Title
Advancing Sequential Numerical Prediction in Autoregressive Models Xiang Fei Jinghui Lu Qi Sun Hao Feng Yanjie Wang Wei Shi An-Lan Wang Jingqun Tang Can Huang AI4TS 29 2 0 19 May 2025
Differentiable Channel Selection in Self-Attention For Person Re-Identification Yancheng Wang Nebojsa Jojic Yingzhen Yang 51 0 0 13 May 2025
RBFleX-NAS: Training-Free Neural Architecture Search Using Radial Basis Function Kernel and Hyperparameter Detection Tomomasa Yamasaki Zhehui Wang Yaoyu Zhang Niangjun Chen Bo Wang 52 0 0 26 Mar 2025
Fast Data Aware Neural Architecture Search via Supernet Accelerated Evaluation Emil Njor Colby R. Banbury Xenofon Fafoutis 82 0 0 18 Feb 2025
Optimizing Edge AI: A Comprehensive Survey on Data, Model, and System Strategies Xubin Wang Weijia Jia 77 1 0 08 Jan 2025
NASH: Neural Architecture and Accelerator Search for Multiplication-Reduced Hybrid Models Yang Xu Huihong Shi Zhongfeng Wang 48 0 0 07 Sep 2024
DεpS: Delayed ε-Shrinking for Faster Once-For-All Training Aditya Annavajjala Alind Khare Animesh Agrawal Igor Fedorov Hugo Latapie Myungjin Lee Alexey Tumanov CLL 49 0 0 08 Jul 2024
Efficient Modulation for Vision Networks Xu Ma Xiyang Dai Jianwei Yang Bin Xiao Yinpeng Chen Yun Fu Lu Yuan 58 17 0 29 Mar 2024
Multi-objective Differentiable Neural Architecture Search R. Sukthanker Arber Zela B. Staffler Samuel Dooley Josif Grabocka Frank Hutter 58 1 0 28 Feb 2024
DONNAv2 -- Lightweight Neural Architecture Search for Vision tasks Sweta Priyadarshi Tianyu Jiang Hsin-Pai Cheng S. Rama Krishna Viswanath Ganapathy C. Patel 79 0 0 26 Sep 2023
Auto-CARD: Efficient and Robust Codec Avatar Driving for Real-time Mobile Telepresence Y. Fu Yuecheng Li Chenghui Li Jason M. Saragih Peizhao Zhang Xiaoliang Dai Yingyan Lin 3DH 51 2 0 24 Apr 2023
Deep Neural Network Architecture Search for Accurate Visual Pose Estimation aboard Nano-UAVs Elia Cereda Luca Crupi Matteo Risso Luca Bompani Luca Benini Alessandro Giusti Daniele Jahier Pagliari Daniele Palossi 37 4 0 03 Mar 2023
Full Stack Optimization of Transformer Inference: a Survey Sehoon Kim Coleman Hooper Thanakul Wattanawong Minwoo Kang Ruohan Yan ... Qijing Huang Kurt Keutzer Michael W. Mahoney Y. Shao A. Gholami MQ 52 102 0 27 Feb 2023
ZiCo: Zero-shot NAS via Inverse Coefficient of Variation on Gradients Guihong Li Yuedong Yang Kartikeya Bhardwaj R. Marculescu 49 61 0 26 Jan 2023
Lightweight Neural Architecture Search for Temporal Convolutional Networks at the Edge Matteo Risso Luca Bompani Francesco Conti Lorenzo Lamberti Yukai Chen Luca Benini Enrico Macii Massimo Poncino Daniele Jahier Pagliari 47 33 0 24 Jan 2023
Efficient Evaluation Methods for Neural Architecture Search: A Survey Xiangning Xie Xiaotian Song Zeqiong Lv Gary G. Yen Weiping Ding Yizhou Sun 41 12 0 14 Jan 2023
Pruning Compact ConvNets for Efficient Inference Sayan Ghosh Karthik Prasad Xiaoliang Dai Peizhao Zhang Bichen Wu Graham Cormode Peter Vajda VLM 34 4 0 11 Jan 2023
Single Cell Training on Architecture Search for Image Denoising Bokyeung Lee Kyungdeuk Ko Jonghwan Hong Hanseok Ko 38 1 0 13 Dec 2022
