Neural Architecture Search

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Period ending 2026-09-21

1 new paper

A weekly snapshot of new work published in Neural Architecture Search.

Period ending 2026-09-14

2 new papers

A weekly snapshot of new work published in Neural Architecture Search.

Period ending 2026-09-07

1 new paper

A weekly snapshot of new work published in Neural Architecture Search.

70 papers

Latest in Neural Architecture Search

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

    Sep 18, 2026Heinke Hihn, Friedhelm SchwenkerNeural Architecture SearchSearch Algorithms

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

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

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

    Sep 10, 2026Yifan Yang, Zhaoyan Wang, Zheng Gao +2Neural Architecture SearchIndependent Anchor Network

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

    Sep 10, 2026Heinke HihnNeural Architecture SearchSearch Algorithms

  5. Structure Aware Neural Architecture Search for Mixture of Experts

    Aug 30, 2026Petr Babkin, Oleg BakhteevNeural Architecture SearchMixture-of-Experts Models

  6. 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 SearchAccelerator

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

    Aug 10, 2026Yuxu Ge, Yifei ChengNeural Architecture SearchNeural Cellular Automata

  8. 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

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

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

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

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

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

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

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

    Jul 30, 2026Edoardo Ragusa, Giovanni Paolo Canuti, Simone Lugani +2Robotic PerceptionRgb-Depth Cameras

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

    Jul 29, 2026Saif U Din, Muhammad Ahsan Hussain, Radu Timofte +1Mobilenetv2Neural Architecture Search

  14. Surrogate assisted diversity estimation in neural ensemble search

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

  15. 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

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

    Jul 24, 2026Keya Patel, Sajib Mistry, Sheik Mohammad Mostakim Fattah +1Heterogeneous Edge DevicesNeural Architecture Search

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

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

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

    Jul 13, 2026Romain AmigonNeural Architecture SearchSparse Deep Neural Network Accelerators

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

    Jul 13, 2026Shambhavi Balamuthu Sampath, Behzad Shomali, Nael Fasfous +7Sparse Deep Neural Network AcceleratorsNeural Architecture Search

  20. Agentic Neural Architecture Search

    Jul 8, 2026Seokhoon Jeong, Mijung Kim, Taehwan KimNeural Architecture SearchLarge Language Model Backbones

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

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

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

    Jul 1, 2026Longfeng Wu, Yao Zhou, Tong Zeng +5Recommender SystemsNeural Architecture Search

  23. EVOTS: Evolutionary Transformer Search for Time Series Forecasting

    Jun 30, 2026AbdElRahman ElSaid, Damir PulatovMultivariate Time Series ForecastingEvolutionary Search

  24. 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 Perception

  25. Bilevel Optimization for Neural Architecture Search

    Jun 28, 2026Abhishek Shukla, Ankur Sinha, Faiz HamidNeural Architecture SearchBilevel Optimization

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

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

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

    Jun 22, 2026Keisuke Sugawara, Kento Uchida, Shinichi ShirakawaNeural Architecture SearchDistribution Shifts

  28. 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-Experts ModelsNeural Architecture Search

  29. AgentDSE: Reasoning-Augmented Architectural Design Space Exploration

    Jun 20, 2026Chenyu Wang, Jiahe Caroline Shi, David Kong +4Neural Architecture SearchAgentic Optimization

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

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

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

    Jun 17, 2026Qinqin Zhou, Fuhai Chen, Jipeng Wu +3Neural Architecture SearchTrainable Parameter

  32. 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 SearchCortex

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

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

  34. On-Device Neural Architecture Search

    Jun 12, 2026Andrea Mattia Garavagno, Edoardo Ragusa, Paolo Gastaldo +2Neural Architecture SearchNeural Architectures

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

    Jun 12, 2026Andrea Mattia Garavagno, Edoardo Ragusa, Paolo Gastaldo +1Neural Architecture SearchDevice

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

    Jun 9, 2026Tyler King, Timothee LeleuNeural Architecture SearchCo-Design

  37. GenAutoML: An Agentic Framework for Dynamic Architecture Generation and Optimization in Time-Series Analysis

    Jun 4, 2026Oleeviya Babu Poikarayil, Cédric Schockaert, Abdulrahman Nahhas +3Neural Architecture SearchReal-Time Inference

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

    Jun 3, 2026Md Azharul Islam, Dwyer Deighan, Tarunraj Singha +1Continuous Glucose MonitoringNeural Architecture Search

  39. LLM Compression with Jointly Optimizing Architectural and Quantization choices

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

  40. 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

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

    May 21, 2026Farah Elnakhal, Alberto Marchisio, Nouhaila Innan +2Hybrid Quantum Neural NetworksQuantum Machine Learning

