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 801–850 of 4891 papers

TitleStatusHype
From Roots to Rewards: Dynamic Tree Reasoning with RLCode0
A Framework for Waterfall Pricing Using Simulation-Based Uncertainty Modeling—0
FORTRESS: Function-composition Optimized Real-Time Resilient Structural Segmentation via Kolmogorov-Arnold Enhanced Spatial Attention NetworksCode0
Heat Kernel Goes Topological—0
Canonical Bayesian Linear System Identification—0
DCR: Quantifying Data Contamination in LLMs EvaluationCode0
Recursive Bound-Constrained AdaGrad with Applications to Multilevel and Domain Decomposition Minimization—0
Lightweight Model for Poultry Disease Detection from Fecal Images Using Multi-Color Space Feature Optimization and Machine Learning—0
Geo-ORBIT: A Federated Digital Twin Framework for Scene-Adaptive Lane Geometry DetectionCode0
Comparative Analysis of Vision Transformers and Traditional Deep Learning Approaches for Automated Pneumonia Detection in Chest X-Rays—0
Recurrent U-Net-Based Graph Neural Network (RUGNN) for Accurate Deformation Predictions in Sheet Material Forming—0
Fast Gaussian Processes under Monotonicity Constraints—0
Hyperspectral Anomaly Detection Methods: A Survey and Comparative Study—0
Decomposing the Time Series Forecasting Pipeline: A Modular Approach for Time Series Representation, Information Extraction, and ProjectionCode0
QS4D: Quantization-aware training for efficient hardware deployment of structured state-space sequential models—0
Critical Nodes Identification in Complex Networks: A Survey—0
Comparative Analysis of CNN and Transformer Architectures with Heart Cycle Normalization for Automated Phonocardiogram Classification—0
A Survey on Prompt TuningCode0
DC-AR: Efficient Masked Autoregressive Image Generation with Deep Compression Hybrid Tokenizer—0
High Order Collaboration-Oriented Federated Graph Neural Network for Accurate QoS Prediction—0
MVNet: Hyperspectral Remote Sensing Image Classification Based on Hybrid Mamba-Transformer Vision Backbone ArchitectureCode0
Generalized Adaptive Transfer Network: Enhancing Transfer Learning in Reinforcement Learning Across DomainsCode0
Instant Particle Size Distribution Measurement Using CNNs Trained on Synthetic DataCode0
Chain-of-Thought Enhanced Shallow Transformers for Wireless Symbol Detection—0
LLM-guided Chemical Process Optimization with a Multi-Agent Approach—0
Antibody Design and Optimization with Multi-scale Equivariant Graph Diffusion Models for Accurate Complex Antigen BindingCode0
Optimising 4th-Order Runge-Kutta Methods: A Dynamic Heuristic Approach for Efficiency and Low Storage—0
TopK Language Models—0
FastRef:Fast Prototype Refinement for Few-Shot Industrial Anomaly Detection—0
Distributed Cross-Channel Hierarchical Aggregation for Foundation Models—0
Lightweight Multi-Frame Integration for Robust YOLO Object Detection in Videos—0
ITFormer: Bridging Time Series and Natural Language for Multi-Modal QA with Large-Scale Multitask Dataset—0
Divide, Specialize, and Route: A New Approach to Efficient Ensemble Learning—0
Revisiting CHAMPAGNE: Sparse Bayesian Learning as Reweighted Sparse Coding—0
CAM-NET: An AI Model for Whole Atmosphere with Thermosphere and Ionosphere Extension—0
A Multi-Scale Spatial Attention-Based Zero-Shot Learning Framework for Low-Light Image Enhancement—0
VHU-Net: Variational Hadamard U-Net for Body MRI Bias Field Correction—0
Dynamic Temporal Positional Encodings for Early Intrusion Detection in IoT—0
Cooperative Bistatic ISAC Systems for Low-Altitude Economy—0
Residual Connection-Enhanced ConvLSTM for Lithium Dendrite Growth Prediction—0
LFR-PINO: A Layered Fourier Reduced Physics-Informed Neural Operator for Parametric PDEs—0
Scalable Machine Learning Algorithms using Path Signatures—0
PET Tracer Separation Using Conditional Diffusion Transformer with Multi-latent Space LearningCode0
Optimal Depth of Neural Networks—0
Multimodal Fused Learning for Solving the Generalized Traveling Salesman Problem in Robotic Task Planning—0
OmniReflect: Discovering Transferable Constitutions for LLM agents via Neuro-Symbolic Reflections—0
Speeding up Local Optimization in Vehicle Routing with Tensor-based GPU Acceleration—0
Client Selection Strategies for Federated Semantic Communications in Heterogeneous IoT Networks—0
Cross-Modal Obfuscation for Jailbreak Attacks on Large Vision-Language Models—0
MoiréXNet: Adaptive Multi-Scale Demoiréing with Linear Attention Test-Time Training and Truncated Flow Matching Prior—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05—Unverified