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

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Showing 2451–2500 of 4891 papers

TitleStatusHype
DUCPS: Deep Unfolding the Cauchy Proximal Splitting Algorithm for B-Lines Quantification in Lung Ultrasound Images—0
Deep Learning Evidence for Global Optimality of Gerver's SofaCode0
TCM-FTP: Fine-Tuning Large Language Models for Herbal Prescription Prediction—0
Enhancing Stochastic Optimization for Statistical Efficiency Using ROOT-SGD with Diminishing Stepsize—0
Advances in the Simulation and Modeling of Complex Systems using Dynamical Graph Grammars—0
Learning a Mini-batch Graph Transformer via Two-stage Interaction AugmentationCode0
Approximating particle-based clustering dynamics by stochastic PDEs—0
MonoSparse-CAM: Efficient Tree Model Processing via Monotonicity and Sparsity in CAMs—0
Deep Bag-of-Words Model: An Efficient and Interpretable Relevance Architecture for Chinese E-Commerce—0
Model Tells You Where to Merge: Adaptive KV Cache Merging for LLMs on Long-Context Tasks—0
Faster Machine Unlearning via Natural Gradient Descent—0
MLRS-PDS: A Meta-learning recommendation of dynamic ensemble selection pipelinesCode0
Towards Human-Like Driving: Active Inference in Autonomous Vehicle Control—0
Machine Unlearning for Medical Imaging—0
HDKD: Hybrid Data-Efficient Knowledge Distillation Network for Medical Image ClassificationCode0
Pseudo-perplexity in One Fell Swoop for Protein Fitness Estimation—0
Igea: a Decoder-Only Language Model for Biomedical Text Generation in Italian—0
Multi-Fidelity Bayesian Neural Network for Uncertainty Quantification in Transonic Aerodynamic Loads—0
A third-order finite difference weighted essentially non-oscillatory scheme with shallow neural network—0
PCAC-GAN: A Sparse-Tensor-Based Generative Adversarial Network for 3D Point Cloud Attribute Compression—0
Mamba Hawkes Process—0
The Solution for the AIGC Inference Performance Optimization Competition—0
LMSeg: A deep graph message-passing network for efficient and accurate semantic segmentation of large-scale 3D landscape meshes—0
Prediction-Free Coordinated Dispatch of Microgrid: A Data-Driven Online Optimization Approach—0
QET: Enhancing Quantized LLM Parameters and KV cache Compression through Element Substitution and Residual Clustering—0
Plant Doctor: A hybrid machine learning and image segmentation software to quantify plant damage in video footage—0
OSPC: Artificial VLM Features for Hateful Meme Detection—0
Improving Conversational Abilities of Quantized Large Language Models via Direct Preference Alignment—0
Feature-Specific Coefficients of Determination in Tree Ensembles—0
On the Robustness of Graph Reduction Against GNN Backdoor—0
OpenSlot: Mixed Open-Set Recognition with Object-Centric Learning—0
Classification of Power Quality Disturbances Using Resnet with Channel Attention Mechanism—0
UltraPixel: Advancing Ultra-High-Resolution Image Synthesis to New Peaks—0
On Statistical Rates and Provably Efficient Criteria of Latent Diffusion Transformers (DiTs)—0
Trajectory Tracking for UAVs: An Interpolating Control Approach—0
Efficient Automated Circuit Discovery in Transformers using Contextual Decomposition—0
Multifidelity Cross-validation—0
PointViG: A Lightweight GNN-based Model for Efficient Point Cloud Analysis—0
SpectralKAN: Kolmogorov-Arnold Network for Hyperspectral Images Change DetectionCode0
NeurIPS 2024 ML4CFD Competition: Harnessing Machine Learning for Computational Fluid Dynamics in Airfoil Design—0
Aeroengine performance prediction using a physical-embedded data-driven method—0
Benchmark Evaluation of Image Fusion algorithms for Smartphone Camera Capture—0
ModeConv: A Novel Convolution for Distinguishing Anomalous and Normal Structural BehaviorCode0
Unconditional Stability Analysis of N-Port Networks Based on Structured Singular Value Computation—0
An Interpretable and Efficient Sleep Staging Algorithm: DetectsleepNetCode0
Octo-planner: On-device Language Model for Planner-Action Agents—0
Graph Neural Networks for Emulation of Finite-Element Ice Dynamics in Greenland and Antarctic Ice Sheets—0
SC-MoE: Switch Conformer Mixture of Experts for Unified Streaming and Non-streaming Code-Switching ASR—0
DocParseNet: Advanced Semantic Segmentation and OCR Embeddings for Efficient Scanned Document AnnotationCode0
High Fidelity Text-to-Speech Via Discrete Tokens Using Token Transducer and Group Masked Language Model—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05—Unverified