Methods › General › Regularization › Label Smoothing
Label Smoothing
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
Label Smoothing is a regularization technique that introduces noise for the labels. This accounts for the fact that datasets may have mistakes in them, so maximizing the likelihood of logp(y|x) directly can be harmful. Assume for a small constant ϵ, the training set label y is correct with probability 1-ϵ and incorrect otherwise. Label Smoothing regularizes a model based on a softmax with k output values by replacing the hard $0$ and $1$ classification targets with targets of ϵ/k and 1-(k-1)/kϵ respectively.
Source: Deep Learning, Goodfellow et al
Image Source: When Does Label Smoothing Help?
Papers archive 2025-07-28
30 shown of 14,327, 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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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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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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Biological Processing Units: Leveraging an Insect Connectome to Pioneer Biofidelic Neural Architectures 15 Jul 2025 · 0 repositories · arXiv:2507.10951
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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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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 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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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
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Tile-Based ViT Inference with Visual-Cluster Priors for Zero-Shot Multi-Species Plant Identification 8 Jul 2025 · 1 repository · arXiv:2507.06093
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AI Generated Text Detection Using Instruction Fine-tuned Large Language and Transformer-Based Models 7 Jul 2025 · 0 repositories · arXiv:2507.05157
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Emergent Semantics Beyond Token Embeddings: Transformer LMs with Frozen Visual Unicode Representations 7 Jul 2025 · 1 repository · arXiv:2507.04886
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Estimating Interventional Distributions with Uncertain Causal Graphs through Meta-Learning 7 Jul 2025 · 0 repositories · arXiv:2507.05526
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SV-DRR: High-Fidelity Novel View X-Ray Synthesis Using Diffusion Model 7 Jul 2025 · 1 repository · arXiv:2507.05148
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DeepGesture: A conversational gesture synthesis system based on emotions and semantics 3 Jul 2025 · 1 repository · arXiv:2507.03147
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Fast and Simplex: 2-Simplicial Attention in Triton 3 Jul 2025 · 0 repositories · arXiv:2507.02754
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AC-DiT: Adaptive Coordination Diffusion Transformer for Mobile Manipulation 2 Jul 2025 · 0 repositories · arXiv:2507.01961
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Latent Chain-of-Thought? Decoding the Depth-Recurrent Transformer 2 Jul 2025 · 1 repository · arXiv:2507.02199Syntology ran 0 of 11 samples · 11 unverified · 11 pointer-only (licence)
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A Unified Transformer-Based Framework with Pretraining For Whole Body Grasping Motion Generation 1 Jul 2025 · 1 repository · arXiv:2507.00676
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Large Language Models Don't Make Sense of Word Problems. A Scoping Review from a Mathematics Education Perspective 30 Jun 2025 · 0 repositories · arXiv:2506.24006
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Mamba-FETrack V2: Revisiting State Space Model for Frame-Event based Visual Object Tracking 30 Jun 2025 · 1 repository · arXiv:2506.23783
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CycleVAR: Repurposing Autoregressive Model for Unsupervised One-Step Image Translation 29 Jun 2025 · 1 repository · arXiv:2506.23347
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Attention to Burstiness: Low-Rank Bilinear Prompt Tuning 28 Jun 2025 · 1 repository · arXiv:2506.22908
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Boosting Generative Adversarial Transferability with Self-supervised Vision Transformer Features 26 Jun 2025 · 1 repository · arXiv:2506.21046
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Chain-of-Thought Enhanced Shallow Transformers for Wireless Symbol Detection 26 Jun 2025 · 0 repositories · arXiv:2506.21093
Tasks archive 2025-07-28
20 shown of 2,170 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 | 1,245 |
| Decoder | 1,065 |
| Language Modeling | 955 |
| Translation | 777 |
| Machine Translation | 739 |
| Semantic Segmentation | 688 |
| Object Detection | 612 |
| Image Classification | 575 |
| object-detection | 553 |
| Question Answering | 514 |
| Retrieval | 460 |
| Sentence | 457 |
| Segmentation | 454 |
| image-classification | 453 |
| Representation Learning | 423 |
| Large Language Model | 409 |
| Object | 379 |
| Time Series | 375 |
| Transfer Learning | 323 |
| Text Generation | 317 |
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