| EfficientViM: Efficient Vision Mamba with Hidden State Mixer based State Space Duality | Nov 22, 2024 | Efficient Neural NetworkImage Classification | CodeCode Available | 2 |
| MobileOne: An Improved One millisecond Mobile Backbone | Jun 8, 2022 | Efficient Neural NetworkGaze Estimation | CodeCode Available | 2 |
| MI-GAN: A Simple Baseline for Image Inpainting on Mobile Devices | Jan 1, 2023 | Efficient Neural NetworkImage Inpainting | CodeCode Available | 2 |
| Deep Differentiable Logic Gate Networks | Oct 15, 2022 | CPUEfficient Neural Network | CodeCode Available | 2 |
| A New Frontier of AI: On-Device AI Training and Personalization | Jun 9, 2022 | Efficient Neural Networkspeech-recognition | CodeCode Available | 2 |
| Efficient Neural Network Analysis with Sum-of-Infeasibilities | Mar 19, 2022 | Adversarial AttackEfficient Neural Network | CodeCode Available | 2 |
| Differentiable Neural Architecture Learning for Efficient Neural Network Design | Mar 3, 2021 | Efficient Neural NetworkNeural Architecture Search | CodeCode Available | 1 |
| Trainable Weight Averaging: A General Approach for Subspace Training | May 26, 2022 | Dimensionality ReductionEfficient Neural Network | CodeCode Available | 1 |
| EagleEye: Fast Sub-net Evaluation for Efficient Neural Network Pruning | Jul 6, 2020 | Efficient Neural NetworkNetwork Pruning | CodeCode Available | 1 |
| Network Trimming: A Data-Driven Neuron Pruning Approach towards Efficient Deep Architectures | Jul 12, 2016 | Efficient Neural Network | CodeCode Available | 1 |
| Rethinking FUN: Frequency-Domain Utilization Networks | Dec 6, 2020 | Efficient Neural Network | CodeCode Available | 1 |
| Sudo rm -rf: Efficient Networks for Universal Audio Source Separation | Jul 14, 2020 | Audio Source SeparationEfficient Neural Network | CodeCode Available | 1 |
| WaveMix: A Resource-efficient Neural Network for Image Analysis | May 28, 2022 | Efficient Neural NetworkGPU | CodeCode Available | 1 |
| WaveMixSR: A Resource-efficient Neural Network for Image Super-resolution | Jul 1, 2023 | Efficient Neural NetworkImage Super-Resolution | CodeCode Available | 1 |
| GNN-Empowered Effective Partial Observation MARL Method for AoI Management in Multi-UAV Network | Aug 18, 2024 | Distributed OptimizationEfficient Neural Network | CodeCode Available | 1 |
| Image Generation for Efficient Neural Network Training in Autonomous Drone Racing | Aug 6, 2020 | Dataset GenerationEfficient Neural Network | CodeCode Available | 1 |
| Forward Laplacian: A New Computational Framework for Neural Network-based Variational Monte Carlo | Jul 17, 2023 | Efficient Neural NetworkVariational Monte Carlo | CodeCode Available | 1 |
| ENet: A Deep Neural Network Architecture for Real-Time Semantic Segmentation | Jun 7, 2016 | Efficient Neural NetworkReal-Time Semantic Segmentation | CodeCode Available | 1 |
| GenNet framework: interpretable deep learning for predicting phenotypes from genetic data | Sep 17, 2021 | Deep LearningEfficient Neural Network | CodeCode Available | 1 |
| HALO: Hadamard-Assisted Lower-Precision Optimization for LLMs | Jan 5, 2025 | Efficient Neural Networkparameter-efficient fine-tuning | CodeCode Available | 1 |
| LowDINO -- A Low Parameter Self Supervised Learning Model | May 28, 2023 | Efficient Neural Networkimage-classification | CodeCode Available | 1 |
| LUTNet: Learning FPGA Configurations for Highly Efficient Neural Network Inference | Oct 24, 2019 | BinarizationEfficient Neural Network | CodeCode Available | 1 |
| Fine-Tune Language Models as Multi-Modal Differential Equation Solvers | Aug 9, 2023 | Efficient Neural NetworkLanguage Modeling | CodeCode Available | 1 |
| Quadratic Residual Networks: A New Class of Neural Networks for Solving Forward and Inverse Problems in Physics Involving PDEs | Jan 20, 2021 | Efficient Neural Network | CodeCode Available | 1 |
| RevPHiSeg: A Memory-Efficient Neural Network for Uncertainty Quantification in Medical Image Segmentation | Aug 16, 2020 | Efficient Neural NetworkImage Segmentation | CodeCode Available | 1 |
