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 2076–2100 of 4891 papers

TitleStatusHype
MALoRA: Mixture of Asymmetric Low-Rank Adaptation for Enhanced Multi-Task Learning—0
BUZZ: Beehive-structured Sparse KV Cache with Segmented Heavy Hitters for Efficient LLM InferenceCode0
Self-Driving Car Racing: Application of Deep Reinforcement Learning—0
Gnothi Seauton: Empowering Faithful Self-Interpretability in Black-Box Transformers—0
SkipSNN: Efficiently Classifying Spike Trains with Event-attentionCode0
Denoising Diffusion Probabilistic Models for Magnetic Resonance Fingerprinting—0
Breast Cancer Histopathology Classification using CBAM-EfficientNetV2 with Transfer Learning—0
Bayesian Quantum Neural Network for Renewable-Rich Power Flow with Training Efficiency and Generalization Capability Improvements—0
Bayesian Optimization for Hyperparameters Tuning in Neural Networks—0
Dual Conditional Diffusion Models for Sequential Recommendation—0
AI-assisted Agile Propagation Modeling for Real-time Digital Twin Wireless Networks—0
Quantum Reinforcement Learning-Based Two-Stage Unit Commitment Framework for Enhanced Power Systems Robustness—0
Long Sequence Modeling with Attention Tensorization: From Sequence to Tensor Learning—0
Carbon-Aware Computing for Data Centers with Probabilistic Performance Guarantees—0
Efficient Bilinear Attention-based Fusion for Medical Visual Question Answering—0
ATLAS: Adapting Trajectory Lengths and Step-Size for Hamiltonian Monte CarloCode0
A Temporal Linear Network for Time Series ForecastingCode0
Lodge++: High-quality and Long Dance Generation with Vivid Choreography Patterns—0
Optimal Hardening Strategy for Electricity-Hydrogen Networks with Hydrogen Leakage Risk Control against Extreme Weather—0
Hybrid Deep Learning for Legal Text Analysis: Predicting Punishment Durations in Indonesian Court Rulings—0
CGKN: A Deep Learning Framework for Modeling Complex Dynamical Systems and Efficient Data AssimilationCode0
Enhancing CNN Classification with Lamarckian Memetic Algorithms and Local Search—0
Prompt Diffusion Robustifies Any-Modality Prompt Learning—0
GeoFUSE: A High-Efficiency Surrogate Model for Seawater Intrusion Prediction and Uncertainty Reduction—0
CLAP. I. Resolving miscalibration for deep learning-based galaxy photometric redshift estimationCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05—Unverified