Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
Paper Citation Record · LEDGER
AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty
As of 23 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 59 inbound Pith citation observations for arXiv:1912.02781.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-16T12:09:53.105230Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z
Reference resolution
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External citation measurements
567
arxiv_reference, observed 2026-08-05T02:28:24.338817Z
Outbound references
No outbound reference observations are available for this paper version.
Pith citing papers
Observation 2059835e-b2da-4721-8deb-d2ec6a12e5a7 · inbound
ResidualDroppath: Enhancing Feature Reuse over Residual Connections cites this paper.
ResidualDroppath: Enhancing Feature Reuse over Residual Connections AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty
Reference 43
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Source-reported events for the cited work
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Observation 42986a0f-b4ac-4d44-9630-705482017643 · inbound
Deep evolving semi-supervised anomaly detection cites this paper.
Deep evolving semi-supervised anomaly detection AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty
Reference 49
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Source-reported events for the cited work
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Observation 897755ec-2d21-4d6c-80e2-765c7b306de5 · inbound
Pretrained Reversible Generation as Unsupervised Visual Representation Learning cites this paper.
Pretrained Reversible Generation as Unsupervised Visual Representation Learning AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty
Reference 25
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Source-reported events for the cited work
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Observation 82f3d42f-0718-4d81-8ab8-6b1bff1cc76c · inbound
Revisiting Energy-Based Model for Out-of-Distribution Detection cites this paper.
Revisiting Energy-Based Model for Out-of-Distribution Detection AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty
Reference 63
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Source-reported events for the cited work
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Observation f94a5e21-d4f8-49c3-9e7f-f309637fb4b7 · inbound
PhysAug: A Physical-guided and Frequency-based Data Augmentation for Single-Domain Generalized Object Detection cites this paper.
PhysAug: A Physical-guided and Frequency-based Data Augmentation for Single-Domain Generalized Object Detection AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty
Reference 8
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Source-reported events for the cited work
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Observation 53135e37-dd52-4b2c-a013-cfe88b8a6376 · inbound
Object Style Diffusion for Generalized Object Detection in Urban Scene cites this paper.
Object Style Diffusion for Generalized Object Detection in Urban Scene AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty
Reference 11
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0e621f61-5572-450b-b61f-842b26d1856d · inbound
Fed-AugMix: Balancing Privacy and Utility via Data Augmentation cites this paper.
Fed-AugMix: Balancing Privacy and Utility via Data Augmentation AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty
Reference 25
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Source-reported events for the cited work
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Observation b87d9a15-788c-4a66-ae49-f487a072b565 · inbound
RESQUE: Quantifying Estimator to Task and Distribution Shift for Sustainable Model Reusability cites this paper.
RESQUE: Quantifying Estimator to Task and Distribution Shift for Sustainable Model Reusability AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty
Reference 26
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 83237c15-c045-48f9-81c9-f989d70b00b5 · inbound
Leaf diseases detection using deep learning methods cites this paper.
Leaf diseases detection using deep learning methods AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty
Reference 1388
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c443654d-4a45-421c-a32e-961a7d8f1c0b · inbound
DGSSA: Domain generalization with structural and stylistic augmentation for retinal vessel segmentation cites this paper.
DGSSA: Domain generalization with structural and stylistic augmentation for retinal vessel segmentation AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty
Reference 34
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9d0e42de-8f18-494a-b6b6-d2d0297c2efd · inbound
An Analysis of Model Robustness across Concurrent Distribution Shifts cites this paper.
An Analysis of Model Robustness across Concurrent Distribution Shifts AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty
Reference 9
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 50ed4411-351c-436b-85f5-01938af3e6ed · inbound
Self-supervised Transformation Learning for Equivariant Representations cites this paper.
Self-supervised Transformation Learning for Equivariant Representations AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty
Reference 23
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 820a7a5f-4209-4530-9adf-087818f3aa1f · inbound
FAAGC: Feature Augmentation on Adaptive Geodesic Curve Based on the shape space theory cites this paper.
