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 4201–4225 of 4891 papers

TitleStatusHype
Efficient Ensemble for Multimodal Punctuation Restoration using Time-Delay Neural NetworkCode0
HMPNet: A Feature Aggregation Architecture for Maritime Object Detection from a Shipborne PerspectiveCode0
Langevin DQNCode0
OpenRANet: Neuralized Spectrum Access by Joint Subcarrier and Power Allocation with Optimization-based Deep LearningCode0
Biomimetic Frontend for Differentiable Audio ProcessingCode0
A Hybrid Multi-Factor Network with Dynamic Sequence Modeling for Early Warning of Intraoperative HypotensionCode0
Large-scale Bayesian Structure Learning for Gaussian Graphical Models using Marginal Pseudo-likelihoodCode0
Spectrum-Aware Parameter Efficient Fine-Tuning for Diffusion ModelsCode0
Road surface 3d reconstruction based on dense subpixel disparity map estimationCode0
LArctan-SKAN: Simple and Efficient Single-Parameterized Kolmogorov-Arnold Networks using Learnable Trigonometric FunctionCode0
Large Language Model Can Be a Foundation for Hidden Rationale-Based RetrievalCode0
Large Language Model Evaluation via Matrix Nuclear-NormCode0
Operational Support Estimator NetworksCode0
Large-Scale Kernel Methods for Independence TestingCode0
High Dimensional Bayesian Optimization using Lasso Variable SelectionCode0
High Dimensional Bayesian Optimization Assisted by Principal Component AnalysisCode0
Data-Driven Filter Design in FBP: Transforming CT Reconstruction with Trainable Fourier SeriesCode0
Alternating Local Enumeration (TnALE): Solving Tensor Network Structure Search with Fewer EvaluationsCode0
Lasso Regularization Paths for NARMAX Models via Coordinate DescentCode0
AlphaAdam:Asynchronous Masked Optimization with Dynamic Alpha for Selective UpdatesCode0
Binary Stereo MatchingCode0
LatentArtiFusion: An Effective and Efficient Histological Artifacts Restoration FrameworkCode0
Optimal Batched Linear BanditsCode0
Hierarchical Variational ModelsCode0
Hierarchical Document Parsing via Large Margin Feature Matching and HeuristicsCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05—Unverified