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 3001–3025 of 4891 papers

TitleStatusHype
The Role of Fibration Symmetries in Geometric Deep Learning—0
The Sample Complexity of Up-to- Multi-Dimensional Revenue Maximization—0
The Security Threat of Compressed Projectors in Large Vision-Language Models—0
These Maps Are Made by Propagation: Adapting Deep Stereo Networks to Road Scenarios with Decisive Disparity Diffusion—0
The Significance of Machine Learning in Clinical Disease Diagnosis: A Review—0
The Solution for the AIGC Inference Performance Optimization Competition—0
The Stabilized Explicit Variable-Load Solver with Machine Learning Acceleration for the Rapid Solution of Stiff Chemical Kinetics—0
The Symmetry of a Simple Optimization Problem in Lasso Screening—0
The thermodynamic efficiency of computations made in cells across the range of life—0
The Ultimate Guide to Fine-Tuning LLMs from Basics to Breakthroughs: An Exhaustive Review of Technologies, Research, Best Practices, Applied Research Challenges and Opportunities—0
The use of deep learning in image segmentation, classification and detection—0
The Variational Bayesian Inference for Network Autoregression Models—0
The Weak Form Is Stronger Than You Think—0
THINK-Bench: Evaluating Thinking Efficiency and Chain-of-Thought Quality of Large Reasoning Models—0
Think Beyond Size: Adaptive Prompting for More Effective Reasoning—0
Threshold Neuron: A Brain-inspired Artificial Neuron for Efficient On-device Inference—0
Threshold Strategy for Leaking Corner-Free Hamilton-Jacobi Reachability with Decomposed Computations—0
Tighter sparse variational Gaussian processes—0
Tightly Coupled Learning Strategy for Weakly Supervised Hierarchical Place Recognition—0
TIM: An Efficient Temporal Interaction Module for Spiking Transformer—0
Time-Aware Knowledge Representations of Dynamic Objects with Multidimensional Persistence—0
Time-Domain Operational Metrics for Real-time Resilience Assessment in DC Microgrids—0
Scheduling HVAC loads to promote renewable generation integration with a learning-based joint chance-constrained approach—0
Time-Varying Dynamic Bayesian Networks—0
TiMEx: A Waiting Time Model for Mutually Exclusive Groups of Cancer Alterations—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05—Unverified