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 9761000 of 4891 papers

TitleStatusHype
Structural Latency Perturbation in Large Language Models Through Recursive State Induction0
Multi-frequency wavefield solutions for variable velocity models using meta-learning enhanced low-rank physics-informed neural network0
Biogeochemistry-Informed Neural Network (BINN) for Improving Accuracy of Model Prediction and Scientific Understanding of Soil Organic Carbon0
Converting Transformers into DGNNs FormCode0
Addressing Delayed Feedback in Conversion Rate Prediction via Influence Functions0
Semantic Communication based on Generative AI: A New Approach to Image Compression and Edge Optimization0
Efficient Brain Tumor Classification with Lightweight CNN Architecture: A Novel Approach0
A Hodge-FAST Framework for High-Resolution Dynamic Functional Connectivity Analysis of Higher Order Interactions in EEG Signals0
EcoWeedNet: A Lightweight and Automated Weed Detection Method for Sustainable Next-Generation Agricultural Consumer Electronics0
Optimal Coupled Sensor Placement and Path-Planning in Unknown Time-Varying Environments0
FlexiCrackNet: A Flexible Pipeline for Enhanced Crack Segmentation with General Features Transfered from SAM0
Learning Non-Local Molecular Interactions via Equivariant Local Representations and Charge Equilibration0
Neural Implicit Solution Formula for Efficiently Solving Hamilton-Jacobi Equations0
Locality-aware Surrogates for Gradient-based Black-box Optimization0
Structural Embedding Projection for Contextual Large Language Model Inference0
Model-Adaptive Approach to Dynamic Discrete Choice Models with Large State Spaces0
LLM-Generated Heuristics for AI Planning: Do We Even Need Domain-Independence Anymore?0
AlphaAdam:Asynchronous Masked Optimization with Dynamic Alpha for Selective UpdatesCode0
Contextually Structured Token Dependency Encoding for Large Language Models0
A Hybrid Dynamic Subarray Architecture for Efficient DOA Estimation in THz Ultra-Massive Hybrid MIMO Systems0
PDE-DKL: PDE-constrained deep kernel learning in high dimensionalityCode0
MatIR: A Hybrid Mamba-Transformer Image Restoration ModelCode1
Transfer Learning for Keypoint Detection in Low-Resolution Thermal TUG Test Images0
CrowdSplat: Exploring Gaussian Splatting For Crowd RenderingCode0
Action Recognition Using Temporal Shift Module and Ensemble LearningCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05Unverified