Methods › General › Regularization › Dropout
Dropout
Introduced by Nitish Srivastava et al. in Dropout: A Simple Way to Prevent Neural Networks from Overfitting
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
Dropout is a regularization technique for neural networks that drops a unit (along with connections) at training time with a specified probability p (a common value is p=0.5). At test time, all units are present, but with weights scaled by p (i.e. w becomes pw).
The idea is to prevent co-adaptation, where the neural network becomes too reliant on particular connections, as this could be symptomatic of overfitting. Intuitively, dropout can be thought of as creating an implicit ensemble of neural networks.
Papers archive 2025-07-28
30 shown of 27,472, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.
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DASViT: Differentiable Architecture Search for Vision Transformer 17 Jul 2025 · 0 repositories · arXiv:2507.13079
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Making Language Model a Hierarchical Classifier and Generator 17 Jul 2025 · 1 repository · arXiv:2507.12930
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Best Practices for Large-Scale, Pixel-Wise Crop Mapping and Transfer Learning Workflows 16 Jul 2025 · 1 repository · arXiv:2507.12590
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Developing Visual Augmented Q&A System using Scalable Vision Embedding Retrieval & Late Interaction Re-ranker 16 Jul 2025 · 1 repository · arXiv:2507.12378
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DVFL-Net: A Lightweight Distilled Video Focal Modulation Network for Spatio-Temporal Action Recognition 16 Jul 2025 · 1 repository · arXiv:2507.12426
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Addressing Data Imbalance in Transformer-Based Multi-Label Emotion Detection with Weighted Loss 15 Jul 2025 · 1 repository · arXiv:2507.11384
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Biological Processing Units: Leveraging an Insect Connectome to Pioneer Biofidelic Neural Architectures 15 Jul 2025 · 0 repositories · arXiv:2507.10951
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Generative Click-through Rate Prediction with Applications to Search Advertising 15 Jul 2025 · 0 repositories · arXiv:2507.11246
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HANS-Net: Hyperbolic Convolution and Adaptive Temporal Attention for Accurate and Generalizable Liver and Tumor Segmentation in CT Imaging 15 Jul 2025 · 0 repositories · arXiv:2507.11325
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Hashed Watermark as a Filter: Defeating Forging and Overwriting Attacks in Weight-based Neural Network Watermarking 15 Jul 2025 · 1 repository · arXiv:2507.11137
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KV-Latent: Dimensional-level KV Cache Reduction with Frequency-aware Rotary Positional Embedding 15 Jul 2025 · 1 repository · arXiv:2507.11273Syntology ran 1 of 1 samples · 0 unverified · 1 pointer-only (licence)
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Langevin Flows for Modeling Neural Latent Dynamics 15 Jul 2025 · 1 repository · arXiv:2507.11531
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LiLM-RDB-SFC: Lightweight Language Model with Relational Database-Guided DRL for Optimized SFC Provisioning 15 Jul 2025 · 0 repositories · arXiv:2507.10903
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A Simple Approximate Bayesian Inference Neural Surrogate for Stochastic Petri Net Models 14 Jul 2025 · 1 repository · arXiv:2507.10714
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Efficient Federated Learning with Heterogeneous Data and Adaptive Dropout 14 Jul 2025 · 0 repositories · arXiv:2507.10430
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Leveraging RAG-LLMs for Urban Mobility Simulation and Analysis 14 Jul 2025 · 0 repositories · arXiv:2507.10382
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Overcoming catastrophic forgetting in neural networks 14 Jul 2025 · 0 repositories · arXiv:2507.10485
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SentiDrop: A Multi Modal Machine Learning model for Predicting Dropout in Distance Learning 14 Jul 2025 · 0 repositories · arXiv:2507.10421
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Token Compression Meets Compact Vision Transformers: A Survey and Comparative Evaluation for Edge AI 13 Jul 2025 · 0 repositories · arXiv:2507.09702
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Learning from Synthetic Labs: Language Models as Auction Participants 12 Jul 2025 · 0 repositories · arXiv:2507.09083
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Comparative Analysis of Vision Transformers and Traditional Deep Learning Approaches for Automated Pneumonia Detection in Chest X-Rays 11 Jul 2025 · 0 repositories · arXiv:2507.10589
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A statistical physics framework for optimal learning 10 Jul 2025 · 0 repositories · arXiv:2507.07907
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Orchestrator-Agent Trust: A Modular Agentic AI Visual Classification System with Trust-Aware Orchestration and RAG-Based Reasoning 9 Jul 2025 · 1 repository · arXiv:2507.10571
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The Dark Side of LLMs Agent-based Attacks for Complete Computer Takeover 9 Jul 2025 · 0 repositories · arXiv:2507.06850
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A Wireless Foundation Model for Multi-Task Prediction 8 Jul 2025 · 0 repositories · arXiv:2507.05938
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Agent KB: Leveraging Cross-Domain Experience for Agentic Problem Solving 8 Jul 2025 · 1 repository · arXiv:2507.06229Syntology ran 1 of 1 samples · 0 unverified
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Chat-Ghosting: A Comparative Study of Methods for Auto-Completion in Dialog Systems 8 Jul 2025 · 0 repositories · arXiv:2507.05940
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Event-RGB Fusion for Spacecraft Pose Estimation Under Harsh Lighting 8 Jul 2025 · 1 repository · arXiv:2507.05698
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Geo-Registration of Terrestrial LiDAR Point Clouds with Satellite Images without GNSS 8 Jul 2025 · 0 repositories · arXiv:2507.05999
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Growing Transformers: Modular Composition and Layer-wise Expansion on a Frozen Substrate 8 Jul 2025 · 1 repository · arXiv:2507.07129
Tasks archive 2025-07-28
20 shown of 2,664 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.
| Task | Papers |
|---|---|
| Language Modelling | 3,032 |
| Language Modeling | 2,374 |
| Retrieval | 1,822 |
| Question Answering | 1,494 |
| Decoder | 1,416 |
| Sentence | 1,364 |
| RAG | 1,363 |
| Retrieval-augmented Generation | 1,181 |
| Translation | 1,106 |
| Image Classification | 1,001 |
| Machine Translation | 953 |
| Transfer Learning | 874 |
| Semantic Segmentation | 871 |
| Large Language Model | 838 |
| image-classification | 791 |
| Classification | 784 |
| Text Generation | 767 |
| Object Detection | 743 |
| object-detection | 662 |
| Representation Learning | 661 |
Usage over time archive 2025-07-28
Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).
Categories archive 2025-07-28
Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections