Efficient Computing

Towards Efficient Simultaneous Speech Translation: CUNI-KIT System for Simultaneous Track at IWSLT 2023 ACL 2023 Towards Inference Efficient Deep Ensemble Learning AAAI 2023 Towards Real-Time Segmentation on the Edge AAAI 2023 Train Faster, Perform Better: Modular Adaptive Training in Over-Parameterized Models NeurIPS 2023 Training a General Spiking Neural Network with Improved Efficiency and Minimum Latency ACML 2023 Training Transformers with 4-bit Integers NeurIPS 2023 TRAMS: Training-free Memory Selection for Long-range Language Modeling EMNLP 2023 Transfer Learning Enhanced DeepONet for Long-Time Prediction of Evolution Equations AAAI 2023 Treeformer: Dense Gradient Trees for Efficient Attention Computation ICLR 2023 Unbiased Compression Saves Communication in Distributed Optimization: When and How Much? NeurIPS 2023 Unlimiformer: Long-Range Transformers with Unlimited Length Input NeurIPS 2023 Weight Predictor Network with Feature Selection for Small Sample Tabular Biomedical Data AAAI 2023 When to Use Efficient Self Attention? Profiling Text, Speech and Image Transformer Variants ACL 2023 Winning Both the Accuracy of Floating Point Activation and the Simplicity of Integer Arithmetic ICLR 2023 You Only Condense Once: Two Rules for Pruning Condensed Datasets NeurIPS 2023 Zero-Cost Operation Scoring in Differentiable Architecture Search AAAI 2023 ZoomTrack: Target-aware Non-uniform Resizing for Efficient Visual Tracking NeurIPS 2023 8-bit Optimizers via Block-wise Quantization ICLR 2022 Accelerating Sparse Convolution with Column Vector-Wise Sparsity NeurIPS 2022 A Comprehensive Study on Large-Scale Graph Training: Benchmarking and Rethinking NeurIPS 2022 AdaInt: Learning Adaptive Intervals for 3D Lookup Tables on Real-Time Image Enhancement CVPR 2022 AdapLeR: Speeding up Inference by Adaptive Length Reduction ACL 2022 ADD: Frequency Attention and Multi-View Based Knowledge Distillation to Detect Low-Quality Compressed Deepfake Images AAAI 2022 A Deep Learning Dataloader with Shared Data Preparation NeurIPS 2022 AEGNN: Asynchronous Event-Based Graph Neural Networks CVPR 2022