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DARTS: Differentiable Architecture Search

24 June 2018

Papers citing "DARTS: Differentiable Architecture Search"

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Title
STA-Net: A Decoupled Shape and Texture Attention Network for Lightweight Plant Disease Classification Zongsen Qiu 42 0 0 03 Sep 2025
A Continuous Encoding-Based Representation for Efficient Multi-Fidelity Multi-Objective Neural Architecture SearchApplied Soft Computing (ASC), 2025 Zhao Wei C. Ooi Yew-Soon Ong AI4CE 100 0 0 02 Sep 2025
SAR-NAS: Lightweight SAR Object Detection with Neural Architecture Search Xinyi Yu Zhiwei Lin Yongtao Wang 84 0 0 01 Sep 2025
Quantum Long Short-term Memory with Differentiable Architecture Search Samuel Yen-Chi Chen Prayag Tiwari 80 1 0 20 Aug 2025
MorphNAS: Differentiable Architecture Search for Morphologically-Aware Multilingual NER Prathamesh Devadiga Omkaar Jayadev Shetty Hiya Nachnani Prema R AI4CE 52 0 0 19 Aug 2025
Dextr: Zero-Shot Neural Architecture Search with Singular Value Decomposition and Extrinsic Curvature Rohan Asthana Joschua Conrad M. Ortmanns Vasileios Belagiannis 88 0 0 18 Aug 2025
LangVision-LoRA-NAS: Neural Architecture Search for Variable LoRA Rank in Vision Language ModelsInternational Conference on Information Photonics (ICIP), 2025 Krishna Teja Chitty-Venkata M. Emani V. Vishwanath VLM 56 0 0 17 Aug 2025
RegimeNAS: Regime-Aware Differentiable Architecture Search With Theoretical Guarantees for Financial Trading Prathamesh Devadiga Yashmitha Shailesh AI4TS 52 0 0 15 Aug 2025
Learn to Explore: Meta NAS via Bayesian Optimization Guided Graph Generation Zijun Sun Yanning Shen 88 0 0 13 Aug 2025
Empowering Time Series Forecasting with LLM-Agents Chin-Chia Michael Yeh Vivian Lai Uday Singh Saini Xiran Fan Yujie Fan Junpeng Wang Xin Dai Yan Zheng AI4TS LLMAG AIFin AI4CE 274 3 0 06 Aug 2025
Where and How to Enhance: Discovering Bit-Width Contribution for Mixed Precision QuantizationInternational Joint Conference on Artificial Intelligence (IJCAI), 2025 Haidong Kang Lianbo Ma Guo-Ding Yu Shangce Gao MQ 204 1 0 05 Aug 2025
FPG-NAS: FLOPs-Aware Gated Differentiable Neural Architecture Search for Efficient 6DoF Pose Estimation Nassim Ali Ousalah Peyman Rostami Anis Kacem Enjie Ghorbel Emmanuel Koumandakis Djamila Aouada 123 0 0 05 Aug 2025
Large-Scale Model Enabled Semantic Communication Based on Robust Knowledge Distillation Kuiyuan Ding Caili Guo Yang Yang Zhongtian Du Walid Saad 156 0 0 04 Aug 2025
Bi-Level Optimization for Self-Supervised AI-Generated Face Detection Mian Zou Nan Zhong Baosheng Yu Yibing Zhan Kede Ma CVBM 122 1 0 30 Jul 2025
Soft Injection of Task Embeddings Outperforms Prompt-Based In-Context Learning J. Park Wonjong Rhee 228 0 0 28 Jul 2025
PhaseNAS: Language-Model Driven Architecture Search with Dynamic Phase Adaptation Fei Kong Xiaohan Shan Yanwei Hu Jianmin Li 77 1 0 28 Jul 2025
ASNN: Learning to Suggest Neural Architectures from Performance Distributions Jinwook Hong 60 0 0 27 Jul 2025
The Price equation reveals a universal force-metric-bias law of algorithmic learning and natural selection Steven A. Frank FedML 320 0 0 24 Jul 2025
confopt: A Library for Implementation and Evaluation of Gradient-based One-Shot NAS Methods Abhash Kumar Jha Shakiba Moradian Arjun Krishnakumar Martin Rapp Katharina Eggensperger 150 0 0 22 Jul 2025
Data Aware Differentiable Neural Architecture Search for Tiny Keyword Spotting Applications Yujia Shi Emil Njor Pablo Martínez-Nuevo S. Shepstone Xenofon Fafoutis 120 0 0 21 Jul 2025
Beyond Model Base Selection: Weaving Knowledge to Master Fine-grained Neural Network Design Jialiang Wang Hanmo Liu Shimin Di Zhili Wang Jiachuan Wang Lei Chen Xiaofang Zhou 201 0 0 21 Jul 2025
BenchRL-QAS: Benchmarking reinforcement learning algorithms for quantum architecture search Azhar Ikhtiarudin Aditi Das Param Thakkar Akash Kundu 93 4 0 16 Jul 2025
Zero-Shot Neural Architecture Search with Weighted Response Correlation Kun Jing Luoyu Chen Jungang Xu Jianwei Tai Yiyu Wang Shuaimin Li 125 0 0 08 Jul 2025
AI Research Agents for Machine Learning: Search, Exploration, and Generalization in MLE-bench Edan Toledo Karen Hambardzumyan Martin Josifoski Rishi Hazra Nicolas Mario Baldwin ... Carole-Jean Wu Pontus Stenetorp Nicola Cancedda Jakob N. Foerster Yoram Bachrach LLMAG 199 12 0 03 Jul 2025
