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

Showing 14761500 of 4891 papers

TitleStatusHype
Minimax Optimal Reinforcement Learning with Quasi-Optimism0
Solving Satisfiability Modulo Counting Exactly with Probabilistic Circuits0
Towards Efficient Educational Chatbots: Benchmarking RAG Frameworks0
Evaluation of adaptive sampling methods in scenario generation for virtual safety impact assessment of pre-crash safety systems0
QDCNN: Quantum Deep Learning for Enhancing Safety and Reliability in Autonomous Transportation Systems0
Optimizing Parameter Estimation for Electrochemical Battery Model: A Comparative Analysis of Operating Profiles on Computational Efficiency and Accuracy0
Abstract Rendering: Computing All Seen in Gaussian Splat Scenes0
Cross-Attention Fusion of MRI and Jacobian Maps for Alzheimer's Disease Diagnosis0
Computationally Efficient Safe Control of Linear Systems under Severe Sensor Attacks0
Minimax Optimal Kernel Two-Sample Tests with Random Features0
EDENet: Echo Direction Encoding Network for Place Recognition Based on Ground Penetrating RadarCode0
Transformers with Joint Tokens and Local-Global Attention for Efficient Human Pose Estimation0
Striving for Faster and Better: A One-Layer Architecture with Auto Re-parameterization for Low-Light Image EnhancementCode0
Advanced Deep Learning Techniques for Analyzing Earnings Call Transcripts: Methodologies and Applications0
RURANET++: An Unsupervised Learning Method for Diabetic Macular Edema Based on SCSE Attention Mechanisms and Dynamic Multi-Projection Head Clustering0
KunlunBaize: LLM with Multi-Scale Convolution and Multi-Token Prediction Under TransformerX Framework0
Dynamic Energy Flow Analysis of Integrated Electricity and Gas Systems: A Semi-Analytical Approach0
FedMentalCare: Towards Privacy-Preserving Fine-Tuned LLMs to Analyze Mental Health Status Using Federated Learning Framework0
Graph Probability Aggregation Clustering0
Deep Learning-Based Approach for Automatic 2D and 3D MRI Segmentation of Gliomas0
CLIP-Optimized Multimodal Image Enhancement via ISP-CNN Fusion for Coal Mine IoVT under Uneven Illumination0
Evaluating the Suitability of Different Intraoral Scan Resolutions for Deep Learning-Based Tooth Segmentation0
Can RLHF be More Efficient with Imperfect Reward Models? A Policy Coverage PerspectiveCode0
Amulet: ReAlignment During Test Time for Personalized Preference Adaptation of LLMs0
High-fidelity Multiphysics Modelling for Rapid Predictions Using Physics-informed Parallel Neural Operator0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05Unverified