| LMR-CBT: Learning Modality-fused Representations with CB-Transformer for Multimodal Emotion Recognition from Unaligned Multimodal Sequences | Dec 3, 2021 | Efficient Neural NetworkEmotion Recognition | —Unverified | 0 |
| Efficient Neural Network Training via Forward and Backward Propagation Sparsification | Nov 10, 2021 | Efficient Neural Network | CodeCode Available | 0 |
| DistIR: An Intermediate Representation and Simulator for Efficient Neural Network Distribution | Nov 9, 2021 | Efficient Neural Network | —Unverified | 0 |
| On the Efficiency of Deep Neural Networks | Sep 29, 2021 | Edge-computingEfficient Neural Network | —Unverified | 0 |
| Dynamic Neural Diversification: Path to Computationally Sustainable Neural Networks | Sep 20, 2021 | DiversityEfficient Neural Network | —Unverified | 0 |
| Joint Matrix Decomposition for Deep Convolutional Neural Networks Compression | Jul 9, 2021 | Efficient Neural NetworkMatrix Factorization / Decomposition | CodeCode Available | 0 |
| BasisNet: Two-stage Model Synthesis for Efficient Inference | May 7, 2021 | Efficient Neural NetworkImage Classification | —Unverified | 0 |
| Decentralized Inference with Graph Neural Networks in Wireless Communication Systems | Apr 19, 2021 | Efficient Neural NetworkGraph Neural Network | —Unverified | 0 |
| A Survey of Quantization Methods for Efficient Neural Network Inference | Mar 25, 2021 | Efficient Neural NetworkQuantization | —Unverified | 0 |
| Feature-Align Network with Knowledge Distillation for Efficient Denoising | Mar 2, 2021 | DecoderDenoising | —Unverified | 0 |
| SWIS -- Shared Weight bIt Sparsity for Efficient Neural Network Acceleration | Mar 1, 2021 | Efficient Neural NetworkQuantization | —Unverified | 0 |
| Scaling the Convex Barrier with Sparse Dual Algorithms | Jan 14, 2021 | Efficient Neural NetworkGPU | —Unverified | 0 |
| UMEC: Unified model and embedding compression for efficient recommendation systems | Jan 1, 2021 | Efficient Neural Networkfeature selection | —Unverified | 0 |
| MONGOOSE: A Learnable LSH Framework for Efficient Neural Network Training | Jan 1, 2021 | Efficient Neural NetworkLanguage Modeling | —Unverified | 0 |
| CovSegNet: A Multi Encoder-Decoder Architecture for Improved Lesion Segmentation of COVID-19 Chest CT Scans | Dec 2, 2020 | COVID-19 Image SegmentationDecoder | —Unverified | 0 |
| Rethinking Weight Decay For Efficient Neural Network Pruning | Nov 20, 2020 | Efficient Neural NetworkNetwork Pruning | CodeCode Available | 0 |
| Evaluating Curriculum Learning Strategies in Neural Combinatorial Optimization | Nov 12, 2020 | Combinatorial OptimizationEfficient Neural Network | —Unverified | 0 |
| Neural Network Architectures for Location Estimation in the Internet of Things | Oct 19, 2020 | Efficient Neural Network | —Unverified | 0 |
| Memformer: A Memory-Augmented Transformer for Sequence Modeling | Oct 14, 2020 | Efficient Neural NetworkLanguage Modelling | —Unverified | 0 |
| Event-based update of synapses in voltage-based learning rules | Sep 18, 2020 | Computational EfficiencyEfficient Neural Network | —Unverified | 0 |
| On the Orthogonality of Knowledge Distillation with Other Techniques: From an Ensemble Perspective | Sep 9, 2020 | Data AugmentationEfficient Neural Network | —Unverified | 0 |
| Going deeper with brain morphometry using neural networks | Sep 7, 2020 | Brain MorphometryEfficient Neural Network | —Unverified | 0 |
| Structured Convolutions for Efficient Neural Network Design | Aug 6, 2020 | Efficient Neural NetworkImage Classification | —Unverified | 0 |
| Dopant Network Processing Units: Towards Efficient Neural-network Emulators with High-capacity Nanoelectronic Nodes | Jul 24, 2020 | Binary ClassificationEfficient Neural Network | CodeCode Available | 0 |
| Measurement error models: from nonparametric methods to deep neural networks | Jul 15, 2020 | Efficient Neural Networkregression | —Unverified | 0 |
