Shifts S. Casarin O. Lanz Sergio Escalera GNN OOD 16 0 0 11 May 2024
Multi-conditioned Graph Diffusion for Neural Architecture Search Rohan Asthana Joschua Conrad Youssef Dawoud M. Ortmanns Vasileios Belagiannis GNN AI4CE 31 5 0 09 Mar 2024
On Latency Predictors for Neural Architecture Search Yash Akhauri Mohamed S. Abdelfattah OOD 22 2 0 04 Mar 2024
Multi-objective Differentiable Neural Architecture Search R. Sukthanker Arber Zela B. Staffler Samuel Dooley Josif Grabocka Frank Hutter 37 1 0 28 Feb 2024
How Much Is Hidden in the NAS Benchmarks? Few-Shot Adaptation of a NAS Predictor H. Loya L. Dudziak Abhinav Mehrotra Royson Lee Javier Fernandez-Marques Nicholas D. Lane Hongkai Wen OOD 17 0 0 30 Nov 2023
Robust Principles: Architectural Design Principles for Adversarially Robust CNNs Sheng-Hsuan Peng Weilin Xu Cory Cornelius Matthew Hull Kevin Li Rahul Duggal Mansi Phute Jason Martin Duen Horng Chau AAML 13 46 0 30 Aug 2023
Rethink DARTS Search Space and Renovate a New Benchmark Jiuling Zhang Zhiming Ding 33 1 0 12 Jun 2023
Meta-prediction Model for Distillation-Aware NAS on Unseen Datasets Hayeon Lee Sohyun An Minseon Kim Sung Ju Hwang OOD 13 5 0 26 May 2023
DiffusionNAG: Predictor-guided Neural Architecture Generation with Diffusion Models Sohyun An Hayeon Lee Jaehyeong Jo Seanie Lee Sung Ju Hwang DiffM 21 10 0 26 May 2023
GP-NAS-ensemble: a model for NAS Performance Prediction Kunlong Chen Liu Yang Yitian Chen Kunjin Chen Yidan Xu Lujun Li 17 13 0 23 Jan 2023
Neural Architecture Search: Insights from 1000 Papers Colin White Mahmoud Safari R. Sukthanker Binxin Ru T. Elsken Arber Zela Debadeepta Dey Frank Hutter 3DV AI4CE 32 128 0 20 Jan 2023
Fast Graph Generation via Spectral Diffusion Tianze Luo Zhanfeng Mo Sinno Jialin Pan DiffM 13 22 0 16 Nov 2022
Efficient Automatic Machine Learning via Design Graphs Shirley Wu Jiaxuan You J. Leskovec Rex Ying GNN 17 1 0 21 Oct 2022
On the Privacy Risks of Cell-Based NAS Architectures Haiping Huang Zhikun Zhang Yun Shen Michael Backes Qi Li Yang Zhang 20 7 0 04 Sep 2022
Meta-ticket: Finding optimal subnetworks for few-shot learning within randomly initialized neural networks Daiki Chijiwa Shinýa Yamaguchi Atsutoshi Kumagai Yasutoshi Ida 16 8 0 31 May 2022
Arch-Graph: Acyclic Architecture Relation Predictor for Task-Transferable Neural Architecture Search Minbin Huang Zhijian Huang Changlin Li Xin Chen Hangyang Xu Zhenguo Li Xiaodan Liang 28 18 0 12 Apr 2022
On Redundancy and Diversity in Cell-based Neural Architecture Search Xingchen Wan Binxin Ru Pedro M. Esperancca Zhenguo Li 25 20 0 16 Mar 2022
What Matters For Meta-Learning Vision Regression Tasks? Ni Gao Hanna Ziesche Ngo Anh Vien Michael Volpp Gerhard Neumann VLM 14 29 0 09 Mar 2022
Score-based Generative Modeling of Graphs via the System of Stochastic Differential Equations Jaehyeong Jo Seul Lee Sung Ju Hwang DiffM 22 210 0 05 Feb 2022
Distribution Embedding Networks for Generalization from a Diverse Set of Classification Tasks Lang Liu M. M. Fard Sen Zhao OOD 23 3 0 04 Feb 2022
ProxyBO: Accelerating Neural Architecture Search via Bayesian Optimization with Zero-cost Proxies Yu Shen Yang Li Jian Zheng Wentao Zhang Peng Yao Jixiang Li Sen Yang Ji Liu Cui Bin AI4CE 32 30 0 20 Oct 2021
HELP: Hardware-Adaptive Efficient Latency Prediction for NAS via Meta-Learning Hayeon Lee Sewoong Lee Song Chong S. Hwang 13 26 0 16 Jun 2021
Task-Adaptive Neural Network Search with Meta-Contrastive Learning Wonyong Jeong Hayeon Lee G. Park Eunyoung Hyung Jinheon Baek Sung Ju Hwang 14 9 0 02 Mar 2021
HardCoRe-NAS: Hard Constrained diffeRentiable Neural Architecture Search Niv Nayman Y. Aflalo Asaf Noy Lihi Zelnik-Manor 11 31 0 23 Feb 2021
Cross Attention Network for Few-shot Classification Rui Hou Hong Chang Bingpeng Ma Shiguang Shan Xilin Chen 202 629 0 17 Oct 2019
Junction Tree Variational Autoencoder for Molecular Graph Generation Wengong Jin Regina Barzilay Tommi Jaakkola 221 1,337 0 12 Feb 2018
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 281 11,681 0 09 Mar 2017
Neural Architecture Search with Reinforcement Learning Barret Zoph Quoc V. Le 264 5,326 0 05 Nov 2016