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

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Showing 2051–2100 of 4891 papers

TitleStatusHype
Image edge enhancement for effective image classification—0
Differentially Private Community Detection for Stochastic Block Models—0
A Low-rank Projected Proximal Gradient Method for Spectral Compressed Sensing—0
Differentiable Turbulence: Closure as a partial differential equation constrained optimization—0
A Unified View of Optimal Kernel Hypothesis Testing—0
Hardware Compliant Approximate Image Codes—0
Harmonic Path Integral Diffusion—0
Differentiable Point-based Inverse Rendering—0
Discretized Gaussian Representation for Tomographic Reconstruction—0
A Unified Module for Accelerating STABLE-DIFFUSION: LCM-LORA—0
Connection Sensitivity Matters for Training-free DARTS: From Architecture-Level Scoring to Operation-Level Sensitivity Analysis—0
Split-Merge: A Difference-based Approach for Dominant Eigenvalue Problem—0
A Unified Framework for Variable Selection in Model-Based Clustering with Missing Not at Random—0
On the Trend-corrected Variant of Adaptive Stochastic Optimization Methods—0
Harmonic Power-Flow Study of Polyphase Grids with Converter-Interfaced Distributed Energy Resources, Part I: Modelling Framework and Algorithm—0
DiffAutoML: Differentiable Joint Optimization for Efficient End-to-End Automated Machine Learning—0
DIET-SNN: Direct Input Encoding With Leakage and Threshold Optimization in Deep Spiking Neural Networks—0
A Unified Framework for Sparse Relaxed Regularized Regression: SR3—0
DIET-SNN: A Low-Latency Spiking Neural Network with Direct Input Encoding & Leakage and Threshold Optimization—0
Modeling Psychotherapy Dialogues with Kernelized Hashcode Representations: A Nonparametric Information-Theoretic Approach—0
A Low-Complexity Plug-and-Play Deep Learning Model for Massive MIMO Precoding Across Sites—0
Hardness of Independent Learning and Sparse Equilibrium Computation in Markov Games—0
DGSAM: Domain Generalization via Individual Sharpness-Aware Minimization—0
DF-Conformer: Integrated architecture of Conv-TasNet and Conformer using linear complexity self-attention for speech enhancement—0
Accelerate Three-Dimensional Generative Adversarial Networks Using Fast Algorithm—0
DEVO: Depth-Event Camera Visual Odometry in Challenging Conditions—0
Augmented Space Linear Model—0
Hard Negative Mining for Domain-Specific Retrieval in Enterprise Systems—0
Hardware Accelerator for Adversarial Attacks on Deep Learning Neural Networks—0
Towards Lifecycle Unlearning Commitment Management: Measuring Sample-level Approximate Unlearning Completeness—0
Development of modeling and control strategies for an approximated Gaussian process—0
Ada-K Routing: Boosting the Efficiency of MoE-based LLMs—0
Developing RPC-Net: Leveraging High-Density Electromyography and Machine Learning for Improved Hand Position Estimation—0
Developing and Evaluating Tiny to Medium-Sized Turkish BERT Models—0
Allpass Feedback Delay Networks—0
Detection and Classification of Pole-like Landmarks for Domain-invariant 3D Point Cloud Map Matching—0
HAct: Out-of-Distribution Detection with Neural Net Activation Histograms—0
Detection and Classification of Glioblastoma Brain Tumor—0
AuditVotes: A Framework Towards More Deployable Certified Robustness for Graph Neural Networks—0
All Birds with One Stone: Multi-task Learning for Inference with One Forward Pass—0
Hadamard product in deep learning: Introduction, Advances and Challenges—0
HandS3C: 3D Hand Mesh Reconstruction with State Space Spatial Channel Attention from RGB images—0
Detecting Redundant Health Survey Questions Using Language-agnostic BERT Sentence Embedding (LaBSE)—0
Audio-Visual Speech Enhancement With Selective Off-Screen Speech Extraction—0
Accelerated Sparse Recovery Under Structured Measurements—0
Design of Restricted Normalizing Flow towards Arbitrary Stochastic Policy with Computational Efficiency—0
Audio-Plane: Audio Factorization Plane Gaussian Splatting for Real-Time Talking Head Synthesis—0
Designing a Deep Learning-Driven Resource-Efficient Diagnostic System for Metastatic Breast Cancer: Reducing Long Delays of Clinical Diagnosis and Improving Patient Survival in Developing Countries—0
Design and implementation of a distributed security threat detection system integrating federated learning and multimodal LLM—0
Design and Experimental Test of Datatic Approximate Optimal Filter in Nonlinear Dynamic Systems—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05—Unverified