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 126–150 of 4891 papers

TitleStatusHype
Uni-AdaFocus: Spatial-temporal Dynamic Computation for Video RecognitionCode2
Object Detection using Event Camera: A MoE Heat Conduction based Detector and A New Benchmark DatasetCode2
Many-MobileNet: Multi-Model Augmentation for Robust Retinal Disease ClassificationCode2
2DMamba: Efficient State Space Model for Image Representation with Applications on Giga-Pixel Whole Slide Image ClassificationCode2
L4acados: Learning-based models for acados, applied to Gaussian process-based predictive controlCode2
Deep Learning Accelerated Quantum Transport Simulations in Nanoelectronics: From Break Junctions to Field-Effect TransistorsCode2
Wavelet Latent Diffusion (Wala): Billion-Parameter 3D Generative Model with Compact Wavelet EncodingsCode2
Real-Time Polygonal Semantic Mapping for Humanoid Robot Stair ClimbingCode2
Toward Automated Algorithm Design: A Survey and Practical Guide to Meta-Black-Box-OptimizationCode2
Fast Calibrated Explanations: Efficient and Uncertainty-Aware Explanations for Machine Learning ModelsCode2
Accelerating Direct Preference Optimization with Prefix SharingCode2
LoRA-IR: Taming Low-Rank Experts for Efficient All-in-One Image RestorationCode2
Quamba: A Post-Training Quantization Recipe for Selective State Space ModelsCode2
Free Video-LLM: Prompt-guided Visual Perception for Efficient Training-free Video LLMsCode2
SimBa: Simplicity Bias for Scaling Up Parameters in Deep Reinforcement LearningCode2
Large Scale Longitudinal Experiments: Estimation and InferenceCode2
Balancing LoRA Performance and Efficiency with Simple Shard SharingCode2
RockTrack: A 3D Robust Multi-Camera-Ken Multi-Object Tracking FrameworkCode2
Integrating Neural Operators with Diffusion Models Improves Spectral Representation in Turbulence ModelingCode2
3D-RCNet: Learning from Transformer to Build a 3D Relational ConvNet for Hyperspectral Image ClassificationCode2
Data-Driven Parametrization of Molecular Mechanics Force Fields for Expansive Chemical Space CoverageCode2
Efficient and Scalable Point Cloud Generation with Sparse Point-Voxel Diffusion ModelsCode2
FuXi Weather: A data-to-forecast machine learning system for global weatherCode2
RL-ADN: A High-Performance Deep Reinforcement Learning Environment for Optimal Energy Storage Systems Dispatch in Active Distribution NetworksCode2
LoRA-Pro: Are Low-Rank Adapters Properly Optimized?Code2
Show:102550
← PrevPage 6 of 196Next →

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05—Unverified