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 1601–1625 of 4891 papers

TitleStatusHype
Self-Data Distillation for Recovering Quality in Pruned Large Language Models—0
Generalized Group Data Attribution—0
Prompt Tuning for Audio Deepfake Detection: Computationally Efficient Test-time Domain Adaptation with Limited Target DatasetCode1
SimBa: Simplicity Bias for Scaling Up Parameters in Deep Reinforcement LearningCode2
Retrieval Instead of Fine-tuning: A Retrieval-based Parameter Ensemble for Zero-shot Learning—0
Dualformer: Controllable Fast and Slow Thinking by Learning with Randomized Reasoning Traces—0
WGFormer: An SE(3)-Transformer Driven by Wasserstein Gradient Flows for Molecular Ground-State Conformation Prediction—0
COrAL: Order-Agnostic Language Modeling for Efficient Iterative RefinementCode0
POPoS: Improving Efficient and Robust Facial Landmark Detection with Parallel Optimal Position SearchCode0
pLDDT-Predictor: High-speed Protein Screening Using Transformer and ESM2Code0
Optimal Downsampling for Imbalanced Classification with Generalized Linear Models—0
On the impact of key design aspects in simulated Hybrid Quantum Neural Networks for Earth Observation—0
Balancing Innovation and Privacy: Data Security Strategies in Natural Language Processing Applications—0
Octopus Inspired Optimization Algorithm: Multi-Level Structures and Parallel Computing StrategiesCode1
Privately Learning from Graphs with Applications in Fine-tuning Large Language ModelsCode0
Think Beyond Size: Adaptive Prompting for More Effective Reasoning—0
Scalable Co-Clustering for Large-Scale Data through Dynamic Partitioning and Hierarchical Merging—0
Learning Content-Aware Multi-Modal Joint Input Pruning via Bird's-Eye-View Representation—0
DreamMesh4D: Video-to-4D Generation with Sparse-Controlled Gaussian-Mesh Hybrid Representation—0
Shap-Select: Lightweight Feature Selection Using SHAP Values and RegressionCode1
Gridded Transformer Neural Processes for Large Unstructured Spatio-Temporal Data—0
Accelerating the discovery of low-energy structure configurations: a computational approach that integrates first-principles calculations, Monte Carlo sampling, and Machine Learning—0
Amortized Control of Continuous State Space Feynman-Kac Model for Irregular Time SeriesCode1
Quantum-Inspired Portfolio Optimization In The QUBO Framework—0
Bayesian Estimation and Tuning-Free Rank Detection for Probability Mass Function Tensors—0
Show:102550
← PrevPage 65 of 196Next →

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05—Unverified