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 1451–1475 of 4891 papers

TitleStatusHype
Language modelling techniques for analysing the impact of human genetic variation—0
Machine Learned Force Fields: Fundamentals, its reach, and challenges—0
Multi-Grained Feature Pruning for Video-Based Human Pose Estimation—0
NoT: Federated Unlearning via Weight Negation—0
Neural Configuration-Space Barriers for Manipulation Planning and Control—0
Geometry-Constrained Monocular Scale Estimation Using Semantic Segmentation for Dynamic Scenes—0
Temporal Separation with Entropy Regularization for Knowledge Distillation in Spiking Neural Networks—0
GNNMerge: Merging of GNN Models Without Accessing Training DataCode0
TrafficKAN-GCN: Graph Convolutional-based Kolmogorov-Arnold Network for Traffic Flow OptimizationCode0
Multi-Step Deep Koopman Network (MDK-Net) for Vehicle Control in Frenet Frame—0
Union of Experts: Adapting Hierarchical Routing to Equivalently Decomposed TransformerCode0
COMMA: Coordinate-aware Modulated Mamba Network for 3D Dispersed Vessel SegmentationCode0
Seeded Poisson Factorization: Leveraging domain knowledge to fit topic modelsCode0
Accelerating Focal Search in Multi-Agent Path Finding with Tighter Lower BoundsCode0
Enabling Fast, Accurate, and Efficient Real-Time Genome Analysis via New Algorithms and Techniques—0
Nonlinear energy-preserving model reduction with lifting transformations that quadratize the energy—0
LREA: Low-Rank Efficient Attention on Modeling Long-Term User Behaviors for CTR Prediction—0
Perceptual Motor Learning with Active Inference Framework for Robust Lateral Control—0
Soybean Disease Detection via Interpretable Hybrid CNN-GNN: Integrating MobileNetV2 and GraphSAGE with Cross-Modal Attention—0
Uplink Transmission Design for Fluid Antenna-Enabled Multiuser MIMO Systems with Imperfect CSI—0
ECG-EmotionNet: Nested Mixture of Expert (NMoE) Adaptation of ECG-Foundation Model for Driver Emotion Recognition—0
Efficient or Powerful? Trade-offs Between Machine Learning and Deep Learning for Mental Illness Detection on Social Media—0
Enhancing Multi-hop Reasoning in Vision-Language Models via Self-Distillation with Multi-Prompt Ensembling—0
PEO: Improving Bi-Factorial Preference Alignment with Post-Training Policy Extrapolation—0
Correcting Mode Proportion Bias in Generalized Bayesian Inference via a Weighted Kernel Stein Discrepancy—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05—Unverified