RepGhost: A Hardware-Efficient Ghost Module via Re-parameterization Chengpeng Chen Zichao Guo Haien Zeng Pengfei Xiong Jian Dong 37 40 0 11 Nov 2022
NEON: Enabling Efficient Support for Nonlinear Operations in Resistive RAM-based Neural Network Accelerators Aditya Manglik Minesh Patel Haiyu Mao Behzad Salami Jisung Park Lois Orosa O. Mutlu 25 1 0 10 Nov 2022
Realistic Bokeh Effect Rendering on Mobile GPUs, Mobile AI & AIM 2022 challenge: Report Andrey D. Ignatov Radu Timofte Jin Zhang Feng Zhang G. Yu ... Mingyang Qian Huixin Ma Yanan Li Xiaotao Wang Lei Lei 20 10 0 07 Nov 2022
Efficient and Accurate Quantized Image Super-Resolution on Mobile NPUs, Mobile AI & AIM 2022 challenge: Report Andrey D. Ignatov Radu Timofte Maurizio Denna Abdelbadie Younes Ganzorig Gankhuyag ... Jing Liu Garas Gendy Nabil Sabor J. Hou Guanghui He SupR MQ 35 32 0 07 Nov 2022
Efficient Single-Image Depth Estimation on Mobile Devices, Mobile AI & AIM 2022 Challenge: Report Andrey D. Ignatov Grigory Malivenko Radu Timofte Lukasz Treszczotko Xin-ke Chang ... Dongwon Park Seongmin Hong Joonhee Lee Seunggyu Lee Sengsub Chun 45 17 0 07 Nov 2022
Learned Smartphone ISP on Mobile GPUs with Deep Learning, Mobile AI & AIM 2022 Challenge: Report Andrey D. Ignatov Radu Timofte Shuai Liu Chaoyu Feng Furui Bai ... Xin Lou Wei Zhou Cong Pang Haina Qin Mingxuan Cai 32 24 0 07 Nov 2022
NASA: Neural Architecture Search and Acceleration for Hardware Inspired Hybrid Networks Huihong Shi Haoran You Yang Zhao Zhongfeng Wang Yingyan Lin 67 7 0 24 Oct 2022
Pareto-aware Neural Architecture Generation for Diverse Computational Budgets Yong Guo Yaofo Chen Yin Zheng Qi Chen P. Zhao Jian Chen Junzhou Huang Mingkui Tan 35 5 0 14 Oct 2022
Tiered Pruning for Efficient Differentialble Inference-Aware Neural Architecture Search Slawomir Kierat Mateusz Sieniawski Denys Fridman Chendi Yu Szymon Migacz Pawel M. Morkisz A. Fit-Florea 3DPC 29 0 0 23 Sep 2022
Design Automation for Fast, Lightweight, and Effective Deep Learning Models: A Survey Dalin Zhang Kaixuan Chen Yan Zhao B. Yang Li-Ping Yao Christian S. Jensen 60 3 0 22 Aug 2022
Visual Analysis of Neural Architecture Spaces for Summarizing Design Principles Jun Yuan Mengchen Liu Fengyuan Tian Shixia Liu 32 7 0 20 Aug 2022
Surrogate-assisted Multi-objective Neural Architecture Search for Real-time Semantic Segmentation Zhichao Lu Ran Cheng Shihua Huang Haotong Zhang Changxiao Qiu Fan Yang SSeg 39 22 0 14 Aug 2022
Compiler-Aware Neural Architecture Search for On-Mobile Real-time Super-Resolution Yushu Wu Yifan Gong Pu Zhao Yanyu Li Zheng Zhan Wei Niu Hao Tang Minghai Qin Bin Ren Yanzhi Wang SupR MQ 40 23 0 25 Jul 2022
Neural Architecture Adaptation for Object Detection by Searching Channel Dimensions and Mapping Pre-trained Parameters Harim Jung Myeong-Seok Oh Cheoljong Yang Seong-Whan Lee ObjD 37 0 0 17 Jun 2022
RF-Next: Efficient Receptive Field Search for Convolutional Neural Networks Shanghua Gao Zhong-Yu Li Qi Han Ming-Ming Cheng Liang Wang 48 35 0 14 Jun 2022
