Official PyTorch Implementation of HELP: Hardware-adaptive Efficient Latency Prediction for NAS via Meta-Learning (NeurIPS 2021 Spotlight)
☆64Aug 5, 2024Updated last year
Alternatives and similar repositories for HELP
Users that are interested in HELP are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- Official PyTorch implementation of "Rapid Neural Architecture Search by Learning to Generate Graphs from Datasets" (ICLR 2021)☆64Aug 5, 2024Updated last year
- Official PyTorch implementation of "Evolving Search Space for Neural Architecture Search"☆12Aug 18, 2021Updated 4 years ago
- [ICLR 2021] HW-NAS-Bench: Hardware-Aware Neural Architecture Search Benchmark☆116Apr 18, 2023Updated 2 years ago
- Official Repo for "Multi-objective Differentiable Neural Architecture Search"☆15Jul 12, 2024Updated last year
- Official PyTorch implementation of "DiffusionNAG: Predictor-guided Neural Architecture Generation with Diffusion Models" (ICLR 2024)☆43Mar 20, 2024Updated 2 years ago
- A DNN inference latency prediction toolkit for accurately modeling and predicting the latency on diverse edge devices.☆362Jul 30, 2024Updated last year
- Lightweight Neural Architecture Search for Temporal Convolutional Networks at the Edge☆10Mar 6, 2023Updated 3 years ago
- This is the proof-of-concept CPU implementation of ASPEN used for the NeurIPS'23 paper ASPEN: Breaking Operator Barriers for Efficient Pa…☆13Apr 4, 2024Updated last year
- Neural Network Quantization With Fractional Bit-widths☆11Feb 19, 2021Updated 5 years ago
- ☆97Nov 4, 2022Updated 3 years ago
- [ICLR 2021] CompOFA: Compound Once-For-All Networks For Faster Multi-Platform Deployment☆25Jan 5, 2023Updated 3 years ago
- Official PyTorch implementation of "Meta-prediction Model for Distillation-Aware NAS on Unseen Datasets" (ICLR 2023 notable top 25%)☆26Mar 18, 2024Updated 2 years ago
- Official Implementation of SEA: Sparse Linear Attention with Estimated Attention Mask (ICLR 2024)☆11Jun 20, 2025Updated 9 months ago
- PyTorch code for our CoLLAs-2022 paper "Online Continual Learning for Embedded Devices"☆13Aug 4, 2022Updated 3 years ago
- ☆23Oct 12, 2022Updated 3 years ago
- ☆13Jul 14, 2025Updated 8 months ago
- Code for our ICLR'2021 paper "DrNAS: Dirichlet Neural Architecture Search"☆43Apr 12, 2021Updated 4 years ago
- [TCAD 2021] Block Convolution: Towards Memory-Efficient Inference of Large-Scale CNNs on FPGA☆17Jul 7, 2022Updated 3 years ago
- [DATE 2025] Official implementation and dataset of AIrchitect v2: Learning the Hardware Accelerator Design Space through Unified Represen…☆19Jan 17, 2025Updated last year
- The code for our paper "Neural Architecture Search as Program Transformation Exploration"☆16Apr 28, 2021Updated 4 years ago
- Code for reproducing the results from "CrAM: A Compression-Aware Minimizer" accepted at ICLR 2023☆10Mar 1, 2023Updated 3 years ago
- BitSplit Post-trining Quantization☆50Dec 20, 2021Updated 4 years ago
- [CVPR 2020] APQ: Joint Search for Network Architecture, Pruning and Quantization Policy☆160Jun 16, 2020Updated 5 years ago
- Pytorch implementation of “MetaPerturb: Transferable Regularizer for Heterogeneous Tasks and Architectures” (NeurIPS 2020 spotlight)☆13Jul 22, 2021Updated 4 years ago
- ☆22Oct 26, 2022Updated 3 years ago
- Artifact for IPDPS'21: DSXplore: Optimizing Convolutional Neural Networks via Sliding-Channel Convolutions.☆13Apr 6, 2021Updated 4 years ago
- [NeurIPS 2021] “Stronger NAS with Weaker Predictors“, Junru Wu, Xiyang Dai, Dongdong Chen, Yinpeng Chen, Mengchen Liu, Ye Yu, Zhangyang W…☆27Sep 23, 2022Updated 3 years ago
- [ICML 2021] "Auto-NBA: Efficient and Effective Search Over the Joint Space of Networks, Bitwidths, and Accelerators" by Yonggan Fu, Yonga…☆16Jan 3, 2022Updated 4 years ago
- The goal of this design is to use the PYNQ-Z2 development board to design a general convolution neural network accelerator. And through r…☆11Sep 30, 2020Updated 5 years ago
- HW-GPT-Bench: Hardware-Aware Architecture Benchmark for Language Models☆23Dec 6, 2024Updated last year
- This repository provides an FPGA-based solution for executing object detection, focusing specifically on the popular YOLOv5 model archite…☆52Jan 12, 2026Updated 2 months ago
- zTT: Learning-based DVFS with Zero Thermal Throttling for Mobile Devices [MobiSys'21] - Artifact Evaluation☆28May 10, 2021Updated 4 years ago
- ☆13Oct 26, 2023Updated 2 years ago
- HW-PR-NAS is a single surrogate model trained to Pareto rank the architectures based on Accuracy, Latency and energy consumption☆16Oct 15, 2022Updated 3 years ago
- HW/SW co-design of sentence-level energy optimizations for latency-aware multi-task NLP inference☆54Mar 24, 2024Updated 2 years ago
- ☆28Oct 21, 2020Updated 5 years ago
- [ICLR 2020] Once for All: Train One Network and Specialize it for Efficient Deployment☆1,944Dec 14, 2023Updated 2 years ago
- [MLSys 2021] IOS: Inter-Operator Scheduler for CNN Acceleration☆199Apr 27, 2022Updated 3 years ago
- Training Quantized Neural Networks with a Full-precision Auxiliary Module☆13Jun 19, 2020Updated 5 years ago