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 2601–2625 of 4891 papers

TitleStatusHype
Robust DNN Surrogate Models with Uncertainty Quantification via Adversarial Training—0
Robust Estimation of Regression Models with Potentially Endogenous Outliers via a Modern Optimization Lens—0
Robust GAN inversion—0
Robust Hyperspectral Image Panshapring via Sparse Spatial-Spectral Representation—0
Robustifying State-space Models for Long Sequences via Approximate Diagonalization—0
Robust Low-Complexity Randomized Methods for Locating Outliers in Large Matrices—0
Robust Model Predictive Control for Aircraft Intent-Aware Collision Avoidance—0
Robust N-1 secure HV Grid Flexibility Estimation for TSO-DSO coordinated Congestion Management with Deep Reinforcement Learning—0
Robust Networked Federated Learning for Localization—0
Robust Object Tracking Based on Self-adaptive Search Area—0
Robust Offline Reinforcement Learning with Linearly Structured f-Divergence Regularization—0
Robust Partially-Compressed Least-Squares—0
Robust PCA Based on Adaptive Weighted Least Squares and Low-Rank Matrix Factorization—0
Robust personalized pricing under uncertainty of purchase probabilities—0
Robust Predictable Control—0
Robust Regularization with Adversarial Labelling of Perturbed Samples—0
Robust Subspace Clustering with Compressed Data—0
Robust Time-Series Retrieval Using Probabilistic Adaptive Segmental Alignment—0
Robust Topology Optimization Using Multi-Fidelity Variational Autoencoders—0
Rodin: A Generative Model for Sculpting 3D Digital Avatars Using Diffusion—0
Roll-back Hamiltonian Monte Carlo—0
Rolling Ahead Diffusion for Traffic Scene Simulation—0
RotateCT: Knowledge Graph Embedding by Rotation and Coordinate Transformation in Complex Space—0
RotateKV: Accurate and Robust 2-Bit KV Cache Quantization for LLMs via Outlier-Aware Adaptive Rotations—0
Rough set based lattice structure for knowledge representation in medical expert systems: low back pain management case study—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05—Unverified