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 3101–3125 of 4891 papers

TitleStatusHype
Tropical Geometry Based Edge Detection Using Min-Plus and Max-Plus Algebra—0
Joint Delay-Phase Precoding Under True-Time Delay Constraints in Wideband Sub-THz Hybrid Massive MIMO Systems—0
Trusted Machine Learning Models Unlock Private Inference for Problems Currently Infeasible with Cryptography—0
Truthful Transaction Protocol for E-Commerce Networks Based on Double Auction—0
TSFormer: A Robust Framework for Efficient UHD Image Restoration—0
Tukey Depth Mechanisms for Practical Private Mean Estimation—0
Tumor-Centered Patching for Enhanced Medical Image Segmentation—0
TumorGen: Boundary-Aware Tumor-Mask Synthesis with Rectified Flow Matching—0
Tumor segmentation on whole slide images: training or prompting?—0
TurboAttention: Efficient Attention Approximation For High Throughputs LLMs—0
TurboViT: Generating Fast Vision Transformers via Generative Architecture Search—0
Turn Waste into Worth: Rectifying Top-k Router of MoE—0
Two-Bit Networks for Deep Learning on Resource-Constrained Embedded Devices—0
Two for the Price of One: Integrating Large Language Models to Learn Biophysical Interactions—0
TxSim:Modeling Training of Deep Neural Networks on Resistive Crossbar Systems—0
U2-Former: A Nested U-shaped Transformer for Image Restoration—0
UDiTQC: U-Net-Style Diffusion Transformer for Quantum Circuit Synthesis—0
UHD Image Dehazing via anDehazeFormer with Atmospheric-aware KV Cache—0
UKAN: Unbound Kolmogorov-Arnold Network Accompanied with Accelerated Library—0
Ultra Fast Speech Separation Model with Teacher Student Learning—0
UltraGauss: Ultrafast Gaussian Reconstruction of 3D Ultrasound Volumes—0
UltraLightSqueezeNet: A Deep Learning Architecture for Malaria Classification with up to 54x fewer trainable parameters for resource constrained devices—0
UltraPixel: Advancing Ultra-High-Resolution Image Synthesis to New Peaks—0
Bias-Reduced Neural Networks for Parameter Estimation in Quantitative MRI—0
Uncertainty-enabled machine learning for emulation of regional sea-level change caused by the Antarctic Ice Sheet—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05—Unverified