| S^3NN: Time Step Reduction of Spiking Surrogate Gradients for Training Energy Efficient Single-Step Spiking Neural Networks | Jan 26, 2022 | Efficient Neural NetworkTime Series | —Unverified | 0 |
| Memformer: A Memory-Augmented Transformer for Sequence Modeling | Jan 16, 2022 | Efficient Neural Network | —Unverified | 0 |
| Ensemble Transformer for Efficient and Accurate Ranking Tasks: an Application to Question Answering Systems | Jan 15, 2022 | DiversityEfficient Neural Network | CodeCode Available | 0 |
| A Convergent ADMM Framework for Efficient Neural Network Training | Dec 22, 2021 | Efficient Neural Network | CodeCode Available | 1 |
| Logic Shrinkage: Learned FPGA Netlist Sparsity for Efficient Neural Network Inference | Dec 4, 2021 | Efficient Neural NetworkGPU | CodeCode Available | 1 |
| 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 |
| GenNet framework: interpretable deep learning for predicting phenotypes from genetic data | Sep 17, 2021 | Deep LearningEfficient 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 |
| 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 |
| Compute and memory efficient universal sound source separation | Mar 3, 2021 | Audio Source SeparationEfficient Neural Network | CodeCode Available | 1 |
| Differentiable Neural Architecture Learning for Efficient Neural Network Design | Mar 3, 2021 | Efficient Neural NetworkNeural Architecture Search | CodeCode Available | 1 |
| 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 |
| Ground-aware Monocular 3D Object Detection for Autonomous Driving | Feb 1, 2021 | 3D Object Detection6D Pose Estimation using RGB | 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 |
| Scaling the Convex Barrier with Sparse Dual Algorithms | Jan 14, 2021 | Efficient Neural NetworkGPU | —Unverified | 0 |
| MONGOOSE: A Learnable LSH Framework for Efficient Neural Network Training | Jan 1, 2021 | Efficient Neural NetworkLanguage Modeling | —Unverified | 0 |
| UMEC: Unified model and embedding compression for efficient recommendation systems | Jan 1, 2021 | Efficient Neural Networkfeature selection | —Unverified | 0 |
