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 901–950 of 4891 papers

TitleStatusHype
OpenSplat3D: Open-Vocabulary 3D Instance Segmentation using Gaussian Splatting—0
GaussianVAE: Adaptive Learning Dynamics of 3D Gaussians for High-Fidelity Super-Resolution—0
Accelerating Spectral Clustering under Fairness Constraints—0
Lightweight Sequential Transformers for Blood Glucose Level Prediction in Type-1 Diabetes—0
HyColor: An Efficient Heuristic Algorithm for Graph Coloring—0
MapBERT: Bitwise Masked Modeling for Real-Time Semantic Mapping Generation—0
Toward Reliable AR-Guided Surgical Navigation: Interactive Deformation Modeling with Data-Driven Biomechanics and PromptsCode0
Dual-Priv Pruning : Efficient Differential Private Fine-Tuning in Multimodal Large Language Models—0
Simultaneous Segmentation of Ventricles and Normal/Abnormal White Matter Hyperintensities in Clinical MRI using Deep Learning—0
Bio-Inspired Classification: Combining Information Theory and Spiking Neural Networks -- Influence of the Learning Rules—0
Vid2Sim: Generalizable, Video-based Reconstruction of Appearance, Geometry and Physics for Mesh-free Simulation—0
Unlocking Chemical Insights: Superior Molecular Representations from Intermediate Encoder LayersCode0
DynamicMind: A Tri-Mode Thinking System for Large Language Models—0
Efficient Robust Conformal Prediction via Lipschitz-Bounded NetworksCode0
A Survey on Vietnamese Document Analysis and Recognition: Challenges and Future Directions—0
U-NetMN and SegNetMN: Modified U-Net and SegNet models for bimodal SAR image segmentation—0
TALL -- A Trainable Architecture for Enhancing LLM Performance in Low-Resource Languages—0
Long or short CoT? Investigating Instance-level Switch of Large Reasoning Models—0
An Improved Finite Element Modeling Method for Triply Periodic Minimal Surface Structures Based on Element Size and Minimum Jacobian—0
GARG-AML against Smurfing: A Scalable and Interpretable Graph-Based Framework for Anti-Money LaunderingCode0
SF^2Bench: Evaluating Data-Driven Models for Compound Flood Forecasting in South Florida—0
Pruning Everything, Everywhere, All at OnceCode0
Advancing Decoding Strategies: Enhancements in Locally Typical Sampling for LLMs—0
FuXi-Ocean: A Global Ocean Forecasting System with Sub-Daily Resolution—0
Privacy-Preserving Federated Convex Optimization: Balancing Partial-Participation and Efficiency via Noise Cancellation—0
Q-ARDNS-Multi: A Multi-Agent Quantum Reinforcement Learning Framework with Meta-Cognitive Adaptation for Complex 3D Environments—0
NepTrain and NepTrainKit: Automated Active Learning and Visualization Toolkit for Neuroevolution Potentials—0
FreqPolicy: Frequency Autoregressive Visuomotor Policy with Continuous Tokens—0
HENT-SRT: Hierarchical Efficient Neural Transducer with Self-Distillation for Joint Speech Recognition and Translation—0
Sparse Imagination for Efficient Visual World Model Planning—0
Alternates, Assemble! Selecting Optimal Alternates for Citizens' Assemblies—0
Attention Is Not Always the Answer: Optimizing Voice Activity Detection with Simple Feature Fusion—0
LD-RPMNet: Near-Sensor Diagnosis for Railway Point Machines—0
Beyond Attention: Learning Spatio-Temporal Dynamics with Emergent Interpretable Topologies—0
Quantization-based Bounds on the Wasserstein Metric—0
Fighting Fire with Fire (F3): A Training-free and Efficient Visual Adversarial Example Purification Method in LVLMs—0
Neural Network-based Information-Theoretic Transceivers for High-Order Modulation Schemes—0
Latent Wavelet Diffusion: Enabling 4K Image Synthesis for Free—0
Learning to Upsample and Upmix Audio in the Latent Domain—0
Label-shift robust federated feature screening for high-dimensional classification—0
The Security Threat of Compressed Projectors in Large Vision-Language Models—0
TumorGen: Boundary-Aware Tumor-Mask Synthesis with Rectified Flow Matching—0
Pretraining Deformable Image Registration Networks with Random ImagesCode0
Hyperbolic Dataset Distillation—0
K^2IE: Kernel Method-based Kernel Intensity Estimators for Inhomogeneous Poisson ProcessesCode0
HLSAD: Hodge Laplacian-based Simplicial Anomaly Detection—0
Edge Computing for Physics-Driven AI in Computational MRI: A Feasibility Study—0
Learning to Search for Vehicle Routing with Multiple Time Windows—0
Evaluating the Efficacy of LLM-Based Reasoning for Multiobjective HPC Job Scheduling—0
Learning Interpretable Differentiable Logic Networks for Tabular Regression—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05—Unverified