Neural Architecture Search

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13 papers in the last four weeks, up 333% on the four weeks before. 0.1% of all new papers.

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  1. Bayesian Optimization in Sequence-to-Architecture Latent Space for Zero-Shot NAS

    Oct 5, 2026Ondrej Tybl, Lukas NeumannNeural Architecture SearchBayesian Neural Networks

    Department of Cybernetics FEE Czech Technical University

  2. LESS: Lightweight Evolutionary Supernet Search in Minutes

    Oct 1, 2026Aviral Gandhi, Jinglue Xu, Jialong Li +1Neural Architecture SearchSearch Algorithms

    The University of Tokyo · Sakana AI · Waseda University

  3. Prediction-powered Neural Architecture Search

    Oct 1, 2026Pascal Janetzky, Yuxin Wang, Michael Klar +1Neural Architecture Search

    Bosch Center for Artificial Intelligence · LMU Munich Munich Center for Machine Learning(MCML)

  4. CAGE-NAS: Certified Functional Descent for Efficient Model Growth

    Oct 1, 2026Santiago Florido Gomez, Stéphane RivaudNeural Architecture SearchNeural Network

    Institut Polytechnique de Paris Paris, France · Inria Saclay, TAU Team Paris, France

  5. Large Language Model-Guided Evolutionary Discovery of Native Neural Architectures for Spiking Sequence Modeling

    Sep 30, 2026Ruoyu Zhao, Jiaqi Wu, Chenyu Zhu +1Spiking Neural NetworksNeural Architecture Search

    Department of Computer Science, City University of Hong Kong

  6. BiFE: Search-Efficient Discovery of CPU-Only Branching Policies via LLM-based Bi-Fidelity Evolution

    Sep 29, 2026Ce Zhang, Bin Zhang, Zhiwei Xu +5Evolutionary SearchMixed-Integer Programming

    Institute of Automation, Chinese Academy of Sciences · School of Artificial Intelligence, University of Chinese Academy of Sciences · Shandong University

  7. AutoBCI: Forecast-Guided Agentic Neural Architecture Discovery for EEG-Based Brain--Computer Interfaces

    Sep 28, 2026Muyun Jiang, Yi Ding, Wei Zhang +9Brain-Computer InterfaceNeural Architecture Search

    Nanyang Technological University, Singapore · The University of Hong Kong, Hong Kong, China · Southeast University, China

  8. AutoHGNN: Robust and Efficient Neural Architecture Search for Hypergraph Neural Networks

    Sep 27, 2026Sirui Li, Pietro Liò b, Xinsheng Li +2HypergraphsNeural Architecture Search

    Faculty of Electrical Engineering and Computer Science, Ningbo University, Ningbo, 315211, Zhejiang, China · Department of Computer Science and Technology, University of Cambridge, Cambridge, CB2 1TN, Cambridgeshire, United Kingdom

  9. EvoTreeNAD: Genealogy-Guided Evolution for LLM-Driven Neural Architecture Discovery

    Sep 24, 2026Lishan Yu, Derek Jiu, Qizhen Lan +1Neural Architecture SearchEvolutionary Search

    Department of Health Data Science and AI McWilliams School of Biomedical Informatics University of Texas Health Science Center at Houston

  10. Efficient Architecture Search under Leave-One-Subject-Out Evaluation

    Sep 18, 2026Heinke Hihn, Friedhelm SchwenkerNeural Architecture SearchDeep Learning Architectures

    IT and Engineering Department, IU International University of Applied Sciences, Berlin, Germany · Insitute for Neural Information Procressing, Ulm University, Ulm, Germany

  11. Customizable and Jointly Optimized Route Planning: A Deep Architecture Enabling Differentiable Shortest-Path Search

    Sep 17, 2026Rui Zhao, Chao Chen, Longfei Xu +4Shortest PathsPath Planning

    Alibaba Group Beijing, China · Alibaba Group Hangzhou, China

  12. RiPPLE: Cross-Space Performance Prediction from Early Training for Neural Architecture Search

    Sep 14, 2026Yifan Yang, Zhaoyan Wang, Zheng Gao +2Neural Architecture SearchSearch Algorithms

    University of New South Wales · Korea Advanced Institute of Science and Technology

  13. CoRA-NAS: Coarse Ranking and Anchor-Residual Refinement for Neural Architecture Search

    Sep 10, 2026Yifan Yang, Zhaoyan Wang, Zheng Gao +2Neural Architecture SearchCapability-Speed Trade-Offs

