| Last Layer Re-Training is Sufficient for Robustness to Spurious Correlations | Apr 6, 2022 | GPUOut-of-Distribution Generalization | CodeCode Available | 1 |
| TALLFormer: Temporal Action Localization with a Long-memory Transformer | Apr 4, 2022 | Action LocalizationAction Recognition | CodeCode Available | 1 |
| Long Movie Clip Classification with State-Space Video Models | Apr 4, 2022 | ClassificationDecoder | CodeCode Available | 1 |
| Stochastic Backpropagation: A Memory Efficient Strategy for Training Video Models | Mar 31, 2022 | Action DetectionAction Recognition | CodeCode Available | 1 |
| Optimization for Classical Machine Learning Problems on the GPU | Mar 30, 2022 | BIG-bench Machine LearningGPU | CodeCode Available | 1 |
| DELTA: Dynamically Optimizing GPU Memory beyond Tensor Recomputation | Mar 30, 2022 | GPU | CodeCode Available | 1 |
| A Fast Post-Training Pruning Framework for Transformers | Mar 29, 2022 | GPU | CodeCode Available | 1 |
| Efficient Visual Tracking via Hierarchical Cross-Attention Transformer | Mar 25, 2022 | CPUGPU | CodeCode Available | 1 |
| Adjacent Context Coordination Network for Salient Object Detection in Optical Remote Sensing Images | Mar 25, 2022 | DecoderGPU | CodeCode Available | 1 |
| Training-free Transformer Architecture Search | Mar 23, 2022 | DiversityGPU | CodeCode Available | 1 |
| Sionna: An Open-Source Library for Next-Generation Physical Layer Research | Mar 22, 2022 | BenchmarkingGPU | CodeCode Available | 1 |
| Mixed-Precision Neural Network Quantization via Learned Layer-wise Importance | Mar 16, 2022 | GPUQuantization | CodeCode Available | 1 |
| Panoptic SwiftNet: Pyramidal Fusion for Real-time Panoptic Segmentation | Mar 15, 2022 | Autonomous DrivingGPU | CodeCode Available | 1 |
| Training Protocol Matters: Towards Accurate Scene Text Recognition via Training Protocol Searching | Mar 13, 2022 | CPUGPU | CodeCode Available | 1 |
| Towards Less Constrained Macro-Neural Architecture Search | Mar 10, 2022 | GPUNeural Architecture Search | CodeCode Available | 1 |
| DARER: Dual-task Temporal Relational Recurrent Reasoning Network for Joint Dialog Sentiment Classification and Act Recognition | Mar 8, 2022 | Dialog Act ClassificationGPU | CodeCode Available | 1 |
| End-to-end Multiple Instance Learning with Gradient Accumulation | Mar 8, 2022 | GPUMultiple Instance Learning | CodeCode Available | 1 |
| WaveMix: Resource-efficient Token Mixing for Images | Mar 7, 2022 | GPUImage Classification | CodeCode Available | 1 |
| Ensemble Knowledge Guided Sub-network Search and Fine-tuning for Filter Pruning | Mar 5, 2022 | GPUKnowledge Distillation | CodeCode Available | 1 |
| py-irt: A Scalable Item Response Theory Library for Python | Mar 2, 2022 | GPU | CodeCode Available | 1 |
| DropIT: Dropping Intermediate Tensors for Memory-Efficient DNN Training | Feb 28, 2022 | GPUInstance Segmentation | CodeCode Available | 1 |
| Asyncval: A Toolkit for Asynchronously Validating Dense Retriever Checkpoints during Training | Feb 25, 2022 | GPUNatural Questions | CodeCode Available | 1 |
| BERTVision -- A Parameter-Efficient Approach for Question Answering | Feb 24, 2022 | GPUQuestion Answering | CodeCode Available | 1 |
| Auto-scaling Vision Transformers without Training | Feb 24, 2022 | GPU | CodeCode Available | 1 |
| Distributed Out-of-Memory NMF on CPU/GPU Architectures | Feb 19, 2022 | CPUDimensionality Reduction | CodeCode Available | 1 |
