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

Showing 19511975 of 4891 papers

TitleStatusHype
CNN Mixture-of-Depths0
Anomaly Detection with Tensor Networks0
Advanced Deep Learning Techniques for Analyzing Earnings Call Transcripts: Methodologies and Applications0
Exploring Winograd Convolution for Cost-effective Neural Network Fault Tolerance0
CluStRE: Streaming Graph Clustering with Multi-Stage Refinement0
Exploring Tokenization Methods for Multitrack Sheet Music Generation0
Clustering with a Reject Option: Interactive Clustering as Bayesian Prior Elicitation0
Anomaly Detection Using Computer Vision: A Comparative Analysis of Class Distinction and Performance Metrics0
Exploring the Limits of Differentially Private Deep Learning with Group-wise Clipping0
Clustered Patch Embeddings for Permutation-Invariant Classification of Whole Slide Images0
An MRC Framework for Semantic Role Labeling0
FLAME: Flexible LLM-Assisted Moderation Engine0
Exploring Patterns Behind Sports0
Exploring Brain Network Organization in Alzheimer Disease and Frontotemporal Dementia: A Crossplot Transition Entropy Approach0
FlashMask: Efficient and Rich Mask Extension of FlashAttention0
Exploring Automatically Perturbed Natural Language Explanations in Relation Extraction0
ADMM Algorithms for Residual Network Training: Convergence Analysis and Parallel Implementation0
3D Gaussian Inverse Rendering with Approximated Global Illumination0
Flexible Bayesian Last Layer Models Using Implicit Priors and Diffusion Posterior Sampling0
Flexible Coded Distributed Convolution Computing for Enhanced Fault Tolerance and Numerical Stability in Distributed CNNs0
Exploiting inter-agent coupling information for efficient reinforcement learning of cooperative LQR0
Flexible Mesh Segmentation via Reeb Graph Representation of Geometrical and Topological Features0
Closed-form Filtering for Non-linear Systems0
Flexible-weighted Chamfer Distance: Enhanced Objective Function for Point Cloud Completion0
Exploiting Frequency Correlation for Hyperspectral Image Reconstruction0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05Unverified