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Computational Efficiency

Methods and optimizations to reduce the computational resources (e.g., time, memory, or power) needed for training and inference in models. This involves techniques that streamline processing, optimize algorithms, or leverage hardware to enhance performance without compromising accuracy.

Papers

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Showing 3751–3800 of 4891 papers

TitleStatusHype
Benchmarking Data Efficiency and Computational Efficiency of Temporal Action Localization Models—0
Benchmarking Federated Machine Unlearning methods for Tabular Data—0
Benchmarking Large Language Models with Integer Sequence Generation Tasks—0
Benchmarking of CPU-intensive Stream Data Processing in The Edge Computing Systems—0
Benchmarking quantized LLaMa-based models on the Brazilian Secondary School Exam—0
Benchmarking real-time algorithms for in-phase auditory stimulation of low amplitude slow waves with wearable EEG devices during sleep—0
Benchmarking the human brain against computational architectures—0
Benchmarking Video Frame Interpolation—0
Best Arm Identification in Stochastic Bandits: Beyond β-optimality—0
Best-Subset Selection in Generalized Linear Models: A Fast and Consistent Algorithm via Splicing Technique—0
Beyond Attention: Learning Spatio-Temporal Dynamics with Emergent Interpretable Topologies—0
Beyond Frameworks: Unpacking Collaboration Strategies in Multi-Agent Systems—0
Beyond Reproducibility: Advancing Zero-shot LLM Reranking Efficiency with Setwise Insertion—0
Beyond Sentence-Level End-to-End Speech Translation: Context Helps—0
Beyond Sequence: Impact of Geometric Context for RNA Property Prediction—0
Beyond Standard MoE: Mixture of Latent Experts for Resource-Efficient Language Models—0
Beyond the model: Key differentiators in large language models and multi-agent services—0
Activation-wise Propagation: A Universal Strategy to Break Timestep Constraints in Spiking Neural Networks for 3D Data Processing—0
Beyond Traditional Beamforming: Singular Vector Projection for MU-MIMO—0
Beyond Training: Dynamic Token Merging for Zero-Shot Video Understanding—0
Bias-Variance Trade-off in Physics-Informed Neural Networks with Randomized Smoothing for High-Dimensional PDEs—0
Bidirectional Inference Networks: A Class of Deep Bayesian Networks for Health Profiling—0
Bidirectional Long-Range Parser for Sequential Data Understanding—0
A High-Performance Object Proposals based on Horizontal High Frequency Signal—0
Bi-l0-l2-Norm Regularization for Blind Motion Deblurring—0
Bi-Mamba+: Bidirectional Mamba for Time Series Forecasting—0
Biogeochemistry-Informed Neural Network (BINN) for Improving Accuracy of Model Prediction and Scientific Understanding of Soil Organic Carbon—0
Bio-Inspired Classification: Combining Information Theory and Spiking Neural Networks -- Influence of the Learning Rules—0
Bioinspired Cortex-based Fast Codebook Generation—0
Bit Cipher -- A Simple yet Powerful Word Representation System that Integrates Efficiently with Language Models—0
BitNet b1.58 2B4T Technical Report—0
Bivariate DeepKriging for Large-scale Spatial Interpolation of Wind Fields—0
Black-box Optimization with Simultaneous Statistical Inference for Optimal Performance—0
Blaze3DM: Marry Triplane Representation with Diffusion for 3D Medical Inverse Problem Solving—0
BlobCtrl: A Unified and Flexible Framework for Element-level Image Generation and Editing—0
Block building programming for symbolic regression—0
Body Transformer: Leveraging Robot Embodiment for Policy Learning—0
γ-Net: Superresolving SAR Tomographic Inversion via Deep Learning—0
Boosting Multimodal Reasoning with MCTS-Automated Structured Thinking—0
BOOST: Microgrid Sizing using Ordinal Optimization—0
Bottom-up and top-down approaches for the design of neuromorphic processing systems: Tradeoffs and synergies between natural and artificial intelligence—0
Bottom-up robust modeling for the foraging behavior of Physarum polycephalum—0
Box-level Segmentation Supervised Deep Neural Networks for Accurate and Real-time Multispectral Pedestrian Detection—0
BPLight-CNN: A Photonics-based Backpropagation Accelerator for Deep Learning—0
Brain Inspired Cortical Coding Method for Fast Clustering and Codebook Generation—0
Brain Stroke Classification Using Wavelet Transform and MLP Neural Networks on DWI MRI Images—0
Brain Tumor Diagnosis Using Quantum Convolutional Neural Networks—0
Breaking Boundaries: Balancing Performance and Robustness in Deep Wireless Traffic Forecasting—0
Breaking the Bias: Recalibrating the Attention of Industrial Anomaly Detection—0
Bridging Autoencoders and Dynamic Mode Decomposition for Reduced-order Modeling and Control of PDEs—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05—Unverified