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Model Optimization

To Optimize already existing models in Training/Inferencing tasks.

Papers

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Showing 51–100 of 380 papers

TitleStatusHype
Knowledge-refined Denoising Network for Robust RecommendationCode1
ML4Chem: A Machine Learning Package for Chemistry and Materials ScienceCode1
Multi-site fMRI Analysis Using Privacy-preserving Federated Learning and Domain Adaptation: ABIDE ResultsCode1
Self-Supervised Learning for MRI Reconstruction with a Parallel Network Training FrameworkCode1
GRAND+: Scalable Graph Random Neural NetworksCode1
ExCP: Extreme LLM Checkpoint Compression via Weight-Momentum Joint ShrinkingCode1
CGMatch: A Different Perspective of Semi-supervised LearningCode1
RewardAnything: Generalizable Principle-Following Reward ModelsCode1
Controllable Style Transfer via Test-time Training of Implicit Neural RepresentationCode1
DEUP: Direct Epistemic Uncertainty PredictionCode1
FourCastNeXt: Optimizing FourCastNet Training for Limited ComputeCode1
Few-Shot Graph Learning for Molecular Property PredictionCode1
FedSOL: Stabilized Orthogonal Learning with Proximal Restrictions in Federated LearningCode1
Few-shot Object LocalizationCode1
FastLogAD: Log Anomaly Detection with Mask-Guided Pseudo Anomaly Generation and DiscriminationCode1
Face Presentation Attack Detection by Excavating Causal Clues and Adapting Embedding StatisticsCode1
Federated Model Aggregation via Self-Supervised Priors for Highly Imbalanced Medical Image ClassificationCode1
Ads Recommendation in a Collapsed and Entangled WorldCode1
FL-Tuning: Layer Tuning for Feed-Forward Network in TransformerCode1
Gradient-Guided Annealing for Domain GeneralizationCode1
Intent Contrastive Learning for Sequential RecommendationCode1
CVNet: Contour Vibration Network for Building ExtractionCode1
Loss Function Discovery for Object Detection via Convergence-Simulation Driven SearchCode1
Mixed Integer Programming for Time-Optimal Multi-Robot Coverage Path Planning with Efficient HeuristicsCode1
Improved Distribution Matching for Dataset CondensationCode1
Multitask Learning for Emotion and Personality DetectionCode1
Dataset Cartography: Mapping and Diagnosing Datasets with Training DynamicsCode1
Superior Scoring Rules for Probabilistic Evaluation of Single-Label Multi-Class Classification TasksCode1
Comprehensive and Efficient Data Labeling via Adaptive Model Scheduling—0
Combining Abstract Argumentation and Machine Learning for Efficiently Analyzing Low-Level Process Event Streams—0
AD-NEV: A Scalable Multi-level Neuroevolution Framework for Multivariate Anomaly Detection—0
Collision-Free Navigation using Evolutionary Symmetrical Neural Networks—0
A Node-collaboration-informed Graph Convolutional Network for Precise Representation to Undirected Weighted Graphs—0
Acoustic Model Optimization Based On Evolutionary Stochastic Gradient Descent with Anchors for Automatic Speech Recognition—0
Close the Sim2real Gap via Physically-based Structured Light Synthetic Data Simulation—0
An MIL-Derived Transformer for Weakly Supervised Point Cloud Segmentation—0
CbwLoss: Constrained Bidirectional Weighted Loss for Self-supervised Learning of Depth and Pose—0
A New Perspective for Understanding Generalization Gap of Deep Neural Networks Trained with Large Batch Sizes—0
2D-Curri-DPO: Two-Dimensional Curriculum Learning for Direct Preference Optimization—0
Bridge the Gap between Past and Future: Siamese Model Optimization for Context-Aware Document Ranking—0
An empirical investigation into audio pipeline approaches for classifying bird species—0
Enhancing supply chain security with automated machine learning—0
Boosting Diffusion Models with Moving Average Sampling in Frequency Domain—0
An Embedding-Dynamic Approach to Self-supervised Learning—0
A deep learning network with differentiable dynamic programming for retina OCT surface segmentation—0
Enterprise Large Language Model Evaluation Benchmark—0
Beyond Model Scale Limits: End-Edge-Cloud Federated Learning with Self-Rectified Knowledge Agglomeration—0
Analyzing and Mitigating Bias for Vulnerable Classes: Towards Balanced Representation in Dataset—0
A Machine Learning-oriented Survey on Tiny Machine Learning—0
Enhancing Predictive Maintenance in Mining Mobile Machinery through a TinyML-enabled Hierarchical Inference Network—0
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