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 1601–1650 of 4891 papers

TitleStatusHype
UniCP: A Unified Caching and Pruning Framework for Efficient Video Generation—0
OneTrack-M: A multitask approach to transformer-based MOT models—0
Gaussian Process Regression for Inverse Problems in Linear PDEs—0
Learning Real-World Action-Video Dynamics with Heterogeneous Masked Autoregression—0
AL-PINN: Active Learning-Driven Physics-Informed Neural Networks for Efficient Sample Selection in Solving Partial Differential Equations—0
Hierarchical Contextual Manifold Alignment for Structuring Latent Representations in Large Language Models—0
Context-Preserving Gradient Modulation for Large Language Models: A Novel Approach to Semantic Consistency in Long-Form Text Generation—0
CARROT: A Cost Aware Rate Optimal Router—0
Large Language Model Guided Self-Debugging Code Generation—0
Entropy Adaptive Decoding: Dynamic Model Switching for Efficient Inference—0
Data denoising with self consistency, variance maximization, and the Kantorovich dominance—0
SLCGC: A lightweight Self-supervised Low-pass Contrastive Graph Clustering Network for Hyperspectral Images—0
Contextual Memory Reweaving in Large Language Models Using Layered Latent State Reconstruction—0
Ilargi: a GPU Compatible Factorized ML Model Training Framework—0
Composite Gaussian Processes Flows for Learning Discontinuous Multimodal Policies—0
TabPFN Unleashed: A Scalable and Effective Solution to Tabular Classification Problems—0
Boosting Multimodal Reasoning with MCTS-Automated Structured Thinking—0
An Efficient Local Search Approach for Polarized Community Discovery in Signed Networks—0
Efficient Dynamic Scene Editing via 4D Gaussian-based Static-Dynamic Separation—0
Orientation-aware interaction-based deep material network in polycrystalline materials modeling—0
ReGNet: Reciprocal Space-Aware Long-Range Modeling for Crystalline Property Prediction—0
Learning to generate physical ocean states: Towards hybrid climate modeling—0
Comply: Learning Sentences with Complex Weights inspired by Fruit Fly OlfactionCode0
End-to-End Imitation Learning for Optimal Asteroid Proximity Operations—0
Latent Lexical Projection in Large Language Models: A Novel Approach to Implicit Representation Refinement—0
DRL-based Dolph-Tschebyscheff Beamforming in Downlink Transmission for Mobile Users—0
A generative foundation model for an all-in-one seismic processing framework—0
Multi-frequency wavefield solutions for variable velocity models using meta-learning enhanced low-rank physics-informed neural network—0
Structural Latency Perturbation in Large Language Models Through Recursive State Induction—0
Biogeochemistry-Informed Neural Network (BINN) for Improving Accuracy of Model Prediction and Scientific Understanding of Soil Organic Carbon—0
Addressing Delayed Feedback in Conversion Rate Prediction via Influence Functions—0
Efficient Brain Tumor Classification with Lightweight CNN Architecture: A Novel Approach—0
Semantic Communication based on Generative AI: A New Approach to Image Compression and Edge Optimization—0
A Hodge-FAST Framework for High-Resolution Dynamic Functional Connectivity Analysis of Higher Order Interactions in EEG Signals—0
Converting Transformers into DGNNs FormCode0
Learning Non-Local Molecular Interactions via Equivariant Local Representations and Charge Equilibration—0
EcoWeedNet: A Lightweight and Automated Weed Detection Method for Sustainable Next-Generation Agricultural Consumer Electronics—0
Optimal Coupled Sensor Placement and Path-Planning in Unknown Time-Varying Environments—0
Structural Embedding Projection for Contextual Large Language Model Inference—0
Neural Implicit Solution Formula for Efficiently Solving Hamilton-Jacobi Equations—0
FlexiCrackNet: A Flexible Pipeline for Enhanced Crack Segmentation with General Features Transfered from SAM—0
Locality-aware Surrogates for Gradient-based Black-box Optimization—0
Contextually Structured Token Dependency Encoding for Large Language Models—0
Transfer Learning for Keypoint Detection in Low-Resolution Thermal TUG Test Images—0
LLM-Generated Heuristics for AI Planning: Do We Even Need Domain-Independence Anymore?—0
PDE-DKL: PDE-constrained deep kernel learning in high dimensionalityCode0
AlphaAdam:Asynchronous Masked Optimization with Dynamic Alpha for Selective UpdatesCode0
Model-Adaptive Approach to Dynamic Discrete Choice Models with Large State Spaces—0
A Hybrid Dynamic Subarray Architecture for Efficient DOA Estimation in THz Ultra-Massive Hybrid MIMO Systems—0
Action Recognition Using Temporal Shift Module and Ensemble LearningCode0
Show:102550
← PrevPage 33 of 98Next →

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05—Unverified