| Small-Footprint Keyword Spotting with Multi-Scale Temporal Convolution | Oct 20, 2020 | Efficient Neural NetworkKeyword Spotting | CodeCode Available | 1 |
| A Convergent ADMM Framework for Efficient Neural Network Training | Dec 22, 2021 | Efficient Neural Network | CodeCode Available | 1 |
| UV-Mamba: A DCN-Enhanced State Space Model for Urban Village Boundary Identification in High-Resolution Remote Sensing Images | Sep 5, 2024 | Boundary DetectionDecoder | CodeCode Available | 1 |
| WaveMix-Lite: A Resource-efficient Neural Network for Image Analysis | Oct 13, 2022 | Efficient Neural NetworkGPU | CodeCode Available | 1 |
| CEN-HDR: Computationally Efficient neural Network for real-time High Dynamic Range imaging | Feb 10, 2023 | Efficient Neural NetworkKnowledge Distillation | CodeCode Available | 1 |
| The Effectiveness of a Simplified Model Structure for Crowd Counting | Apr 11, 2024 | Crowd CountingEfficient Neural Network | CodeCode Available | 1 |
| Efficient Neural Network Approximation of Robust PCA for Automated Analysis of Calcium Imaging Data | Jul 31, 2021 | Efficient Neural NetworkGPU | CodeCode Available | 1 |
| An Accurate and Efficient Neural Network for OCTA Vessel Segmentation and a New Dataset | Sep 18, 2023 | Efficient Neural NetworkRetinal Vessel Segmentation | CodeCode Available | 1 |
| Efficient Neural Network Deployment for Microcontroller | Jul 2, 2020 | BinarizationEdge-computing | CodeCode Available | 1 |
| Efficient and Accurate Conversion of Spiking Neural Network with Burst Spikes | Apr 28, 2022 | Efficient Neural Network | CodeCode Available | 1 |
| ElectroCardioGuard: Preventing Patient Misidentification in Electrocardiogram Databases through Neural Networks | Jun 9, 2023 | ECG Patient IdentificationECG Patient Identification (gallery-probe) | CodeCode Available | 1 |
| Compute and memory efficient universal sound source separation | Mar 3, 2021 | Audio Source SeparationEfficient Neural Network | CodeCode Available | 1 |
| FLIGHT Mode On: A Feather-Light Network for Low-Light Image Enhancement | May 18, 2023 | DenoisingEfficient Neural Network | CodeCode Available | 1 |
| ChamNet: Towards Efficient Network Design through Platform-Aware Model Adaptation | Dec 21, 2018 | Bayesian OptimizationCPU | CodeCode Available | 1 |
| Efficient Neural Network Robustness Certification with General Activation Functions | Nov 2, 2018 | Computational EfficiencyEfficient Neural Network | CodeCode Available | 1 |
| Gated Attention Coding for Training High-performance and Efficient Spiking Neural Networks | Aug 12, 2023 | Efficient Neural NetworkImage Classification | CodeCode Available | 1 |
| Ground-aware Monocular 3D Object Detection for Autonomous Driving | Feb 1, 2021 | 3D Object Detection6D Pose Estimation using RGB | CodeCode Available | 1 |
| A Three-regime Model of Network Pruning | May 28, 2023 | Efficient Neural NetworkHyperparameter Optimization | CodeCode Available | 1 |
| Logic Shrinkage: Learned FPGA Netlist Sparsity for Efficient Neural Network Inference | Dec 4, 2021 | Efficient Neural NetworkGPU | CodeCode Available | 1 |
| Practical Deep Raw Image Denoising on Mobile Devices | Oct 14, 2020 | DenoisingEfficient Neural Network | CodeCode Available | 1 |
| Deep learning observables in computational fluid dynamics | Mar 7, 2019 | Deep LearningEfficient Neural Network | CodeCode Available | 1 |
| Automatic Joint Structured Pruning and Quantization for Efficient Neural Network Training and Compression | Feb 23, 2025 | Efficient Neural NetworkQuantization | CodeCode Available | 1 |
| cecilia: A Machine Learning-Based Pipeline for Measuring Metal Abundances of Helium-rich Polluted White Dwarfs | Feb 7, 2024 | Efficient Neural NetworkGeochemistry | —Unverified | 0 |
| An efficient neural-network and finite-difference hybrid method for elliptic interface problems with applications | Oct 11, 2022 | Efficient Neural Network | —Unverified | 0 |
| Can LLMs Revolutionize the Design of Explainable and Efficient TinyML Models? | Apr 13, 2025 | Computational EfficiencyEfficient Neural Network | —Unverified | 0 |