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Hardware Aware Neural Architecture Search

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Showing 1–37 of 37 papers

TitleStatusHype
MARCO: Hardware-Aware Neural Architecture Search for Edge Devices with Multi-Agent Reinforcement Learning and Conformal Prediction Filtering—0
Efficient Traffic Classification using HW-NAS: Advanced Analysis and Optimization for Cybersecurity on Resource-Constrained Devices—0
Energy-Efficient Deep Learning for Traffic Classification on Microcontrollers—0
Optimizing edge AI models on HPC systems with the edge in the loopCode0
MONAQ: Multi-Objective Neural Architecture Querying for Time-Series Analysis on Resource-Constrained DevicesCode0
TinyTNAS: GPU-Free, Time-Bound, Hardware-Aware Neural Architecture Search for TinyML Time Series ClassificationCode1
SCAN-Edge: Finding MobileNet-speed Hybrid Networks for Diverse Edge Devices via Hardware-Aware Evolutionary Search—0
Combining Neural Architecture Search and Automatic Code Optimization: A Survey—0
A Multi-objective Optimization Benchmark Test Suite for Real-time Semantic SegmentationCode2
On Latency Predictors for Neural Architecture SearchCode1
SONATA: Self-adaptive Evolutionary Framework for Hardware-aware Neural Architecture Search—0
QuadraNet: Improving High-Order Neural Interaction Efficiency with Hardware-Aware Quadratic Neural Networks—0
Hardware Aware Evolutionary Neural Architecture Search using Representation Similarity Metric—0
MicroNAS: Memory and Latency Constrained Hardware-Aware Neural Architecture Search for Time Series Classification on Microcontrollers—0
Grassroots Operator Search for Model Edge Adaptation—0
Multi-Predict: Few Shot Predictors For Efficient Neural Architecture Search—0
Neural Architecture Search for Intel Movidius VPU—0
HyT-NAS: Hybrid Transformers Neural Architecture Search for Edge Devices—0
Colab NAS: Obtaining lightweight task-specific convolutional neural networks following Occam's razorCode0
Entropy-Driven Mixed-Precision Quantization for Deep Network DesignCode0
Toward Edge-Efficient Dense Predictions with Synergistic Multi-Task Neural Architecture Search—0
U-Boost NAS: Utilization-Boosted Differentiable Neural Architecture SearchCode0
The Larger The Fairer? Small Neural Networks Can Achieve Fairness for Edge Devices—0
One Proxy Device Is Enough for Hardware-Aware Neural Architecture SearchCode1
Multi-objective optimization for Hardware-aware Neural Architecture Search—0
Hardware-aware Real-time Myocardial Segmentation Quality Control in Contrast Echocardiography—0
MFAGAN: A Compression Framework for Memory-Efficient On-Device Super-Resolution GAN—0
BatchQuant: Quantized-for-all Architecture Search with Robust QuantizerCode0
HAO: Hardware-aware neural Architecture Optimization for Efficient Inference—0
HW-NAS-Bench:Hardware-Aware Neural Architecture Search BenchmarkCode1
HSCoNAS: Hardware-Software Co-Design of Efficient DNNs via Neural Architecture Search—0
A Comprehensive Survey on Hardware-Aware Neural Architecture Search—0
HW-NAS-Bench: Hardware-Aware Neural Architecture Search Benchmark—0
Bringing AI To Edge: From Deep Learning's Perspective—0
Accelerator-aware Neural Network Design using AutoML—0
Work-in-progress: a deep learning strategy for I/O scheduling in storage systemsCode0
Fast Hardware-Aware Neural Architecture SearchCode0
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