SOTAVerified

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

Showing 11511200 of 4891 papers

TitleStatusHype
CAMEL: Curvature-Augmented Manifold Embedding and Learning0
An Enhanced Low-Resolution Image Recognition Method for Traffic Environments0
CageViT: Convolutional Activation Guided Efficient Vision Transformer0
An Energy-efficient Aerial Backhaul System with Reconfigurable Intelligent Surface0
ADC/DAC-Free Analog Acceleration of Deep Neural Networks with Frequency Transformation0
Byzantine-Resilient Distributed P2P Energy Trading via Spatial-Temporal Anomaly Detection0
An Empirical Study of Training State-of-the-Art LiDAR Segmentation Models0
Bypassing the Simulator: Near-Optimal Adversarial Linear Contextual Bandits0
An Empirical Study of Dimensional Reduction Techniques for Facial Action Units Detection0
Sparse solutions of the kernel herding algorithm by improved gradient approximation0
DP-LET: An Efficient Spatio-Temporal Network Traffic Prediction Framework0
Burst Image Super-Resolution with Mamba0
Bunched LPCNet2: Efficient Neural Vocoders Covering Devices from Cloud to Edge0
Broad Critic Deep Actor Reinforcement Learning for Continuous Control0
An Empirical Analysis of Speech Self-Supervised Learning at Multiple Resolutions0
A Dataset Fusion Algorithm for Generalised Anomaly Detection in Homogeneous Periodic Time Series Datasets0
An Efficient Speech Separation Network Based on Recurrent Fusion Dilated Convolution and Channel Attention0
Bridging Fairness Gaps: A (Conditional) Distance Covariance Perspective in Fairness Learning0
An efficient semi-supervised quality control system trained using physics-based MRI-artefact generators and adversarial training0
Bridging Distributional and Risk-sensitive Reinforcement Learning with Provable Regret Bounds0
Bridging Autoencoders and Dynamic Mode Decomposition for Reduced-order Modeling and Control of PDEs0
A Data-Driven Sparse Polynomial Chaos Expansion Method to Assess Probabilistic Total Transfer Capability for Power Systems with Renewables0
BOTS-LM: Training Large Language Models for Setswana0
DroidSpeak: KV Cache Sharing for Cross-LLM Communication and Multi-LLM Serving0
Breaking the Bias: Recalibrating the Attention of Industrial Anomaly Detection0
Breaking Boundaries: Balancing Performance and Robustness in Deep Wireless Traffic Forecasting0
Brain Tumor Diagnosis Using Quantum Convolutional Neural Networks0
An efficient search-and-score algorithm for ancestral graphs using multivariate information scores0
Ada-SISE: Adaptive Semantic Input Sampling for Efficient Explanation of Convolutional Neural Networks0
Brain Stroke Classification Using Wavelet Transform and MLP Neural Networks on DWI MRI Images0
Brain Inspired Cortical Coding Method for Fast Clustering and Codebook Generation0
An Efficient Procedure for Computing Bayesian Network Structure Learning0
BPLight-CNN: A Photonics-based Backpropagation Accelerator for Deep Learning0
Box-level Segmentation Supervised Deep Neural Networks for Accurate and Real-time Multispectral Pedestrian Detection0
An Efficient Privacy-aware Split Learning Framework for Satellite Communications0
Do we become wiser with time? On causal equivalence with tiered background knowledge0
An efficient optimization based microstructure reconstruction approach with multiple loss functions0
Bottom-up robust modeling for the foraging behavior of Physarum polycephalum0
An Efficient Multi Quantile Regression Network with Ad Hoc Prevention of Quantile Crossing0
Bottom-up and top-down approaches for the design of neuromorphic processing systems: Tradeoffs and synergies between natural and artificial intelligence0
BOOST: Microgrid Sizing using Ordinal Optimization0
Double Machine Learning for Adaptive Causal Representation in High-Dimensional Data0
Boosting Multimodal Reasoning with MCTS-Automated Structured Thinking0
An Efficient Method for online Detection of Polychronous Patterns in Spiking Neural Network0
Acceleration and Parallelization Methods for ISRS EGN Model0
Doubly Stochastic Variational Inference for Neural Processes with Hierarchical Latent Variables0
DP-CDA: An Algorithm for Enhanced Privacy Preservation in Dataset Synthesis Through Randomized Mixing0
γ-Net: Superresolving SAR Tomographic Inversion via Deep Learning0
An Efficient Machine-Learning Approach for PDF Tabulation in Turbulent Combustion Closure0
Body Transformer: Leveraging Robot Embodiment for Policy Learning0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05Unverified