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 32263250 of 4891 papers

TitleStatusHype
WITCHcraft: Efficient PGD attacks with random step size0
WoundAmbit: Bridging State-of-the-Art Semantic Segmentation and Real-World Wound Care0
XKV: Personalized KV Cache Memory Reduction for Long-Context LLM Inference0
XPose: eXplainable Human Pose Estimation0
xTrimoABFold: De novo Antibody Structure Prediction without MSA0
XVoxel-Based Parametric Design Optimization of Feature Models0
Y-MAP-Net: Real-time depth, normals, segmentation, multi-label captioning and 2D human pose in RGB images0
YOLO11 to Its Genesis: A Decadal and Comprehensive Review of The You Only Look Once (YOLO) Series0
YOLOv12: A Breakdown of the Key Architectural Features0
YOLOv8-Based Visual Detection of Road Hazards: Potholes, Sewer Covers, and Manholes0
YotoR-You Only Transform One Representation0
You are out of context!0
ZeroLM: Data-Free Transformer Architecture Search for Language Models0
ZeroQuant-FP: A Leap Forward in LLMs Post-Training W4A8 Quantization Using Floating-Point Formats0
Zero-Shot Detection of AI-Generated Images0
Zero-shot Image Captioning by Anchor-augmented Vision-Language Space Alignment0
Zero-Shot Multi-task Hallucination Detection0
ZigzagPointMamba: Spatial-Semantic Mamba for Point Cloud Understanding0
1.58-bit FLUX0
ZoPE: A Fast Optimizer for ReLU Networks with Low-Dimensional Inputs0
Deep Cytometry: Deep learning with Real-time Inference in Cell Sorting and Flow Cytometry0
Two-stage Best-scored Random Forest for Large-scale Regression0
Action recognition with spatial-temporal discriminative filter banks0
NeuralMatrix: Compute the Entire Neural Networks with Linear Matrix Operations for Efficient Inference0
Diffusion Models, Image Super-Resolution And Everything: A Survey0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05Unverified