Multi-Complexity-Loss DNAS for Energy-Efficient and Memory-Constrained Deep Neural Networks Matteo Risso Luca Bompani Luca Benini Enrico Macii Massimo Poncino Daniele Jahier Pagliari 51 3 0 01 Jun 2022
ShiftAddNAS: Hardware-Inspired Search for More Accurate and Efficient Neural Networks Haoran You Baopu Li Huihong Shi Y. Fu Yingyan Lin 55 17 0 17 May 2022
When NAS Meets Trees: An Efficient Algorithm for Neural Architecture Search Guocheng Qian Xuanyang Zhang Ge Li Chen Zhao Yukang Chen Xinming Zhang Guohao Li Jian Sun 39 4 0 11 Apr 2022
Pruning In Time (PIT): A Lightweight Network Architecture Optimizer for Temporal Convolutional Networks Matteo Risso Luca Bompani Daniele Jahier Pagliari Francesco Conti Lorenzo Lamberti Enrico Macii Luca Benini Massimo Poncino 29 10 0 28 Mar 2022
Q-PPG: Energy-Efficient PPG-based Heart Rate Monitoring on Wearable Devices Luca Bompani Daniele Jahier Pagliari Matteo Risso Simone Benatti Enrico Macii Luca Benini Massimo Poncino 29 41 0 24 Mar 2022
EAutoDet: Efficient Architecture Search for Object Detection Xiaoxing Wang Jiale Lin Junchi Yan Juanping Zhao Xiaokang Yang 52 23 0 21 Mar 2022
Structured Pruning is All You Need for Pruning CNNs at Initialization Yaohui Cai Weizhe Hua Hongzheng Chen G. E. Suh Christopher De Sa Zhiru Zhang CVBM 54 14 0 04 Mar 2022
WPNAS: Neural Architecture Search by jointly using Weight Sharing and Predictor Ke Lin A. Yong Zhuoxin Gan Yingying Jiang 29 0 0 04 Mar 2022
Towards Tailored Models on Private AIoT Devices: Federated Direct Neural Architecture Search Chunhui Zhang Xiaoming Yuan Qianyun Zhang Guangxu Zhu Lei Cheng Ning Zhang FedML OOD 44 15 0 23 Feb 2022
Quantune: Post-training Quantization of Convolutional Neural Networks using Extreme Gradient Boosting for Fast Deployment Jemin Lee Misun Yu Yongin Kwon Teaho Kim MQ 34 17 0 10 Feb 2022
UDC: Unified DNAS for Compressible TinyML Models Igor Fedorov Ramon Matas Hokchhay Tann Chu Zhou Matthew Mattina P. Whatmough AI4CE 39 13 0 15 Jan 2022
GhostNets on Heterogeneous Devices via Cheap Operations Kai Han Yunhe Wang Chang Xu Jianyuan Guo Chunjing Xu Enhua Wu Qi Tian 24 103 0 10 Jan 2022
Automated Deep Learning: Neural Architecture Search Is Not the End Xuanyi Dong D. Kedziora Katarzyna Musial Bogdan Gabrys 56 26 0 16 Dec 2021
MAPLE: Microprocessor A Priori for Latency Estimation Saad Abbasi Alexander Wong M. Shafiee 30 12 0 30 Nov 2021
EH-DNAS: End-to-End Hardware-aware Differentiable Neural Architecture Search Qian Jiang Xiaofan Zhang Deming Chen Minh Do Raymond A. Yeh 35 7 0 24 Nov 2021
FBNetV5: Neural Architecture Search for Multiple Tasks in One Run Bichen Wu Chaojian Li Hang Zhang Xiaoliang Dai Peizhao Zhang Matthew Yu Jialiang Wang Yingyan Lin Peter Vajda ViT 44 24 0 19 Nov 2021
RT-RCG: Neural Network and Accelerator Search Towards Effective and Real-time ECG Reconstruction from Intracardiac Electrograms Yongan Zhang Anton Banta Yonggan Fu M. John A. Post M. Razavi Joseph R. Cavallaro B. Aazhang Yingyan Lin 37 4 0 04 Nov 2021