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 226–250 of 4891 papers

TitleStatusHype
Tropical Geometry Based Edge Detection Using Min-Plus and Max-Plus Algebra—0
Composable Cross-prompt Essay Scoring by Merging Models—0
Learning Latent Variable Models via Jarzynski-adjusted Langevin Algorithm—0
Hard Negative Mining for Domain-Specific Retrieval in Enterprise Systems—0
Improved Algorithms for Overlapping and Robust Clustering of Edge-Colored Hypergraphs: An LP-Based Combinatorial Approach—0
SEvoBench : A C++ Framework For Evolutionary Single-Objective Optimization Benchmarking—0
CONCORD: Concept-Informed Diffusion for Dataset DistillationCode0
A tensor network approach for chaotic time series predictionCode0
STRCMP: Integrating Graph Structural Priors with Language Models for Combinatorial Optimization—0
Attributing Response to Context: A Jensen-Shannon Divergence Driven Mechanistic Study of Context Attribution in Retrieval-Augmented Generation—0
Neighbour-Driven Gaussian Process Variational Autoencoders for Scalable Structured Latent Modelling—0
Computing Exact Shapley Values in Polynomial Time for Product-Kernel Methods—0
Auto-nnU-Net: Towards Automated Medical Image SegmentationCode0
Neural network based control of unknown nonlinear systems via contraction analysis—0
RealEngine: Simulating Autonomous Driving in Realistic ContextCode1
Coverage Path Planning For Multi-view SAR-UAV Observation System Under Energy Constraint—0
Discovering Pathology Rationale and Token Allocation for Efficient Multimodal Pathology Reasoning—0
MonoSplat: Generalizable 3D Gaussian Splatting from Monocular Depth Foundation ModelsCode2
Place Cells as Proximity-Preserving Embeddings: From Multi-Scale Random Walk to Straight-Forward Path Planning—0
KIPPO: Koopman-Inspired Proximal Policy Optimization—0
Sample and Computationally Efficient Continuous-Time Reinforcement Learning with General Function ApproximationCode0
Adaptive Cyclic Diffusion for Inference Scaling—0
VAMO: Efficient Large-Scale Nonconvex Optimization via Adaptive Zeroth Order Variance Reduction—0
An Asymptotic Equation Linking WAIC and WBIC in Singular Models—0
Computational Efficiency under Covariate Shift in Kernel Ridge Regression—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05—Unverified