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 1801–1825 of 4891 papers

TitleStatusHype
Autonomous Structural Memory Manipulation for Large Language Models Using Hierarchical Embedding Augmentation—0
Discrete MRF Inference of Marginal Densities for Non-uniformly Discretized Variable Space—0
Fast Algorithms for Quantile Regression with Selection—0
Fast ALS-based tensor factorization for context-aware recommendation from implicit feedback—0
Discrete Gaussian Process Representations for Optimising UAV-based Precision Weed Mapping—0
A Machine Learning-Enhanced Benders Decomposition Approach to Solve the Transmission Expansion Planning Problem under Uncertainty—0
Fast and Accurate Image Upscaling With Super-Resolution Forests—0
Fast and Accurate Poisson Denoising with Optimized Nonlinear Diffusion—0
FlexiCrackNet: A Flexible Pipeline for Enhanced Crack Segmentation with General Features Transfered from SAM—0
Fast and Accurate Semantic Mapping through Geometric-based Incremental Segmentation—0
Fast and Accurate Surface Normal Integration on Non-Rectangular Domains—0
Fast and efficient speech enhancement with variational autoencoders—0
Fast and Extensible Online Multivariate Kernel Density Estimation—0
Fast and Flexible Image Blind Denoising via Competition of Experts—0
FLOPS: Forward Learning with OPtimal Sampling—0
Discovery and density estimation of latent confounders in Bayesian networks with evidence lower bound—0
Discovering Pathology Rationale and Token Allocation for Efficient Multimodal Pathology Reasoning—0
Fast and More Powerful Selective Inference for Sparse High-order Interaction Model—0
A Novel Membership Inference Attack against Dynamic Neural Networks by Utilizing Policy Networks Information—0
A Novel Feature Map Enhancement Technique Integrating Residual CNN and Transformer for Alzheimer Diseases Diagnosis—0
Fast and Scalable Earth Texture Synthesis using Spatially Assembled Generative Adversarial Neural Networks—0
Fast and Unified Path Gradient Estimators for Normalizing Flows—0
Autonomous and Connected Intersection Crossing Traffic Management using Discrete-Time Occupancies Trajectory—0
DISC: DISC: Dynamic Decomposition Improves LLM Inference Scaling—0
Real-time Hybrid System Identification with Online Deterministic Annealing—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05—Unverified