FAAGC: Feature Augmentation on Adaptive Geodesic Curve Based on the shape space theory AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty
Reference 13
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5de3d41a-a117-4bd3-85e4-93a593f2db3b · inbound
Generative Data Mining with Longtail-Guided Diffusion cites this paper.
Generative Data Mining with Longtail-Guided Diffusion AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty
Reference 31
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2a057cd4-12c4-4d60-ad63-ee3637467366 · inbound
Adaptive Camera Sensor for Vision Models cites this paper.
Adaptive Camera Sensor for Vision Models AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty
Reference 5
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Source-reported events for the cited work
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Observation 6259f4b1-a9ae-4dcf-95a0-7d90e7142cf3 · inbound
Monitor and Recover: A Paradigm for Future Research on Distribution Shift in Learning-Enabled Cyber-Physical Systems cites this paper.
Monitor and Recover: A Paradigm for Future Research on Distribution Shift in Learning-Enabled Cyber-Physical Systems AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty
Reference 7
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e313f205-d696-4c76-bbf7-9dc6d85c1b00 · inbound
Evaluating Uncertainty in Deep Gaussian Processes cites this paper.
Evaluating Uncertainty in Deep Gaussian Processes AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty
Reference 11
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dfef7d2a-6310-4b8c-95da-fecccb59540c · inbound
MediAug: Exploring Visual Augmentation in Medical Imaging cites this paper.
MediAug: Exploring Visual Augmentation in Medical Imaging AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty
Reference 38
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7499a831-61dd-41cc-903c-118783135ed9 · inbound
Boosting Single-domain Generalized Object Detection via Vision-Language Knowledge Interaction cites this paper.
Boosting Single-domain Generalized Object Detection via Vision-Language Knowledge Interaction AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty
Reference 14
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7ceb5b0d-a69f-45a1-a92b-53582f9c38bf · inbound
A Pain Assessment Framework based on multimodal data and Deep Machine Learning methods cites this paper.
A Pain Assessment Framework based on multimodal data and Deep Machine Learning methods AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty
Reference 281
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 91989d02-d813-43af-afc2-591753199e3c · inbound
MER-CLIP: AU-Guided Vision-Language Alignment for Micro-Expression Recognition cites this paper.
MER-CLIP: AU-Guided Vision-Language Alignment for Micro-Expression Recognition AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty
Reference 47
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7cdb3418-d073-4c55-b0b0-0115af80a8ac · inbound
Spatial RoboGrasp: Generalized Robotic Grasping Control Policy cites this paper.
Spatial RoboGrasp: Generalized Robotic Grasping Control Policy AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty
Reference 12
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c74dbb72-a8f6-469c-929c-300fd1112d7c · inbound
Domain Adaptation for Image Classification of Defects in Semiconductor Manufacturing cites this paper.
Domain Adaptation for Image Classification of Defects in Semiconductor Manufacturing AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty
Reference 17
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8afb8819-83e7-42de-9b6c-e284533f86bd · inbound
Robust Training with Data Augmentation for Medical Imaging Classification cites this paper.
Robust Training with Data Augmentation for Medical Imaging Classification AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty
Reference 10
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d096ea3d-b858-488d-b612-d5cf5bffc5cb · inbound
DRO-Augment Framework: Robustness by Synergizing Wasserstein Distributionally Robust Optimization and Data Augmentation cites this paper.
DRO-Augment Framework: Robustness by Synergizing Wasserstein Distributionally Robust Optimization and Data Augmentation AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty
Reference 21
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Source-reported events for the cited work
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Puzzles: Unbounded Video-Depth Augmentation for Scalable End-to-End 3D Reconstruction cites this paper.
