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 1451–1500 of 4891 papers

TitleStatusHype
Reachability Analysis Using Constrained Polynomial Logical ZonotopesCode0
Decentralized and Lifelong-Adaptive Multi-Agent Collaborative LearningCode0
Debiasing Evidence Approximations: On Importance-weighted Autoencoders and Jackknife Variational InferenceCode0
Flover: A Temporal Fusion Framework for Efficient Autoregressive Model Parallel InferenceCode0
Flow Annealed Importance Sampling Bootstrap meets Differentiable Particle PhysicsCode0
Flow++: Improving Flow-Based Generative Models with Variational Dequantization and Architecture DesignCode0
DeBaCl: A Python Package for Interactive DEnsity-BAsed CLusteringCode0
DCR: Quantifying Data Contamination in LLMs EvaluationCode0
Action Recognition Using Temporal Shift Module and Ensemble LearningCode0
FlowKac: An Efficient Neural Fokker-Planck solver using Temporal Normalizing flows and the Feynman Kac-FormulaCode0
FORTRESS: Function-composition Optimized Real-Time Resilient Structural Segmentation via Kolmogorov-Arnold Enhanced Spatial Attention NetworksCode0
Fixed-Mean Gaussian Processes for Post-hoc Bayesian Deep LearningCode0
DBgDel: Database-Enhanced Gene Deletion Framework for Growth-Coupled Production in Genome-Scale Metabolic ModelsCode0
First Exit Time Analysis of Stochastic Gradient Descent Under Heavy-Tailed Gradient NoiseCode0
Data-to-Model Distillation: Data-Efficient Learning FrameworkCode0
EEG Emotion Copilot: Optimizing Lightweight LLMs for Emotional EEG Interpretation with Assisted Medical Record GenerationCode0
Action Recognition in Real-World Ambient Assisted Living EnvironmentCode0
Deep Coarse-to-fine Dense Light Field Reconstruction with Flexible Sampling and Geometry-aware FusionCode0
Finding Influential Training Samples for Gradient Boosted Decision TreesCode0
Finite-Time Frequentist Regret Bounds of Multi-Agent Thompson Sampling on Sparse HypergraphsCode0
Data-driven synchronization-avoiding algorithms in the explicit distributed structural analysis of soft tissueCode0
Fighting Randomness with Randomness: Mitigating Optimisation Instability of Fine-Tuning using Delayed Ensemble and Noisy InterpolationCode0
Few-Shot Image-to-Semantics Translation for Policy Transfer in Reinforcement LearningCode0
Efficient 3D Fully Convolutional Networks for Pulmonary Lobe Segmentation in CT ImagesCode0
Data-driven reduced-order modelling for blood flow simulations with geometry-informed snapshotsCode0
FGP: Feature-Gradient-Prune for Efficient Convolutional Layer PruningCode0
Filtered Markovian Projection: Dimensionality Reduction in Filtering for Stochastic Reaction NetworksCode0
FinNet: Solving Time-Independent Differential Equations with Finite Difference Neural NetworkCode0
Flexible Robust Optimal Bidding of Renewable Virtual Power Plants in Sequential MarketsCode0
Missing Data Imputation Based on Dynamically Adaptable Structural Equation Modeling with Self-AttentionCode0
Efficient Alternating Minimization Solvers for Wyner Multi-View Unsupervised LearningCode0
Efficient Anatomical Labeling of Pulmonary Tree Structures via Deep Point-Graph Representation-based Implicit FieldsCode0
Analyzing Large Language Models for Classroom Discussion AssessmentCode0
Efficient and Accurate Full-Waveform Inversion with Total Variation ConstraintCode0
Federated Multimodal Learning with Dual Adapters and Selective Pruning for Communication and Computational EfficiencyCode0
Assessing Human Editing Effort on LLM-Generated Texts via Compression-Based Edit DistanceCode0
Beyond the Mean-Field: Structured Deep Gaussian Processes Improve the Predictive UncertaintiesCode0
Federated Learning for Time-Series Healthcare Sensing with Incomplete ModalitiesCode0
Federated Learning with Reservoir State Analysis for Time Series Anomaly DetectionCode0
Feature Alignment: Rethinking Efficient Active Learning via Proxy in the Context of Pre-trained ModelsCode0
Features extraction and reduction techniques with optimized SVM for Persian/Arabic handwritten digits recognitionCode0
Efficient and principled score estimation with Nyström kernel exponential familiesCode0
Online Human Action Detection using Joint Classification-Regression Recurrent Neural NetworksCode0
Online Physics-Informed Dynamic Mode Decomposition: Theory and ApplicationsCode0
FD-Net: An Unsupervised Deep Forward-Distortion Model for Susceptibility Artifact Correction in EPICode0
A Spatially-Aware Multiple Instance Learning Framework for Digital PathologyCode0
Feedback Gradient Descent: Efficient and Stable Optimization with Orthogonality for DNNsCode0
Fast Single Image Dehazing via Multilevel Wavelet Transform based OptimizationCode0
Data-Driven Filter Design in FBP: Transforming CT Reconstruction with Trainable Fourier SeriesCode0
FastLexRank: Efficient Lexical Ranking for Structuring Social Media PostsCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05—Unverified