  42. Optimized Federated Knowledge Distillation with Distributed Neural Architecture Search

    May 20, 2026Chaimaa Medjadji, Sylvain Kubler, Yves Le Traon +3Federated LearningKnowledge Distillation

  43. AutoMCU: Feasibility-First MCU Neural Network Customization via LLM-based Multi-Agent Systems

    May 20, 2026Penglin Dai, Zijie Zhou, Xincao Xu +3Neural Architecture SearchHeterogeneous Edge Devices

  44. DASH: Fast Differentiable Architecture Search for Hybrid Attention in Minutes on a Single GPU

    May 20, 2026Weizhe Chen, Miao Zhang, Junpeng Jiang +3Neural Architecture SearchHybrid

  45. Structuring Open-Ended NAS: Semi-Automated Design Knowledge Structuring with LLMs for Efficient Neural Architecture Search

    May 19, 2026Yuiko Sakuma, Masakazu Yoshimura, Marcel Gröpl +4Neural Architecture SearchNeural Architectures

  46. Hybrid Quantum-Classical Neural Architecture Search

    May 18, 2026Alberto Marchisio, Muhammad Kashif, Nouhaila Innan +1Hybrid Quantum Neural NetworksNeural Architecture Search

  47. LLMForge: Multi-Backend Hardware-Aware Neural Architecture Search with Infinite-Head Attention for Edge Language Models

    May 17, 2026Xinting Jiang, Junyi Luo, Ruichen Qi +4Neural Architecture SearchLLM Inference Efficiency

  48. Surrogate Neural Architecture Codesign Package (SNAC-Pack)

    May 15, 2026Jason Weitz, Dmitri Demler, Benjamin Hawks +3Neural Architecture SearchField-Programmable Gate Arrays

  49. Agentic Discovery of Neural Architectures: AIRA-Compose and AIRA-Design

    May 15, 2026Alberto Pepe, Chien-Yu Lin, Despoina Magka +5Neural Architecture SearchNeural Architectures

  50. Towards Code-Oriented LM Embeddings for Surrogate-Assisted Neural Architecture Search

    May 15, 2026Pranav Somu, Advay Balakrishnan, Stepan Kravtsov +2Neural Architecture SearchNeural Architectures

  51. From Regression to Inference: Meta-Learning Predictors for Neural Architecture Search

    May 10, 2026Liping Deng, MingQing XiaoNeural Architecture SearchMeta-Learning

  52. TAS-LoRA: Transformer Architecture Search with Mixture-of-LoRA Experts

    May 8, 2026Jeimin Jeon, Hyunju Lee, Bumsub HamSelf-Supervised Vision TransformersNeural Architecture Search

  53. XiYOLO: Energy-Aware Object Detection via Iterative Architecture Search and Scaling

    May 7, 2026Tony Tran, Richie R. Suganda, Bin HuYolo26Heterogeneous Edge Devices

  54. Resource-Aware Evolutionary Neural Architecture Search for Cardiac MRI Segmentation

    May 7, 2026Farhana Yasmin, Mahade Hasan, Haipeng Liu +3Whole-Heart SegmentationNeural Architecture Search

  55. What Matters in Practical Learned Image Compression

    May 6, 2026Kedar Tatwawadi, Parisa Rahimzadeh, Zhanghao Sun +5Learned Image CompressionUltra-Low Bitrates

  56. Delta-Based Neural Architecture Search: LLM Fine-Tuning via Code Diffs

    May 6, 2026Santosh Premi Adhikari, Radu Timofte, Dmitry IgnatovLarge Language Model Fine-TuningNeural Architecture Search

  57. Hardware-Aware Neural Feature Extraction for Resource-Constrained Devices

    May 5, 2026Francesco Tosini, Simone Pedroni, Christian Veronesi +5Resource-Constrained Edge DevicesFeature Extraction

  58. HERCULES: Hardware-Efficient, Robust, Continual Learning Neural Architecture Search

    May 3, 2026Matteo Gambella, Fabrizio Pittorino, Manuel RoveriNeural Architecture SearchArtificial Intelligence Infrastructure

  59. Random Cloud: Finding Minimal Neural Architectures Without Training

    Apr 29, 2026Javier Gil BlázquezNeural Architecture SearchHeterogeneous Pruning Scores

  60. Agentic Architect: An Agentic AI Framework for Architecture Design Exploration and Optimization

    Apr 28, 2026Alexander Blasberg, Vasilis Kypriotis, Dimitrios SkarlatosNeural Architecture SearchAccelerator