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 2201–2250 of 4891 papers

TitleStatusHype
Guaranteed-Safe MPPI Through Composite Control Barrier Functions for Efficient Sampling in Multi-Constrained Robotic Systems—0
FlashMask: Efficient and Rich Mask Extension of FlashAttention—0
Finding path and cycle counting formulae in graphs with Deep Reinforcement Learning—0
FastLexRank: Efficient Lexical Ranking for Structuring Social Media PostsCode0
Uncertainty Quantification with Bayesian Higher Order ReLU KANsCode0
Auto-Demo Prompting: Leveraging Generated Outputs as Demonstrations for Enhanced Batch Prompting—0
Perceptual Piercing: Human Visual Cue-based Object Detection in Low Visibility ConditionsCode0
Sparse Covariance Neural NetworksCode0
SSL-NBV: A Self-Supervised-Learning-Based Next-Best-View algorithm for Efficient 3D Plant Reconstruction by a Robot—0
From Natural Language to SQL: Review of LLM-based Text-to-SQL Systems—0
Approximately Aligned Decoding—0
Compressing Recurrent Neural Networks for FPGA-accelerated Implementation in Fluorescence Lifetime Imaging—0
Enhancing Solution Efficiency in Reinforcement Learning: Leveraging Sub-GFlowNet and Entropy Integration—0
Solving High-Dimensional Partial Integral Differential Equations: The Finite Expression Method—0
Graph-Based Representation Learning of Neuronal Dynamics and BehaviorCode0
Federated Instruction Tuning of LLMs with Domain Coverage Augmentation—0
Upper and Lower Bounds for Distributionally Robust Off-Dynamics Reinforcement Learning—0
EEG Emotion Copilot: Optimizing Lightweight LLMs for Emotional EEG Interpretation with Assisted Medical Record GenerationCode0
Denoising VAE as an Explainable Feature Reduction and Diagnostic Pipeline for Autism Based on Resting state fMRI—0
POMONAG: Pareto-Optimal Many-Objective Neural Architecture Generator—0
Optimism in the Face of Ambiguity Principle for Multi-Armed Bandits—0
When Molecular GAN Meets Byte-Pair Encoding—0
Efficient Semantic Diffusion Architectures for Model Training on Synthetic EchocardiogramsCode0
Efficient Dual-Blind Deconvolution for Joint Radar-Communication Systems Using ADMM: Enhancing Channel Estimation and Signal Recovery in 5G mmWave Networks—0
On the Power of Decision Trees in Auto-Regressive Language Modeling—0
Analysis of Truncated Singular Value Decomposition for Koopman Operator-Based Lane Change Model—0
TensorSocket: Shared Data Loading for Deep Learning Training—0
MoJE: Mixture of Jailbreak Experts, Naive Tabular Classifiers as Guard for Prompt Attacks—0
Unifying Dimensions: A Linear Adaptive Approach to Lightweight Image Super-ResolutionCode0
Conjugate Bayesian Two-step Change Point Detection for Hawkes ProcessCode0
EfficientCrackNet: A Lightweight Model for Crack Segmentation—0
Grid Evolution for Doubly Fractional Channel Estimation in OTFS Systems—0
PNR: Physics-informed Neural Representation for high-resolution LFM reconstruction—0
A parametric framework for kernel-based dynamic mode decomposition using deep learningCode0
CNN Mixture-of-Depths—0
Exploring Brain Network Organization in Alzheimer Disease and Frontotemporal Dementia: A Crossplot Transition Entropy Approach—0
Classification of Gleason Grading in Prostate Cancer Histopathology Images Using Deep Learning Techniques: YOLO, Vision Transformers, and Vision MambaCode0
3DDX: Bone Surface Reconstruction from a Single Standard-Geometry Radiograph via Dual-Face Depth EstimationCode0
Learning Representation for Multitask learning through Self Supervised Auxiliary learning—0
Most Influential Subset Selection: Challenges, Promises, and BeyondCode0
Potential Field as Scene Affordance for Behavior Change-Based Visual Risk Object Identification—0
Applying Incremental Learning in Binary-Addition-Tree Algorithm for Dynamic Binary-State Network Reliability—0
Refereeing the Referees: Evaluating Two-Sample Tests for Validating Generators in Precision Sciences—0
Teaching Tailored to Talent: Adverse Weather Restoration via Prompt Pool and Depth-Anything Constraint—0
GISExplainer: On Explainability of Graph Neural Networks via Game-theoretic Interaction Subgraphs—0
Zero-Shot Detection of AI-Generated Images—0
Beyond Conformal Predictors: Adaptive Conformal Inference with Confidence Predictors—0
Micrometer: Micromechanics Transformer for Predicting Mechanical Responses of Heterogeneous Materials—0
Harmonic Path Integral Diffusion—0
A High-Performance External Validity Index for Clustering with a Large Number of Clusters—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05—Unverified