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 2026–2050 of 4891 papers

TitleStatusHype
Frequency of Interest-based Noise Attenuation Method to Improve Anomaly Detection Performance—0
Frequency-weighted H2-optimal model order reduction via oblique projection—0
Differentially Private Training of Mixture of Experts Models—0
From Natural Language to SQL: Review of LLM-based Text-to-SQL Systems—0
PrivateMail: Supervised Manifold Learning of Deep Features With Differential Privacy for Image Retrieval—0
From Noise to Nuance: Advances in Deep Generative Image Models—0
From Pixels to Gigapixels: Bridging Local Inductive Bias and Long-Range Dependencies with Pixel-Mamba—0
From Pixels to Objects: A Hierarchical Approach for Part and Object Segmentation Using Local and Global Aggregation—0
From Point to probabilistic gradient boosting for claim frequency and severity prediction—0
From Precision to Perception: User-Centred Evaluation of Keyword Extraction Algorithms for Internet-Scale Contextual Advertising—0
Contextual Reinforcement in Multimodal Token Compression for Large Language Models—0
From Structured to Unstructured:A Comparative Analysis of Computer Vision and Graph Models in solving Mesh-based PDEs—0
Fruit Detection, Segmentation and 3D Visualisation of Environments in Apple Orchards—0
Accelerating Convolutional Neural Network Pruning via Spatial Aura Entropy—0
TS-PIELM: Time-Stepping Physics-Informed Extreme Learning Machine Facilitates Soil Consolidation Analyses—0
Graph Neural Network Enabled Pinching Antennas—0
Fully Dynamic Inference with Deep Neural Networks—0
Graph sampling for node embedding—0
Guaranteed-Safe MPPI Through Composite Control Barrier Functions for Efficient Sampling in Multi-Constrained Robotic Systems—0
Fundamental Survey on Neuromorphic Based Audio Classification—0
FuXi-Ocean: A Global Ocean Forecasting System with Sub-Daily Resolution—0
HD-CB: The First Exploration of Hyperdimensional Computing for Contextual Bandits Problems—0
How important are faces for person re-identification?—0
Differentially Private Community Detection for Stochastic Block Models—0
A Low-rank Projected Proximal Gradient Method for Spectral Compressed Sensing—0
Show:102550
← PrevPage 82 of 196Next →

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05—Unverified