| Single UHD Image Dehazing via Interpretable Pyramid Network | Feb 17, 2022 | 4kGPU | CodeCode Available | 1 |
| Benchmarking of DL Libraries and Models on Mobile Devices | Feb 14, 2022 | BenchmarkingGPU | CodeCode Available | 1 |
| FL_PyTorch: optimization research simulator for federated learning | Feb 7, 2022 | Federated LearningGPU | CodeCode Available | 1 |
| MariusGNN: Resource-Efficient Out-of-Core Training of Graph Neural Networks | Feb 4, 2022 | GPU | CodeCode Available | 1 |
| Harmony: Overcoming the Hurdles of GPU Memory Capacity to Train Massive DNN Models on Commodity Servers | Feb 2, 2022 | CPUGPU | CodeCode Available | 1 |
| Accelerating DNN Training with Structured Data Gradient Pruning | Feb 1, 2022 | GPU | CodeCode Available | 1 |
| SPDY: Accurate Pruning with Speedup Guarantees | Jan 31, 2022 | GPUModel Compression | CodeCode Available | 1 |
| Convolutional Xformers for Vision | Jan 25, 2022 | GPUimage-classification | CodeCode Available | 1 |
| GenGNN: A Generic FPGA Framework for Graph Neural Network Acceleration | Jan 20, 2022 | CPUDrug Discovery | CodeCode Available | 1 |
| Building a Performance Model for Deep Learning Recommendation Model Training on GPUs | Jan 19, 2022 | GPUmodel | CodeCode Available | 1 |
| Attention-based Proposals Refinement for 3D Object Detection | Jan 18, 2022 | 3D Object DetectionAutonomous Driving | CodeCode Available | 1 |
| SLISEMAP: Supervised dimensionality reduction through local explanations | Jan 12, 2022 | ClassificationDimensionality Reduction | CodeCode Available | 1 |
| OCSampler: Compressing Videos to One Clip with Single-step Sampling | Jan 12, 2022 | GPUVideo Recognition | CodeCode Available | 1 |
| BottleFit: Learning Compressed Representations in Deep Neural Networks for Effective and Efficient Split Computing | Jan 7, 2022 | Data CompressionGPU | CodeCode Available | 1 |
| GPU-Net: Lightweight U-Net with more diverse features | Jan 7, 2022 | GPUImage Segmentation | CodeCode Available | 1 |
| Dynamic GPU Energy Optimization for Machine Learning Training Workloads | Jan 5, 2022 | BIG-bench Machine LearningGPU | CodeCode Available | 1 |
| Scalable semi-supervised dimensionality reduction with GPU-accelerated EmbedSOM | Jan 3, 2022 | Data VisualizationDimensionality Reduction | CodeCode Available | 1 |
| ABPN: Adaptive Blend Pyramid Network for Real-Time Local Retouching of Ultra High-Resolution Photo | Jan 1, 2022 | 4kGPU | CodeCode Available | 1 |
| GPU-accelerated Faster Mean Shift with euclidean distance metrics | Dec 27, 2021 | ClusteringGPU | CodeCode Available | 1 |
| GREED: A Neural Framework for Learning Graph Distance Functions | Dec 24, 2021 | CPUGPU | CodeCode Available | 1 |
| Mega-NeRF: Scalable Construction of Large-Scale NeRFs for Virtual Fly-Throughs | Dec 20, 2021 | GPUNeRF | CodeCode Available | 1 |
| NetKet 3: Machine Learning Toolbox for Many-Body Quantum Systems | Dec 20, 2021 | BIG-bench Machine LearningChunking | CodeCode Available | 1 |
| GPU optimization of the 3D Scale-invariant Feature Transform Algorithm and a Novel BRIEF-inspired 3D Fast Descriptor | Dec 19, 2021 | Computational EfficiencyCPU | CodeCode Available | 1 |
| Efficient Document-level Event Extraction via Pseudo-Trigger-aware Pruned Complete Graph | Dec 11, 2021 | Document-level Event ExtractionEvent Extraction | CodeCode Available | 1 |
| ALIKE: Accurate and Lightweight Keypoint Detection and Descriptor Extraction | Dec 6, 2021 | Camera Pose EstimationGPU | CodeCode Available | 1 |