| Progressive Automatic Design of Search Space for One-Shot Neural Architecture Search | May 15, 2020 | DiversityEfficient Neural Network | —Unverified | 0 |
| Online unsupervised deep unfolding for MIMO channel estimation | Apr 30, 2020 | Efficient Neural Network | —Unverified | 0 |
| A New MRAM-based Process In-Memory Accelerator for Efficient Neural Network Training with Floating Point Precision | Mar 2, 2020 | Efficient Neural Network | —Unverified | 0 |
| NAttack! Adversarial Attacks to bypass a GAN based classifier trained to detect Network intrusion | Feb 20, 2020 | BIG-bench Machine LearningEfficient Neural Network | —Unverified | 0 |
| A Computationally Efficient Neural Network Invariant to the Action of Symmetry Subgroups | Feb 18, 2020 | Efficient Neural Network | —Unverified | 0 |
| Handwritten Character Recognition Using Unique Feature Extraction Technique | Jan 13, 2020 | Efficient Neural Network | —Unverified | 0 |
| A hierarchical approach to deep learning and its application to tomographic reconstruction | Dec 16, 2019 | Computational EfficiencyComputed Tomography (CT) | —Unverified | 0 |
| FANN-on-MCU: An Open-Source Toolkit for Energy-Efficient Neural Network Inference at the Edge of the Internet of Things | Nov 8, 2019 | BIG-bench Machine LearningEdge-computing | CodeCode Available | 0 |
| ROBO: Robust, Fully Neural Object Detection for Robot Soccer | Oct 24, 2019 | Efficient Neural NetworkObject | —Unverified | 0 |
| Recurrent neural network approach for cyclic job shop scheduling problem | Oct 21, 2019 | Efficient Neural NetworkJob Shop Scheduling | —Unverified | 0 |
| EdgeCNN: Convolutional Neural Network Classification Model with small inputs for Edge Computing | Sep 30, 2019 | Edge-computingEfficient Neural Network | CodeCode Available | 0 |
| Optimizing Speech Recognition For The Edge | Sep 26, 2019 | Efficient Neural NetworkQuantization | —Unverified | 0 |
| High performance RNNs with spiking neurons | Sep 25, 2019 | Edge-computingEfficient Neural Network | —Unverified | 0 |
| Go Wider: An Efficient Neural Network for Point Cloud Analysis via Group Convolutions | Sep 23, 2019 | Autonomous DrivingEfficient Neural Network | —Unverified | 0 |
| SkyNet: a Hardware-Efficient Method for Object Detection and Tracking on Embedded Systems | Sep 20, 2019 | Efficient Neural NetworkGPU | CodeCode Available | 0 |
| An Efficient Convolutional Neural Network for Coronary Heart Disease Prediction | Sep 1, 2019 | Class-Specific PerformanceDisease Prediction | CodeCode Available | 0 |
| DeepHoyer: Learning Sparser Neural Network with Differentiable Scale-Invariant Sparsity Measures | Aug 27, 2019 | compressed sensingEfficient Neural Network | CodeCode Available | 0 |
| ShellNet: Efficient Point Cloud Convolutional Neural Networks using Concentric Shells Statistics | Aug 17, 2019 | 3D Point Cloud Classification3D Semantic Segmentation | CodeCode Available | 0 |
| Vision-based Navigation Using Deep Reinforcement Learning | Aug 8, 2019 | Deep Reinforcement LearningEfficient Neural Network | CodeCode Available | 0 |
| Joint Regularization on Activations and Weights for Efficient Neural Network Pruning | Jun 19, 2019 | Efficient Neural NetworkModel Compression | —Unverified | 0 |
| Efficient Neural Network Approaches for Leather Defect Classification | Jun 15, 2019 | ClassificationEdge Detection | —Unverified | 0 |
| DeepSquare: Boosting the Learning Power of Deep Convolutional Neural Networks with Elementwise Square Operators | Jun 12, 2019 | Efficient Neural Network | —Unverified | 0 |
| HGC: Hierarchical Group Convolution for Highly Efficient Neural Network | Jun 9, 2019 | Efficient Neural Network | —Unverified | 0 |
| S-ConvNet: A Shallow Convolutional Neural Network Architecture for Neuromuscular Activity Recognition Using Instantaneous High-Density Surface EMG Images | Jun 8, 2019 | Efficient Neural NetworkGesture Recognition | —Unverified | 0 |
| Fully Quantized Network for Object Detection | Jun 1, 2019 | Efficient Neural NetworkObject | —Unverified | 0 |