Puzzles: Unbounded Video-Depth Augmentation for Scalable End-to-End 3D Reconstruction AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty
Reference 29
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Source-reported events for the cited work
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MUG: Pseudo Labeling Augmented Audio-Visual Mamba Network for Audio-Visual Video Parsing cites this paper.
MUG: Pseudo Labeling Augmented Audio-Visual Mamba Network for Audio-Visual Video Parsing AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty
Reference 19
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Source-reported events for the cited work
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Adversarial Data Augmentation for Single Domain Generalization via Lyapunov Exponent-Guided Optimization AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty
Reference 12
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Synthesizing Near-Boundary OOD Samples for Out-of-Distribution Detection cites this paper.
Synthesizing Near-Boundary OOD Samples for Out-of-Distribution Detection AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty
Reference 51
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Adversarial Training Improves Generalization Under Distribution Shifts in Bioacoustics AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty
Reference 26
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Knowledge Regularized Negative Feature Tuning of Vision-Language Models for Out-of-Distribution Detection cites this paper.
Knowledge Regularized Negative Feature Tuning of Vision-Language Models for Out-of-Distribution Detection AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty
Reference 23
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Handling Out-of-Distribution Data: A Survey cites this paper.
Handling Out-of-Distribution Data: A Survey AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty
Reference 78
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Frequency Prior Guided Matching: A Data Augmentation Approach for Generalizable Semi-Supervised Polyp Segmentation cites this paper.
Frequency Prior Guided Matching: A Data Augmentation Approach for Generalizable Semi-Supervised Polyp Segmentation AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty
Reference 41
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DoorDet: Semi-Automated Multi-Class Door Detection Dataset via Object Detection and Large Language Models AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty
Reference 24
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PQ-DAF: Pose-driven Quality-controlled Data Augmentation for Data-scarce Driver Distraction Detection AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty
Reference 41
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Enhancing Zero-Shot Pedestrian Attribute Recognition with Synthetic Data Generation: A Comparative Study with Image-To-Image Diffusion Models cites this paper.
Enhancing Zero-Shot Pedestrian Attribute Recognition with Synthetic Data Generation: A Comparative Study with Image-To-Image Diffusion Models AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty
Reference 35
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Data-Augmented Quantization-Aware Knowledge Distillation AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty
Reference 9
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On the Reliability of Cue Conflict and Beyond AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty
Reference 35
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Towards Domain-Generalized Open-Vocabulary Object Detection: A Progressive Domain-invariant Cross-modal Alignment Method cites this paper.
Towards Domain-Generalized Open-Vocabulary Object Detection: A Progressive Domain-invariant Cross-modal Alignment Method AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty
Reference 17
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A Patch-based Cross-view Regularized Framework for Backdoor Defense in Multimodal Large Language Models AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty
Reference 70
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WRF4CIR: Weight-Regularized Fine-Tuning Network for Composed Image Retrieval AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty
Reference 23
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Observation 89fa245f-96d4-46f2-8113-346527f8e9b4 · inbound
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Improving Facial Emotion Recognition through Dataset Merging and Balanced Training Strategies AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty
Reference 35
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Observation 5429cdc4-228d-4d32-97f3-799b0074f5df · inbound
Agentic AIs Are the Missing Paradigm for Out-of-Distribution Generalization in Foundation Models cites this paper.
Agentic AIs Are the Missing Paradigm for Out-of-Distribution Generalization in Foundation Models AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty
Reference 21
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Observation 094fcabd-a833-41f9-9b02-6f6e44d8ed5d · inbound
Medical Model Synthesis Architectures: A Case Study cites this paper.
Medical Model Synthesis Architectures: A Case Study AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty
Reference 215
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Source-reported events for the cited work
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Observation fa1cf818-1870-4d34-908d-cec1c9e43e08 · inbound
TINS: Test-time ID-prototype-separated Negative Semantics Learning for OOD Detection cites this paper.
