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 18761900 of 4891 papers

TitleStatusHype
Flexible Bayesian Last Layer Models Using Implicit Priors and Diffusion Posterior Sampling0
Doubly Stochastic Adaptive Neighbors Clustering via the Marcus Mapping0
Pose Magic: Efficient and Temporally Consistent Human Pose Estimation with a Hybrid Mamba-GCN Network0
Don't Think It Twice: Exploit Shift Invariance for Efficient Online Streaming Inference of CNNsCode0
BOTS-LM: Training Large Language Models for Setswana0
A Path Integral Approach for Time-Dependent Hamiltonians with Applications to Derivatives Pricing0
SPINEX-TimeSeries: Similarity-based Predictions with Explainable Neighbors Exploration for Time Series and Forecasting Problems0
Faster Diffusion Action Segmentation0
Multiview learning with twin parametric margin SVMCode0
STBLLM: Breaking the 1-Bit Barrier with Structured Binary LLMs0
Real-time Hybrid System Identification with Online Deterministic Annealing0
Signal-SGN: A Spiking Graph Convolutional Network for Skeletal Action Recognition via Learning Temporal-Frequency Dynamics0
GNN-SKAN: Harnessing the Power of SwallowKAN to Advance Molecular Representation Learning with GNNs0
NeuralFactors: A Novel Factor Learning Approach to Generative Modeling of Equities0
Hybrid Coordinate Descent for Efficient Neural Network Learning Using Line Search and Gradient Descent0
WaveMamba: Spatial-Spectral Wavelet Mamba for Hyperspectral Image Classification0
Multi-head Spatial-Spectral Mamba for Hyperspectral Image ClassificationCode0
Spatial and Spatial-Spectral Morphological Mamba for Hyperspectral Image ClassificationCode1
MonoMM: A Multi-scale Mamba-Enhanced Network for Real-time Monocular 3D Object Detection0
Cross-Scan Mamba with Masked Training for Robust Spectral Imaging0
High Performance Im2win and Direct Convolutions using Three Tensor Layouts on SIMD Architectures0
Exploiting Change Blindness for Video Coding: Perspectives from a Less Promising User Study0
SHA-CNN: Scalable Hierarchical Aware Convolutional Neural Network for Edge AI0
An Extended Kalman Filter Integrated Latent Feature Model on Dynamic Weighted Directed Graphs0
Integrating Agent-Based and Compartmental Models for Infectious Disease Modeling: A Novel Hybrid Approach0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05Unverified