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 21012125 of 4891 papers

TitleStatusHype
EPS-MoE: Expert Pipeline Scheduler for Cost-Efficient MoE Inference0
EPNet: An Efficient Pyramid Network for Enhanced Single-Image Super-Resolution with Reduced Computational Requirements0
Episodic Memory for Learning Subjective-Timescale Models0
CFMD: Dynamic Cross-layer Feature Fusion for Salient Object Detection0
An Extended Integral Unit Commitment Formulation and an Iterative Algorithm for Convex Hull Pricing0
A Deep Learning Model for Traffic Flow State Classification Based on Smart Phone Sensor Data0
3D Equivariant Pose Regression via Direct Wigner-D Harmonics Prediction0
Entropy Adaptive Decoding: Dynamic Model Switching for Efficient Inference0
CFIS-YOLO: A Lightweight Multi-Scale Fusion Network for Edge-Deployable Wood Defect Detection0
Ensemble Learning Based Convex Approximation of Three-Phase Power Flow0
CFARNet: Learning-Based High-Resolution Multi-Target Detection for Rainbow Beam Radar0
An Explainable Reconfiguration-Based Optimization Algorithm for Industrial and Reliability-Redundancy Allocation Problems0
ENOS: Energy-Aware Network Operator Search for Hybrid Digital and Compute-in-Memory DNN Accelerators0
Enlarging Context with Low Cost: Efficient Arithmetic Coding with Trimmed Convolution0
CerviXpert: A Multi-Structural Convolutional Neural Network for Predicting Cervix Type and Cervical Cell Abnormalities0
Enhancing Transferability of Adversarial Attacks with GE-AdvGAN+: A Comprehensive Framework for Gradient Editing0
A new weakly supervised approach for ALS point cloud semantic segmentation0
A Deep Learning Framework for Boundary-Aware Semantic Segmentation0
Enhancing Stochastic Optimization for Statistical Efficiency Using ROOT-SGD with Diminishing Stepsize0
Enhancing Solution Efficiency in Reinforcement Learning: Leveraging Sub-GFlowNet and Entropy Integration0
Certifiably Robust Interpretation via Renyi Differential Privacy0
Enhancing Security in Federated Learning through Adaptive Consensus-Based Model Update Validation0
Enhancing Retrieval Systems with Inference-Time Logical Reasoning0
Cerebral cortical communication overshadows computational energy-use, but these combine to predict synapse number0
Enhancing Price Prediction in Cryptocurrency Using Transformer Neural Network and Technical Indicators0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05Unverified