    University of New South Wales · Korea Advanced Institute of Science and Technology

  14. Efficient Leakage-Free Neural Architecture Search under Leave-One-Subject-Out Evaluation

    Sep 10, 2026Heinke HihnNeural Architecture SearchImproved Generalization

    IU International University of Applied Sciences, Berlin, Germany

  15. Structure Aware Neural Architecture Search for Mixture of Experts

    Aug 30, 2026Petr Babkin, Oleg BakhteevMixture-Of-Experts ArchitecturesNeural Architecture Search

  16. NAS-Driven Hardware Accelerator Exploration for Edge AI and Quantization Effects on the Pareto Space

    Aug 13, 2026Eleftherios Mylonas, Angelos Kouprizas, Michael Birbas +1Neural Architecture SearchHardware-Aware

    Dept. of ECE University of Patras Patras, Greece

  17. Neuroevolution Arena: Nested Ecological Evaluation of Update-and-Inheritance Regimes across Neural Architectures

    Aug 10, 2026Yuxu Ge, Yifei ChengNeuroevolutionNeural Architecture Search

    University of York, United Kingdom

  18. Beyond Foundation Models: Dimension-Aware Neural Architecture Search with Small-Data Representation Models for Cryocooler Lifetime Prediction

    Aug 7, 2026Gregor Molan, Grafika Jati, Francesco Barchi +3Time Series Foundation ModelsRepresentation Learning

    Comtrade 360 d.o.o., Letališka cesta 29b, Ljubljana, 1000, Slovenia · Comtrade AI GmbH, Grafenauweg 8, Zug, 6300, Switzerland · Alma Mater Studiorum – Università di Bologna, Department of Electrical, Electronic, and Information Engineering (DEI), Viale del Risorgimento 2, Bologna, 40136, Italy +2

  19. MicroEvo: Knowledge-Guided LLM Sampling for Efficient Microarchitecture Design Space Exploration

    Aug 6, 2026Jia Xiong, Runkai Li, Chenxu Niu +11Evolutionary SearchNeural Architecture Search

    Southeast University · National Center of Technology Innovation for EDA · NVIDIA Corporation +4

  20. Improving Auto-Design of Neural PDE Solvers with a Domain-Specific Language

    Aug 5, 2026Shengxin Kong, Liwen Xu, Jingwen FuNeural Partial Differential Equation SolversEvolutionary Search

    School of Sciences, North China University of Technology, Beijing, China · Beijing Zhongguancun Academy, Beijing, China

  21. GraphIR: Architecture-Level Search States for LLM-Guided Neural Architecture Evolution

    Aug 3, 2026Zhen Liu, Wanqi Zhou, Shuanghao Bai +3Neural Architecture SearchGraph Representations

    National Key Laboratory of Human-Machine Hybrid Augmented Intelligence, and Institute of Artificial Intelligence and Robotics, Xi’an Jiaotong University · MiLM Plus, Xiaomi Inc. · Zhongguancun Academy +1

  22. Filling the Pareto-Optimal Front for Affordance Segmentation on Embedded Devices Using RGB-D Cameras

    Jul 30, 2026Edoardo Ragusa, Giovanni Paolo Canuti, Simone Lugani +2Rgb-Depth CamerasRobotic Perception

    DITEN, University of Genoa, Genova, Italy

  23. Device-First Feedback: Toward Mobile-Native LLM-Driven Neural Architecture Search

    Jul 29, 2026Saif U Din, Muhammad Ahsan Hussain, Radu Timofte +1Large Language Model Fine-TuningNeural Architecture Search

    Computer Vision Lab, CAIDAS & IFI, University of Würzburg, Germany

  24. Surrogate assisted diversity estimation in neural ensemble search

    Jul 29, 2026Alexandr Udeneev, Petr Babkin, Oleg BakhteevNeural Architecture SearchEnsemble

  25. Neural Architecture Search for Traffic Prediction: A Survey of Methods, Challenges, and Future Directions

    Jul 29, 2026Truong Giang Vu, Li Yang, Richard W. PazziAccurate Traffic ForecastingNeural Architecture Search

    Faculty of Business & IT Ontario Tech University Oshawa, Canada

  26. OrchNAS: Orchestrated Neural Architecture Search Service for Personalised Federated Edge Intelligence

    Jul 24, 2026Keya Patel, Sajib Mistry, Sheik Mohammad Mostakim Fattah +1Intelligent EdgeNeural Architecture Search

