Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-10T21:28:59.201256Z
Paper Citation Record · LEDGER
As of 20 August 2026, this Paper Citation Record lists 100 of 109 outbound references and 0 inbound Pith citation observations for arXiv:2501.04861.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-10T21:28:59.201256Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
100 of 109 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 7f585214-613b-42cc-936c-ab5d71e2d6c9 · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning Autoaugment: Learning augmentation strategies from data,
Reference 1
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Observation 3e00e701-b111-4463-90ed-c8b9ff3b43a8 · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning Randaugment: Practical automated data augmentation with a reduced search space,
Reference 2
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Observation f2163540-784d-47a2-ac73-613e09afdfbd · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning Random erasing data augmentation,
Reference 3
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Observation 14847b17-ea69-4970-9a5f-ce1d9cb0d014 · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning Zero-shot image classification based on deep feature extraction,
Reference 4
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Observation f8f5f3d0-7984-4ba0-889c-6ea372aa5b77 · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning LiT: Zero-shot transfer with locked-image text tuning,
Reference 5
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Unavailable: canonical work link unavailable.
Observation 6cf0e46b-ab53-4633-8e1a-13af5e9123be · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning Open-vocabulary object detection via vision and language knowledge distillation,
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 60e94d64-fb84-4595-885e-f3a8f8e7c35e · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning VoxNet: A 3D convolutional neural network for real-time object recognition,
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 46ca8384-2033-49ef-a6f4-cb2cb0ac6fe9 · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning PIXOR: Real-time 3D object detection from point clouds,
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 41ae8f6a-bae5-4c03-930b-27c9a578b486 · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning Voxel transformer for 3D object detection,
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 96f890a5-52af-4d42-9704-7354f61cb532 · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning NormFace: L2 hypersphere embedding for face verification,
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3b58f4f2-c8fb-4ca4-8a6d-9b999c0300ed · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning CosFace: Large margin cosine loss for deep face recognition,
Reference 11
Source-reported events for the cited work
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Observation ace26a12-b34a-4874-ab0a-55e5d27ca5e5 · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning Deep residual learning for image recognition,
Reference 12
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Observation 7f33b7f6-ea7a-46a3-934e-b06b95f391e8 · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning Wide Residual Networks,
Reference 13
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Observation cfacc6d6-82e0-4df2-9c32-58b5d4ddb656 · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning Inception-v4, inception-resnet and the impact of residual connections on learning,
Reference 14
Source-reported events for the cited work
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Observation a7c62c25-bb52-46a0-9436-36a773371c7e · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks,
Reference 15
Source-reported events for the cited work
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Observation ce185062-5164-4b1f-957d-70e3c01e3584 · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning YOLOv9: Learning What You Want to Learn Using Programmable Gradient Information,
Reference 16
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Observation eb171921-e670-4d78-be7b-8d4bd8ab70c7 · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning Efficientdet: Scalable and efficient object detection,
Reference 17
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Unavailable: canonical work link unavailable.
Observation f5a24867-f01f-49bc-8b43-082517b1475c · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks,
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ebaee878-52bc-4546-a665-888d95666196 · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning Mask R-CNN,
Reference 19
Source-reported events for the cited work
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Observation 139d7590-4abf-434a-a963-45fa346a33cf · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning U-net: Convolutional networks for biomedical image segmentation,
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4e87b046-869c-4ce4-91ea-94336437d86e · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning SAM 2: Segment Anything in Images and Videos,
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9b960f38-3176-4660-b59e-5d3146693340 · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning Do ImageNet classifiers generalize to ImageNet?
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fd874e2f-1441-4036-8fc9-24f60c37534e · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning Robustbench: a standardized adversarial robustness benchmark,
Reference 23
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Observation 95e65abd-a4b8-4fb8-856e-7ec772077bfd · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning Unsolved Problems in ML Safety
Reference 24
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Observation b675814d-8826-4197-8ec4-d298b01b9120 · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning Benchmarking Neural Network Robustness to Common Corruptions and Perturbations,
Reference 25
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Observation b8492d27-9ba8-4d27-be6a-96e07efe4a47 · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning On interaction between augmentations and corruptions in natural corruption robustness,
Reference 26
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Unavailable: canonical work link unavailable.
