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 1751–1775 of 4891 papers

TitleStatusHype
HyFusion: Enhanced Reception Field Transformer for Hyperspectral Image Fusion—0
Exploring Molecule Generation Using Latent Space Graph DiffusionCode0
ChronoLLM: A Framework for Customizing Large Language Model for Digital Twins generalization based on PyChrono—0
Neuromorphic Optical Tracking and Imaging of Randomly Moving Targets through Strongly Scattering Media—0
AuxDepthNet: Real-Time Monocular 3D Object Detection with Depth-Sensitive Features—0
DehazeGS: Seeing Through Fog with 3D Gaussian Splatting—0
A GPU Implementation of Multi-Guiding Spark Fireworks Algorithm for Efficient Black-Box Neural Network OptimizationCode0
CodeVision: Detecting LLM-Generated Code Using 2D Token Probability Maps and Vision Models—0
Low-Order Flow Reconstruction and Uncertainty Quantification in Disturbed Aerodynamics Using Sparse Pressure MeasurementsCode0
The Power of Negative Zero: Datatype Customization for Quantized Large Language ModelsCode0
GraphDART: Graph Distillation for Efficient Advanced Persistent Threat Detection—0
Samba-ASR: State-Of-The-Art Speech Recognition Leveraging Structured State-Space Models—0
Quaternionic Reweighted Amplitude Flow for Phase Retrieval in Image Reconstruction—0
The Efficiency vs. Accuracy Trade-off: Optimizing RAG-Enhanced LLM Recommender Systems Using Multi-Head Early Exit—0
Majorization-Minimization Dual Stagewise Algorithm for Generalized Lasso—0
Emergency-Brake Simplex: Toward A Verifiably Safe Control-CPS Architecture for Abrupt Runtime Reachability Constraint Changes—0
LCFed: An Efficient Clustered Federated Learning Framework for Heterogeneous Data—0
Tree-NET: Enhancing Medical Image Segmentation Through Efficient Low-Level Feature Training—0
Dynamic Attention-Guided Context Decoding for Mitigating Context Faithfulness Hallucinations in Large Language Models—0
Task-Driven Fixation Network: An Efficient Architecture with Fixation Selection—0
VISTREAM: Improving Computation Efficiency of Visual Streaming Perception via Law-of-Charge-Conservation Inspired Spiking Neural Network—0
RivuletMLP: An MLP-based Architecture for Efficient Compressed Video Quality Enhancement—0
ACL: Activating Capability of Linear Attention for Image Restoration—0
Efficient Test-time Adaptive Object Detection via Sensitivity-Guided Pruning—0
STEPS: Sequential Probability Tensor Estimation for Text-to-Image Hard Prompt Search—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05—Unverified