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 26262650 of 4891 papers

TitleStatusHype
RotateCT: Knowledge Graph Embedding by Rotation and Coordinate Transformation in Complex Space0
RotateKV: Accurate and Robust 2-Bit KV Cache Quantization for LLMs via Outlier-Aware Adaptive Rotations0
Rough set based lattice structure for knowledge representation in medical expert systems: low back pain management case study0
RRWKV: Capturing Long-range Dependencies in RWKV0
RDA-INR: Riemannian Diffeomorphic Autoencoding via Implicit Neural Representations0
RSDehamba: Lightweight Vision Mamba for Remote Sensing Satellite Image Dehazing0
A lightweight target detection algorithm based on Mobilenet Convolution0
RS-vHeat: Heat Conduction Guided Efficient Remote Sensing Foundation Model0
RURANET++: An Unsupervised Learning Method for Diabetic Macular Edema Based on SCSE Attention Mechanisms and Dynamic Multi-Projection Head Clustering0
RWKV-Lite: Deeply Compressed RWKV for Resource-Constrained Devices0
S^2-LBI: Stochastic Split Linearized Bregman Iterations for Parsimonious Deep Learning0
Unified Spatio-Temporal Tri-Perspective View Representation for 3D Semantic Occupancy Prediction0
S3TU-Net: Structured Convolution and Superpixel Transformer for Lung Nodule Segmentation0
S7: Selective and Simplified State Space Layers for Sequence Modeling0
SAEs Can Improve Unlearning: Dynamic Sparse Autoencoder Guardrails for Precision Unlearning in LLMs0
Person Identification with Visual Summary for a Safe Access to a Smart Home0
Safe Drone Flight with Time-Varying Backup Controllers0
Safe and Efficient Reinforcement Learning Using Disturbance-Observer-Based Control Barrier Functions0
SafeNet: An Assistive Solution to Assess Incoming Threats for Premises0
Safe Screening With Variational Inequalities and Its Application to LASSO0
SAFE: Self-Adjustment Federated Learning Framework for Remote Sensing Collaborative Perception0
Enhancing Mobile Robot Navigation Safety and Efficiency through NMPC with Relaxed CBF in Dynamic Environments0
Safety-Critical Traffic Simulation with Guided Latent Diffusion Model0
Safety Verification of Neural Network Control Systems Using Guaranteed Neural Network Model Reduction0
SAIBench: A Structural Interpretation of AI for Science Through Benchmarks0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05Unverified