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 1751–1800 of 4891 papers

TitleStatusHype
On Computational Limits and Provably Efficient Criteria of Visual Autoregressive Models: A Fine-Grained Complexity Analysis—0
Exploring Molecule Generation Using Latent Space Graph DiffusionCode0
Neuromorphic Optical Tracking and Imaging of Randomly Moving Targets through Strongly Scattering Media—0
ChronoLLM: A Framework for Customizing Large Language Model for Digital Twins generalization based on PyChrono—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
GraphDART: Graph Distillation for Efficient Advanced Persistent Threat Detection—0
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
Samba-ASR: State-Of-The-Art Speech Recognition Leveraging Structured State-Space Models—0
The Power of Negative Zero: Datatype Customization for Quantized Large Language ModelsCode0
Majorization-Minimization Dual Stagewise Algorithm for Generalized Lasso—0
The Efficiency vs. Accuracy Trade-off: Optimizing RAG-Enhanced LLM Recommender Systems Using Multi-Head Early Exit—0
Quaternionic Reweighted Amplitude Flow for Phase Retrieval in Image Reconstruction—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
RivuletMLP: An MLP-based Architecture for Efficient Compressed Video Quality Enhancement—0
SuperLightNet: Lightweight Parameter Aggregation Network for Multimodal Brain Tumor SegmentationCode0
ACL: Activating Capability of Linear Attention for Image Restoration—0
Rethinking Token Reduction with Parameter-Efficient Fine-Tuning in ViT for Pixel-Level TasksCode0
Learning Weather Models from Data with WSINDy—0
Less is More: Efficient Image Vectorization with Adaptive Parameterization—0
Efficient Test-time Adaptive Object Detection via Sensitivity-Guided Pruning—0
VISTREAM: Improving Computation Efficiency of Visual Streaming Perception via Law-of-Charge-Conservation Inspired Spiking Neural Network—0
STEPS: Sequential Probability Tensor Estimation for Text-to-Image Hard Prompt Search—0
Dynamic Group Normalization: Spatio-Temporal Adaptation to Evolving Data Statistics—0
GPAvatar: High-fidelity Head Avatars by Learning Efficient Gaussian Projections—0
Star with Bilinear Mapping—0
AttriReBoost: A Gradient-Free Propagation Optimization Method for Cold Start Mitigation in Attribute Missing GraphsCode0
One-Way Ticket: Time-Independent Unified Encoder for Distilling Text-to-Image Diffusion Models—0
DefMamba: Deformable Visual State Space Model—0
Semantic-guided Cross-Modal Prompt Learning for Skeleton-based Zero-shot Action Recognition—0
LENS-XAI: Redefining Lightweight and Explainable Network Security through Knowledge Distillation and Variational Autoencoders for Scalable Intrusion Detection in Cybersecurity—0
V2V3D: View-to-View Denoised 3D Reconstruction for Light Field Microscopy—0
Taming Feed-forward Reconstruction Models as Latent Encoders for 3D Generative Models—0
NeuroSleepNet: A Multi-Head Self-Attention Based Automatic Sleep Scoring Scheme with Spatial and Multi-Scale Temporal Representation Learning—0
SG-Splatting: Accelerating 3D Gaussian Splatting with Spherical Gaussians—0
Different thresholding methods on Nearest Shrunken Centroid algorithm—0
Hybrid Firefly-Genetic Algorithm for Single and Multi-dimensional 0-1 Knapsack Problems—0
DeepF-fNet: a physics-informed neural network for vibration isolation optimization—0
A Predefined-Time Convergent and Noise-Tolerant Zeroing Neural Network Model for Time Variant Quadratic Programming With Application to Robot Motion Planning—0
MATEY: multiscale adaptive foundation models for spatiotemporal physical systems—0
Dynamic Adaptation in Data Storage: Real-Time Machine Learning for Enhanced Prefetching—0
MAKIMA: Tuning-free Multi-Attribute Open-domain Video Editing via Mask-Guided Attention Modulation—0
Frames and vertex-frequency representations in graph fractional Fourier domain—0
Plastic Waste Classification Using Deep Learning: Insights from the WaDaBa Dataset—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05—Unverified