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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1251–1275 of 4891 papers

TitleStatusHype
Scalable Temporal Anomaly Causality Discovery in Large Systems: Achieving Computational Efficiency with Binary Anomaly Flag DataCode0
The dark side of the forces: assessing non-conservative force models for atomistic machine learningCode2
CNNtention: Can CNNs do better with Attention?Code0
SweepEvGS: Event-Based 3D Gaussian Splatting for Macro and Micro Radiance Field Rendering from a Single Sweep—0
Adapting Segment Anything Model (SAM) to Experimental Datasets via Fine-Tuning on GAN-based Simulation: A Case Study in Additive ManufacturingCode0
A Comparative Study on Dynamic Graph Embedding based on Mamba and Transformers—0
Deployment Pipeline from Rockpool to Xylo for Edge Computing—0
A Comprehensive Survey of Action Quality Assessment: Method and Benchmark—0
Uni-AdaFocus: Spatial-temporal Dynamic Computation for Video RecognitionCode2
Enhancing Off-Grid One-Bit DOA Estimation with Learning-Based Sparse Bayesian Approach for Non-Uniform Sparse Array—0
Rethinking Chain-of-Thought from the Perspective of Self-TrainingCode1
A Diagrammatic Approach to Improve Computational Efficiency in Group Equivariant Neural Networks—0
Task Diversity in Bayesian Federated Learning: Simultaneous Processing of Classification and RegressionCode0
RWKV-Lite: Deeply Compressed RWKV for Resource-Constrained Devices—0
Audio-based Anomaly Detection in Industrial Machines Using Deep One-Class Support Vector Data Description—0
Pretrained Event Classification Model for High Energy Physics Analysis—0
Reliable and superior elliptic Fourier descriptor normalization and its application software ElliShape with efficient image processing—0
Evaluating the effectiveness, reliability and efficiency of a multi-objective sequential optimization approach for building performance design—0
FM2S: Towards Spatially-Correlated Noise Modeling in Zero-Shot Fluorescence Microscopy Image DenoisingCode1
Optimal Bounds for Private Minimum Spanning Trees via Input Perturbation—0
A Cascaded Dilated Convolution Approach for Mpox Lesion ClassificationCode0
Mojito: Motion Trajectory and Intensity Control for Video Generation—0
Operator Learning for Robust Stabilization of Linear Markov-Jumping Hyperbolic PDEs—0
Wait-Less Offline Tuning and Re-solving for Online Decision Making—0
evS2CP: Real-time Simultaneous Speed and Charging Planner for Connected Electric Vehicles—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05—Unverified