    School of EECMS, Curtin University, Australia

  27. ANNLib: A Development Framework for Efficient Approximate Nearest Neighbor Search

    Jul 20, 2026Zheqi Shen, Jingbo Su, Zijin Wan +2Approximate Nearest-Neighbor SearchNeural Architecture Search

    UC Riverside Riverside CA, USA · W&M Williamsburg VA, USA

  28. Transformer-Guided Swarm Intelligence for Frugal Neural Architecture Search

    Jul 13, 2026Romain AmigonNeural Architecture SearchEdge Hardware

    Universit´e du Qu´ebec `a Chicoutimi (UQAC) Saguenay, Canada

  29. HiFi-LLP: High-Fidelity, Low-Cost Latency Predictors with Confidence for Robust HW-NAS

    Jul 13, 2026Shambhavi Balamuthu Sampath, Behzad Shomali, Nael Fasfous +7Hardware-AwareNeural Architecture Search

    Technical University of Munich · BMW Group · University of Bonn

  30. Similarity-Guided Curriculum Fine-Tuning of LLMs for Neural Architecture Synthesis

    Jul 13, 2026Anujaya Vijayakumar, Radu Timofte, Dmitry IgnatovNeural Architecture SearchAdaptive Curriculum

    Computer Vision Lab, CAIDAS & IFI, University of Würzburg, Germany

  31. Systematic Evaluation of Learning Rate Scheduling Strategies Across Heterogeneous Architectures

    Jul 9, 2026Hafsa Mateen, Radu Timofte, Dmitry IgnatovBatchNeural Architecture Search

    Computer Vision Lab, CAIDAS & IFI, University of Würzburg, Germany

  32. Agentic Neural Architecture Search

    Jul 8, 2026Seokhoon Jeong, Mijung Kim, Taehwan KimNeural Architecture SearchAgent2Agent

    Artificial Intelligence Graduate School, Ulsan National Institute of Science and Engineering, Ulsan, Republic of Korea · Department of Computer Science and Engineering, Ulsan National Institute of Science and Engineering, Ulsan, Republic of Korea

  33. LEMUR 2: Unlocking Neural Network Diversity for AI

    Jul 7, 2026Tolgay Atinc Uzun, Waleed Khalid, Saif U Din +17Neural Architecture SearchLarge Language Model Benchmarks

    Computer Vision Chair, University of Ẅurzburg, Germany

  34. CamoNAS: Neural Architecture Search for Enhanced Camouflaged Object Detection

    Jul 2, 2026Dawei Ren, Yan Zhang, Hongying Tang +2Camouflaged Object DetectionNeural Architecture Search

    Science and Technology on Micro-system Laboratory, Shanghai Institute of Microsystem and Information Technology, Chinese Academy of Sciences, 865 Changning Road, Shanghai, 200050, China. · University of Chinese Academy of Sciences, No. 19(A) Yuquan Road, Shijingshan District, Beijing, 100049, Beijing, China. · School of Information Science and Technology, Shanghaitech University, Shanghai, China.

  35. Bi-NAS: Towards Effective and Personalized Explanation for Recommender Systems via Bi-Level Neural Architecture Search

    Jul 1, 2026Longfeng Wu, Yao Zhou, Tong Zeng +5Explainable AI MethodsNeural Architecture Search

    Virginia Tech Blacksburg, VA, USA · Google Mountain View, CA, USA · Amazon Sunnyvale, CA, USA

  36. EVOTS: Evolutionary Transformer Search for Time Series Forecasting

    Jun 30, 2026AbdElRahman ElSaid, Damir PulatovTime Series ForecastingAutoregressive Transformers

    University of North Carolina Wilmington Wilmington, North Carolina, USA

  37. TacEvo: Self-Evolving Architecture Discovery for Robotic Tactile Perception via LLM-Driven Quality-Diversity Search

    Jun 29, 2026Mohammed AbuSadeh, Lan Wei, Dandan ZhangNeural Architecture SearchTactile

    All authors are with the Department of Bioengineering, Imperial-X Initiative, Imperial College London, London, United Kingdom.