Observation 1c0b6363-ea54-4bbc-92e1-dcdbd8124de6 · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning On detecting adversarial perturbations,
Reference 27
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Observation 45829b87-abea-43d1-b4db-36c781ceeff8 · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning Network anomaly detection using LSTM based autoencoder,
Reference 28
Source-reported events for the cited work
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Observation 6889efff-09f5-491e-ad70-615ed46341be · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning KeepAugment: A simple information-preserving data augmentation approach,
Reference 29
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Observation 2cb8e9b5-937c-4fc6-b824-972349ff099b · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning Defending against image corruptions through adversarial augmentations,
Reference 30
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Observation 516f0019-e3c4-44a5-a0ce-25fc9b9cfa04 · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning Puzzle mix: Exploiting saliency and local statistics for optimal mixup,
Reference 31
Source-reported events for the cited work
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Observation e43834c8-d1c3-435e-94fe-877d2c75859e · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning Evaluating model robustness and stability to dataset shift,
Reference 32
Source-reported events for the cited work
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Observation c8a352ba-981e-47bd-8151-2e05bcb7c949 · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning A Comprehensive Survey on Data Augmentation,
Reference 33
Source-reported events for the cited work
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Observation d2ea1193-77e1-4084-b162-127cf5265e1e · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning Data augmentation: A comprehensive survey of modern approaches,
Reference 34
Source-reported events for the cited work
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Observation 40cb9547-0f18-4cd3-995c-e0fd61ae6ef4 · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning Fast AutoAugment,
Reference 35
Source-reported events for the cited work
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Observation 1e86c2cb-bbf4-4185-a656-055b3b17d978 · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning AutoAugment: Learning augmentation strategies from data,
Reference 36
Source-reported events for the cited work
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Observation 3c6f2f52-331f-4437-8e05-1c1dbac58243 · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning mixup: Beyond empirical risk minimization,
Reference 37
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Observation 69d73f09-ffce-45e6-abbc-215496a8e927 · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning RICAP: Random image cropping and patching data augmentation for deep cnns,
Reference 38
Source-reported events for the cited work
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Observation 0578b846-2eb5-44d7-921c-0caf8ff6d3c1 · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning Co-mixup: Saliency guided joint mixup with supermodular diversity,
Reference 39
Source-reported events for the cited work
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Observation 49d8d504-a53a-4220-9a14-f675e351279f · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning PixMix: Dreamlike Pictures Comprehensively Improve Safety Measures,
Reference 40
Source-reported events for the cited work
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Observation 1b7c2c9e-07f0-47ab-93ea-e400d262f1e1 · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning IPMix: Label-preserving data augmentation method for training robust classifiers,
Reference 41
Source-reported events for the cited work
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Observation e9e1b984-c0ac-44d9-a7b0-a3017109ee08 · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning DiffuseMix: Label-Preserving Data Augmentation with Diffusion Models,
Reference 42
Source-reported events for the cited work
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Observation 178f5387-09c9-44a5-a7d4-4bd5a49432b1 · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning GenMix: Effective Data Augmentation with Generative Diffusion Model Image Editing,
Reference 43
Source-reported events for the cited work
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Observation 5d018fa6-bba4-4f8d-8ba3-2830df03eaa7 · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning Measures of complexity: A nonexhaustive list,
Reference 44
Source-reported events for the cited work
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Observation 719afec8-5bd8-496e-a8a3-05bc1e051928 · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning Pre-training without natural images,
Reference 45
Source-reported events for the cited work
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Observation 303b3812-1fa1-4324-b0df-a152a5dc9568 · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning Can Vision Transformers Learn without Natural Images?
