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 201–225 of 4891 papers

TitleStatusHype
RoMe: Towards Large Scale Road Surface Reconstruction via Mesh RepresentationCode2
Fast Calibrated Explanations: Efficient and Uncertainty-Aware Explanations for Machine Learning ModelsCode2
RWKV-UNet: Improving UNet with Long-Range Cooperation for Effective Medical Image SegmentationCode2
Fast-SNARF: A Fast Deformer for Articulated Neural FieldsCode2
Deep Learning Accelerated Quantum Transport Simulations in Nanoelectronics: From Break Junctions to Field-Effect TransistorsCode2
SchurVINS: Schur Complement-Based Lightweight Visual Inertial Navigation SystemCode2
Fast and Accurate Blind Flexible DockingCode2
AlphaNet: Scaling Up Local-frame-based Atomistic Interatomic PotentialCode2
FastBlend: a Powerful Model-Free Toolkit Making Video Stylization EasierCode2
Erwin: A Tree-based Hierarchical Transformer for Large-scale Physical SystemsCode2
Emulating Self-attention with Convolution for Efficient Image Super-ResolutionCode2
A Light-Weight Framework for Open-Set Object Detection with Decoupled Feature Alignment in Joint SpaceCode2
Enhancing Autonomous Driving Systems with On-Board Deployed Large Language ModelsCode2
Fast Adversarial Attacks on Language Models In One GPU MinuteCode2
GotenNet: Rethinking Efficient 3D Equivariant Graph Neural NetworksCode2
LEGNet: Lightweight Edge-Gaussian Driven Network for Low-Quality Remote Sensing Image Object DetectionCode2
Real-time Spatial-temporal Traversability Assessment via Feature-based Sparse Gaussian ProcessCode2
Efficient Real-time Path Planning with Self-evolving Particle Swarm Optimization in Dynamic ScenariosCode1
Efficient RAW Image Deblurring with Adaptive Frequency ModulationCode1
Efficient Two-Stream Network for Violence Detection Using Separable Convolutional LSTMCode1
Efficient Neural Network Robustness Certification with General Activation FunctionsCode1
Efficient Neural Implicit Representation for 3D Human ReconstructionCode1
EfficientPose: Scalable single-person pose estimationCode1
Electronic-structure properties from atom-centered predictions of the electron densityCode1
Efficient Long Sequence Modeling via State Space Augmented TransformerCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05—Unverified