  38. Bilevel Optimization for Neural Architecture Search

    Jun 28, 2026Abhishek Shukla, Ankur Sinha, Faiz HamidBilevel OptimizationNeural Architecture Search

    Department of Management Sciences, IIT Kanpur, India · Krishnamurthy Tandon School of AI, IIM Ahmedabad, India

  39. Neural Architecture Search for Generative Adversarial Networks: A Comprehensive Review and Critical Analysis

    Jun 24, 2026Abrar Alotaibi, Moataz AhmedNeural Architecture SearchGenerative Adversarial Network

    Department of Information and Computer Science, King Fahd University of Petroleum and Minerals, Dhahran,31261, Saudi Arabia · Computer Science Department, College of Computer Science and Information Technology, Imam Abdulrahman bin Faisal University, Dammam, 31441, Saudi Arabia · SDAIA-KFUPM Joint Research Center for Artificial Intelligence, King Fahd University of Petroleum and Minerals, Dhahran, 31261, Saudi Arabia

  40. Neural Architecture Search of Sample Reweighting Networks for Complex Distribution Shift

    Jun 22, 2026Keisuke Sugawara, Kento Uchida, Shinichi ShirakawaReweightingNeural Architecture Search

    Yokohama National University, Kanagawa, Japan

  41. Systematic Exploration of 4-Expert Heterogeneous Mixture-of-Experts via Automated Pipeline Search

    Jun 21, 2026Yashkumar R Lukhi, Harsh Rameshbhai Moradiya, Radu Timofte +1Mixture-Of-ExpertsNeural Architecture Search

    Computer Vision Lab, CAIDAS & IFI, University of Würzburg, Germany

  42. AgentDSE: Reasoning-Augmented Architectural Design Space Exploration

    Jun 20, 2026Chenyu Wang, Jiahe Caroline Shi, David Kong +4Automated Heuristic DesignNeural Architecture Search

    Harvard University · Massachusetts Institute of Technology · Columbia University

  43. Neural Architecture Distributions: A New Paradigm for Stochastic Segmentation

    Jun 19, 2026Conghui Li, Junhao Huang, Chern Hong Lim +2Semi-Supervised Medical Image SegmentationNeural Architecture Search

    School of Information Technology, Monash University Malaysia, Selangor, Malaysia · Centre for Data Science and Artificial Intelligence, School of Engineering and Computer Science, Victoria University of Wellington, Wellington, New Zealand

  44. Towards Robust Training in NNGPT AutoML Pipeline: A Loss-Optimizer Pairing Selection Study

    Jun 18, 2026Anton Abramochkin, Radu Timofte, Dmitry IgnatovNeural Architecture SearchAdam

    Computer Vision Lab, CAIDAS & IFI, University of Würzburg, Germany

  45. A3C3: AI Algorithm and Accelerator Co-design, Co-search, and Co-generation

    Jun 18, 2026Selin Yildirim, Yingbing Huang, Deming ChenHardware EfficiencyNeural Architecture Search

    Siebel School of Computing and Data Science · Department of Electrical and Computer Engineering University of Illinois Urbana-Champaign

  46. InTrain: Intrinsic Trainability for Zero-Cost Neural Architecture Search

    Jun 17, 2026Qinqin Zhou, Fuhai Chen, Jipeng Wu +3Neural Architecture SearchNeural Network Training

    School of Computer and Data Science, Fuzhou University · School of Computer and Data Science, Minjiang University · School of Artificial Intelligence, Nanchang University +2

  47. An affordable hardware-aware neural architecture search for deploying convolutional neural networks on ultra-low-power computing platforms

    Jun 15, 2026Andrea Mattia Garavagno, Edoardo Ragusa, Antonio Frisoli +1Neural Architecture SearchHardware-Aware

    Dept. of Electrical, Electronic, Telecommunications Engineering and Naval Architecture (DITEN), University of Genoa, Genoa, Italy · Department of Excellence in Robotics & AI and Institute of Mechanical Intelligence, Scuola Superiore Sant’Anna, 56127 Pisa, Italy

  48. CREST: Deployment-Realistic Hardware-in-the-Loop NAS for Embedded Sensing Systems

    Jun 12, 2026Joseph Q. Zales, Pragya Sharma, Mani SrivastavaNeural Architecture SearchCortex

    University of California, Los Angeles · Los Angeles, California, USA

  49. On-Device Neural Architecture Search

    Jun 12, 2026Andrea Mattia Garavagno, Edoardo Ragusa, Paolo Gastaldo +2Neural Architecture SearchSurface Electromyography

    Department of Electrical, Electronic, Telecommunication Engineering and Naval Architecture, DITEN University of Genoa, Genoa 16145, Italy · Department of Excellence in Robotics & AI, Scuola Superiore Sant’Anna, Piazza Martiri della Libert`a 33, Pisa 56127, Italy · Institute of Mechanical Intelligence, Scuola Superiore Sant’Anna, Ghezzano, 56010 Pisa, Italy +1