Reference 46
Source-reported events for the cited work
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Observation f517cb93-f5a4-41c0-91f3-621c3b6bdc93 · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning MixUp as Locally Linear Out-of-Manifold Regularization,
Reference 47
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Observation c5de454b-7c04-4250-9f78-7a4e582d9e88 · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning Local Mixup: Interpolation of closest input signals to prevent manifold intrusion,
Reference 48
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Observation 1360197f-ee64-4d02-a04b-d7ff3af39d25 · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning Natural adversarial examples,
Reference 49
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Observation 20720209-b9b7-47ae-925d-0d5ae2f5939e · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning The many faces of robustness: A critical analysis of out-of-distribution generalization,
Reference 50
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Observation 7b1481e7-bcae-4164-a721-b272b9f15638 · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning Gradient-based learning applied to document recognition,
Reference 51
Source-reported events for the cited work
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Observation ec85b4ad-bb41-4814-a2a8-7062dbfaa5fe · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning Imagenet classification with deep convolutional neural networks,
Reference 52
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Observation 7905d28f-641e-405b-a0d8-f393e08b2715 · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning Attention is all you need,
Reference 53
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Observation 4bf157b8-5199-43ea-b385-14d2851a90c2 · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale,
Reference 54
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Observation 8360737d-9101-4732-b02a-2c7a90b0813e · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning Swin transformer: Hierarchical vision transformer using shifted windows,
Reference 55
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Observation 82280aac-e457-4b1c-9335-4f1a8f8335b2 · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning Denoising diffusion probabilistic models,
Reference 56
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Observation 051db949-f9c5-49b6-a871-f0908c98c885 · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning Deep unsupervised learning using nonequilibrium thermodynamics,
Reference 57
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Observation 62f5545a-2cce-4b33-92a0-4f58b0279d6f · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning Deep double descent: Where bigger models and more data hurt,
Reference 58
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Observation 1438259c-509f-48c9-bd28-9f07a57aa258 · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning Affinity and Diversity: Quantifying Mechanisms of Data Augmentation
Reference 59
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Observation 30814669-261b-446d-87ee-664bf83a90a7 · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning Investigating the effectiveness of data augmentation from similarity and diversity: An empirical study,
Reference 60
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Observation 73d4919c-d6a0-494b-80c8-1666ab61a3dd · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning Manifold mixup: Better representations by interpolating hidden states,
Reference 61
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Observation 993eafdb-2ccd-42c3-8f44-d1a7e340aa5b · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning Vicinal risk minimization,
Reference 62
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Observation 7d7fa28f-00f6-4e3f-a2c1-bd29976c7428 · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty,
Reference 63
Source-reported events for the cited work
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Observation 56aba428-dad3-475d-8458-14f5883208ce · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning Adversarial attacks on medical machine learning,
Reference 64
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Observation d7deb929-9526-41db-a81e-a979b0d0baee · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning SoK: Security and privacy in machine learning,
Reference 65
Source-reported events for the cited work
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Observation 9f832963-6d3f-4b95-9c59-e4ac62b0eb6f · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning Applying network analysis to explore the global scientific literature on food security,
Reference 66
Source-reported events for the cited work
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Observation 51c9a919-b974-4c80-ba65-d73ec9bfbd94 · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning EMMA: End-to-End Multimodal Model for Autonomous Driving,
Reference 67
Source-reported events for the cited work
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Observation 59bde89f-cd0b-412f-82d9-8e5b6b81a245 · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning Improving Agent Behaviors with RL Fine-Tuning for Autonomous Driving,
Reference 68
Source-reported events for the cited work
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Observation 44a89562-79ed-431e-bee5-a0d0c0db7129 · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning Language is not all you need: Aligning perception with language models,
Reference 69
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Observation e26fd346-6f6c-428e-8741-76ee94a57272 · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning Hugginggpt: Solving ai tasks with chatgpt and its friends in hugging face,
Reference 70
Source-reported events for the cited work
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Observation cbfb8e0d-1d80-4bca-9230-d24efbd455ee · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning GPT-4 Technical Report
Reference 71
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Observation 9399bc4c-ac6e-45b1-86a1-3a4ee2af1dcd · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning LLaMA: Open and Efficient Foundation Language Models,
Reference 72
Source-reported events for the cited work
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Observation 7d4f4955-5c94-4567-81c4-e8e3563770f1 · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning Imagenet: A large-scale hierarchical image database,
Reference 73
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Observation 538ecfd7-58b6-44f7-99cc-e8a9c4acf028 · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning Boosting adversarial attacks with momentum,
