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 626650 of 4891 papers

TitleStatusHype
ReverBERT: A State Space Model for Efficient Text-Driven Speech Style Transfer0
Optimal Scaling Laws for Efficiency Gains in a Theoretical Transformer-Augmented Sectional MoE Framework0
Model-free Vehicle Rollover Prevention: A Data-driven Predictive Control Approach0
Problem-Structure-Informed Quantum Approximate Optimization Algorithm for Large-Scale Unit Commitment with Limited Qubits0
Novel Deep Neural OFDM Receiver Architectures for LLR EstimationCode0
Innovative LSGTime Model for Crime Spatiotemporal Prediction Based on MindSpore FrameworkCode0
SAFE: Self-Adjustment Federated Learning Framework for Remote Sensing Collaborative Perception0
Social Network User Profiling for Anomaly Detection Based on Graph Neural Networks0
SITA: Structurally Imperceptible and Transferable Adversarial Attacks for Stylized Image GenerationCode0
Burst Image Super-Resolution with Mamba0
SuperFlow++: Enhanced Spatiotemporal Consistency for Cross-Modal Data PretrainingCode2
Language Model Uncertainty Quantification with Attention ChainCode1
Anomaly Detection Using Computer Vision: A Comparative Analysis of Class Distinction and Performance Metrics0
ZeroLM: Data-Free Transformer Architecture Search for Language Models0
AMD-Hummingbird: Towards an Efficient Text-to-Video ModelCode1
k-NN as a Simple and Effective Estimator of Transferability0
PALATE: Peculiar Application of the Law of Total Expectation to Enhance the Evaluation of Deep Generative ModelsCode0
Efficient Transformed Gaussian Process State-Space Models for Non-Stationary High-Dimensional Dynamical Systems0
BitDecoding: Unlocking Tensor Cores for Long-Context LLMs Decoding with Low-Bit KV CacheCode2
A Two-Stage Rotation-Based Super-Resolution Signature Estimation for Spatial Wideband Systems0
Vehicular Road Crack Detection with Deep Learning: A New Online Benchmark for Comprehensive Evaluation of Existing Algorithms0
From S4 to Mamba: A Comprehensive Survey on Structured State Space Models0
Enhancing Retrieval Systems with Inference-Time Logical Reasoning0
Mixed-gradients Distributed Filtered Reference Least Mean Square Algorithm -- A Robust Distributed Multichannel Active Noise Control Algorithm0
Causal Inference based Transfer Learning with LLMs: An Efficient Framework for Industrial RUL Prediction0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05Unverified