  50. Running hardware-aware neural architecture search on embedded devices under 512MB of RAM

    Jun 12, 2026Andrea Mattia Garavagno, Edoardo Ragusa, Paolo Gastaldo +1Neural Architecture SearchHardware-Aware

    Department of Electrical, Electronic, Telecommunication Engineering and Naval Architecture, DITEN University of Genoa, Genoa 16145, Italy · Department of Excellence in Robotics & AI, Institute of Mechanical Intelligence, Scuola Superiore Sant’Anna, Pisa 56127, Italy

  51. Towards Autonomous Accelerator Design: FPGA Accelerator Generation with SECDA

    Jun 9, 2026Vinamra Sharma, Xingjian Fu, Jude Haris +1Field-Programmable Gate ArraysNeural Architecture Search

    School of Computing Science, University of Glasgow, Scotland, UK

  52. LLM-Guided Neural Architecture Search for Robust Co-Design of Physical Neural Networks

    Jun 9, 2026Tyler King, Timothee LeleuNeural Architecture SearchHardware Efficiency

    NTT Research · Princeton University · Stanford University

  53. Evidence-Guided Neural Architecture Selection under Uncertainty for Subject-Specific Blood Glucose Forecasting

    Jun 3, 2026Md Azharul Islam, Dwyer Deighan, Tarunraj Singha +1Continuous Glucose MonitoringForecasting Backbone

    Department of Mechanical and Aerospace Engineering, University at Buffalo, Buffalo, NY, USA · Computational and Data-Enabled Sciences, University at Buffalo, Buffalo, NY, USA · University at Buffalo, Buffalo, NY, USA

  54. Seq103: A Unified Neuroevolution Framework for Compact Sequence Architecture Discovery

    Jun 3, 2026Wenxiao Li, Yongjian Liu, Qing XieNeuroevolutionNeural Architecture Search

    School of Computer Science and Artificial Intelligence, Wuhan University of Technology, No. 122 Luoshi Road, Hongshan District, Wuhan, 430070, Hubei, China

  55. HalfNet: Randomized Neural Networks with Learned Subspace Geometry

    Jun 3, 2026Ethem AlpaydinNeural NetworkLow-Rank Structure

    Independent Researcher Istanbul, Turkey

  56. LLM Compression with Jointly Optimizing Architectural and Quantization choices

    Jun 2, 2026Hoang-Loc La, Truong-Thanh Le, Amir Taherkordi +1Large Language Model CompressionLLM Inference Optimization

    UiT The Arctic University of Norway · University of Oslo, Norway

  57. DxPTA: An Architecture Design Space Exploration with Optical Dataflow-guided Strategy for HW/SW Co-Design of Photonic Transformer Accelerators

    Jun 2, 2026Rachmad Vidya Wicaksana Putra, Solomon Micheal Serunjogi, Mahmoud Rasras +1Photonic Transformer AcceleratorsNeural Architecture Search

    eBRAIN Lab, Division of Engineering, New York University (NYU) Abu Dhabi, United Arab Emirates · Photonic Research Lab (PRL), Division of Engineering, New York University (NYU) Abu Dhabi, United Arab Emirates

  58. Edge-aware Decoding for Neural Asymmetric Routing

    Jun 1, 2026Li Liang, Jinbiao Chen, Zizhen ZhangNeural Combinatorial OptimizationEdge-Aware

    Sun Yat-Sen University · Department of Industrial Systems Engineering and Management, National University of Singapore

  59. Convergence Theory for Iterative LLM-Based Neural Architecture Search: A Parametric Cross-Entropy Framework with Closed-Form Proxy Reliability

    May 28, 2026Santosh Premi Adhikari, Radu Timofte, Dmitry IgnatovNeural Architecture SearchIterative

    Computer Vision Lab, CAIDAS & IFI, University of Würzburg, Germany

  60. Q-PhotoNAS: Hybrid Quantum Neural Architecture Search Framework on Photonic Devices

    May 21, 2026Farah Elnakhal, Alberto Marchisio, Nouhaila Innan +2Neural Architecture SearchNanophotonic

    Science Division, New York University Abu Dhabi, UAE · eBrain Lab, Division of Engineering, New York University Abu Dhabi, PO Box 129188, Abu Dhabi, UAE · Center for Quantum and Topological Systems, NYUAD Research Institute, New York University Abu Dhabi, UAE +1