Optimas: Optimizing Compound AI Systems with Globally Aligned Local Rewards Shirley Wu Parth Sarthi Shiyu Zhao Aaron Lee Herumb Shandilya ... Karthik Subbian Linjun Zhang Diyi Yang James Zou J. Leskovec 244 7 0 03 Jul 2025
Scalable Interconnect Learning in Boolean Networks Fabian Kresse Emily Yu Christoph H. Lampert NAI 155 2 0 03 Jul 2025
CoMind: Towards Community-Driven Agents for Machine Learning Engineering Sijie Li W. Sun Shanda Li Ameet Talwalkar Yiming Yang LLMAG AI4CE 287 1 0 25 Jun 2025
ML-Master: Towards AI-for-AI via Integration of Exploration and Reasoning Zexi Liu Yuzhu Cai Xinyu Zhu Yujie Zheng Runkun Chen Ying Wen Yanfeng Wang Weinan E Siheng Chen LLMAG LRM 158 16 0 19 Jun 2025
Sequential Policy Gradient for Adaptive Hyperparameter Optimization Zheng Li Jerry Q. Cheng Huanying Gu OffRL 175 1 0 18 Jun 2025
GuiLoMo: Allocating Expert Number and Rank for LoRA-MoE via Bilevel Optimization with GuidedSelection Vectors Hengyuan Zhang Xinrong Chen Yingmin Qiu Xiao Liang Ziyue Li Guanyu Wang Weiping Li Tong Mo Wenyue Li Hayden Kwok-Hay So MoE ALM 173 2 0 17 Jun 2025
Starting Positions Matter: A Study on Better Weight Initialization for Neural Network Quantization S. Yun A. Wong MQ 218 0 0 12 Jun 2025
Energy-Efficient Deep Learning for Traffic Classification on Microcontrollers Adel Chehade E. Ragusa Paolo Gastaldo Rodolfo Zunino 222 4 0 12 Jun 2025
Efficient Traffic Classification using HW-NAS: Advanced Analysis and Optimization for Cybersecurity on Resource-Constrained Devices Adel Chehade E. Ragusa Paolo Gastaldo Rodolfo Zunino 109 2 0 12 Jun 2025
ORFS-agent: Tool-Using Agents for Chip Design OptimizationWorkshop on Machine Learning for CAD (ML4CAD), 2025 Amur Ghose Andrew B. Kahng Sayak Kundu Zhiang Wang AI4CE 200 5 0 10 Jun 2025
How Much To Guide: Revisiting Adaptive Guidance in Classifier-Free Guidance Text-to-Vision Diffusion Models Huixuan Zhang Junzhe Zhang Xiaojun Wan 166 2 0 10 Jun 2025
Sparse Interpretable Deep Learning with LIES Networks for Symbolic Regression Mansooreh Montazerin Majd Al Aawar Antonio Ortega Ajitesh Srivastava 172 0 0 09 Jun 2025
SWAT-NN: Simultaneous Weights and Architecture Training for Neural Networks in a Latent Space Zitong Huang Mansooreh Montazerin Ajitesh Srivastava 174 0 0 09 Jun 2025
ProARD: progressive adversarial robustness distillation: provide wide range of robust students Seyedhamidreza Mousavi Seyedali Mousavi Masoud Daneshtalab AAML 212 0 0 09 Jun 2025
Loss Functions for Predictor-based Neural Architecture Search Han Ji Yuqi Feng Jiahao Fan Yanan Sun 139 0 0 06 Jun 2025
RhoDARTS: Differentiable Quantum Architecture Search with Density Matrix Simulations Swagat Kumar Jan-Nico Zaech Colin Michael Wilmott Luc Van Gool 182 0 0 04 Jun 2025
CARL: Causality-guided Architecture Representation Learning for an Interpretable Performance Predictor Han Ji Yuqi Feng Jiahao Fan Yanan Sun OOD CML 221 0 0 04 Jun 2025
You Only Train Once Christos Sakaridis 168 0 0 04 Jun 2025
Multi-Exit Kolmogorov-Arnold Networks: enhancing accuracy and parsimony James P. Bagrow Josh Bongard 159 2 0 03 Jun 2025
SiamNAS: Siamese Surrogate Model for Dominance Relation Prediction in Multi-objective Neural Architecture SearchAnnual Conference on Genetic and Evolutionary Computation (GECCO), 2025 Yuyang Zhou Ferrante Neri Yew-Soon Ong Ruibin Bai 145 0 0 03 Jun 2025
Universal Reusability in Recommender Systems: The Case for Dataset- and Task-Independent Frameworks Tri Kurniawan Wijaya Xinyang Shao Gonzalo Fiz Pontiveros Edoardo DÁmico 123 0 0 03 Jun 2025
RRCANet: Recurrent Reusable-Convolution Attention Network for Infrared Small Target DetectionIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (IEEE J-STARS), 2025 Yongxian Liu Boyang Li Ting-Yuan Liu Zaiping Lin W. An 254 1 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 251 1 0 02 Jun 2025
Global optimization of graph acquisition functions for neural architecture search Yilin Xie Shiqiang Zhang Jixiang Qing Ruth Misener Calvin Tsay 218 3 0 29 May 2025
Directed Graph Grammars for Sequence-based Learning Michael Sun Orion Foo Gang Liu Wojciech Matusik Jie Chen GNN AI4CE 135 0 0 29 May 2025
Searching Neural Architectures for Sensor Nodes on IoT GatewaysIEEE Internet of Things Journal (IEEE IoT J.), 2025 Andrea Mattia Garavagno E. Ragusa A. Frisoli Paolo Gastaldo 174 0 0 29 May 2025