Reference 74
Source-reported events for the cited work
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Observation 1916dd8a-1b32-47d4-a045-6416dcf41aa8 · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning Feature denoising for improving adversarial robustness,
Reference 75
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Observation 62fd9643-15cd-4c2c-959b-09cef31600c8 · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning Adversarial examples improve image recognition,
Reference 76
Source-reported events for the cited work
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Observation f9746c47-acdc-4765-88aa-007d1cde516a · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning Visda-2021 competition: Universal domain adaptation to improve performance on out-of-distribution data,
Reference 77
Source-reported events for the cited work
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Observation c4be2290-6675-4bfb-ab7f-7ebdd58519c3 · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning A unifying review of deep and shallow anomaly detection,
Reference 78
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Observation 09493bec-53fb-486d-9d1c-2fc6b258e95a · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning A fourier perspective on model robustness in computer vision,
Reference 79
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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation cf9a4ca1-183d-4a1e-87e8-cb71bf6e97d9 · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning Distributionally robust neural networks,
Reference 80
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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 6d5503a9-e975-4367-8721-1490355d4b8f · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning Wilds: A benchmark of in-the-wild distribution shifts,
Reference 81
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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 26e82a06-c5d5-4b04-86d7-6a3ce1d38740 · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning Imagenet-trained CNNs are biased towards texture; increasing shape bias improves accuracy and robustness
Reference 82
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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation a5c724e5-ad83-40b7-bec2-74828c34bbe4 · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning On calibration of modern neural networks,
Reference 83
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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation e51d52e7-3463-4165-9205-1d6f4661e0fa · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning Accurate uncertainties for deep learning using calibrated regression,
Reference 84
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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation e3323120-e6e0-40b9-93d9-480f68360bba · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning Can you trust your model's uncertainty? evaluating predictive uncertainty under dataset shift,
Reference 85
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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation c3607068-4104-41a3-a8fa-a8ab02c7d0df · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning Improving fractal pre-training,
Reference 86
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation a502ce82-8fdc-404e-a422-7644916fa831 · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning Learning multiple layers of features from tiny images,
Reference 87
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Observation b857deed-b0bf-4387-89ee-837d1afefc96 · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning Imagenet large scale visual recognition challenge,
Reference 88
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 9410d095-88e6-452b-b22d-9c4624113b0f · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning Some terminology and notation in information theory,
Reference 89
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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 60d9db40-38d4-4bb7-b86e-8dedf547e334 · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning CutMix: Regularization strategy to train strong classifiers with localizable features,
Reference 90
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation d03d791c-d8e9-426e-a9cf-618c80be9b20 · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning Towards deep learning models resistant to adversarial attacks,
Reference 91
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 1f1017eb-1903-4232-b6c1-96ab1b38c322 · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning Deep anomaly detection with outlier exposure,
Reference 92
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 31b067db-4281-4b08-a8d3-aeba85d20811 · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning Posterior calibration and exploratory analysis for natural language processing models,
Reference 93
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 4501a789-5196-4cbb-85ec-2315794dcf71 · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning SGDR: Stochastic gradient descent with warm restarts,
Reference 94
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 40bd96f2-8c15-48e8-9d42-0a9af8aa3f5d · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning Aggregated residual transformations for deep neural networks,
Reference 95
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 92c25b56-e700-4a66-941b-9a634b5b1fa2 · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning Tiny imagenet visual recognition challenge,
Reference 96
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Observation b7de091a-4501-41d8-8f34-c3d613a6bba9 · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning Grad-cam: Visual explanations from deep networks via gradient-based localization,
Reference 97
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 6a6a96e4-d16a-4f9b-a0eb-4f6595bb76b2 · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning Adversarial autoaugment,
Reference 98
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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation e3a38331-bb15-4769-bbac-456e38debe41 · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning TrivialAugment: Tuning-free yet state-of-the-art data augmentation,
Reference 99
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 250f6bde-18b1-4c5c-9aa4-dbbb24fae752 · outbound
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep Learning Improved image augmentation for convolutional neural networks by copyout and copypairing,
Reference 100
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
No inbound Pith citation observations are available.