TINS: Test-time ID-prototype-separated Negative Semantics Learning for OOD Detection AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty
Reference 20
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 88bec5a6-36b2-46b0-a1b7-25eedd3f3862 · inbound
A Composite Activation Function for Learning Stable Binary Representations cites this paper.
A Composite Activation Function for Learning Stable Binary Representations AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty
Reference 23
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 96b20a14-67de-4d7b-972e-fdf4d63601f7 · inbound
FDDet: Achieving Data-Efficient Food Defect Detection Under Real-World Scenarios cites this paper.
FDDet: Achieving Data-Efficient Food Defect Detection Under Real-World Scenarios AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty
Reference 20
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Source-reported events for the cited work
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Observation 3bad19bb-7cdc-4362-a165-16367e15ddb1 · inbound
Dual Feature Decoupling for Fine-Grained OOD Detection cites this paper.
Dual Feature Decoupling for Fine-Grained OOD Detection AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty
Reference 24
- Resolution
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- arxiv_id, observed 2026-07-02T11:46:55.190983Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation f1de0efd-68c5-4b7e-9ac6-550d3d19ae3a · inbound
ReSAGE-PAR: Representational Similarity Assessment for Generative Expansion in Pedestrian Attribute Recognition cites this paper.
ReSAGE-PAR: Representational Similarity Assessment for Generative Expansion in Pedestrian Attribute Recognition AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty
Reference 54
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation c068af2d-31ea-4030-b4a5-d99b978d1e0a · inbound
ReSAGE-PAR: Representational Similarity Assessment for Generative Expansion in Pedestrian Attribute Recognition cites this paper.
ReSAGE-PAR: Representational Similarity Assessment for Generative Expansion in Pedestrian Attribute Recognition AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty
Reference 54
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 82cb144b-1d00-4361-a64c-93bd3a147df0 · inbound
Learning from almost nothing: How neural networks survive heavy input corruption cites this paper.
Learning from almost nothing: How neural networks survive heavy input corruption AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty
Reference 20
- Resolution
- verified exact
- arxiv_id, observed 2026-07-03T04:17:36.686572Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation ed0ed830-cb2d-4ee9-b800-22d720f53cad · inbound
Radial Basis Function Networks as Projection Heads in Self-Supervised Learning cites this paper.
Radial Basis Function Networks as Projection Heads in Self-Supervised Learning AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty
Reference 24
- Resolution
- verified exact
- arxiv_id, observed 2026-06-26T14:59:31.881071Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 40a12567-4917-4a9c-b0b8-1fc2ee556b34 · inbound
Adversarial Domain Prompt Tuning and Generation for Single Domain Generalization cites this paper.
Adversarial Domain Prompt Tuning and Generation for Single Domain Generalization AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty
Reference 25
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-07-04T06:39:38.007842Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation e2f8dd9e-ddcb-4dcd-a144-829d3af76dab · inbound
Interleaved Noise Injection Improves Clean, Corrupted, and OOD Performance cites this paper.
Interleaved Noise Injection Improves Clean, Corrupted, and OOD Performance AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty
Reference 9
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T02:05:04.359473Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 572eb5a5-c716-4efc-9540-cc0efa8c2b75 · inbound
Efficient Difficulty-Aware Dynamic Routing for Diffusion-Based Real-World Image Super-Resolution cites this paper.
Efficient Difficulty-Aware Dynamic Routing for Diffusion-Based Real-World Image Super-Resolution AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty
Reference 157
- Resolution
- unresolved
- no resolver link, observed 2026-08-01T22:34:47.611403Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9c24011c-9e01-4a81-8f16-e640e7462018 · inbound
A Unified Tokenization Framework for Pain Recognition using Heterogeneous 3D Modalities cites this paper.
A Unified Tokenization Framework for Pain Recognition using Heterogeneous 3D Modalities AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty
Reference 28
- Resolution
- unresolved
- no resolver link, observed 2026-08-01T11:58:56.607236Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b0cddaa6-02b5-467e-ae30-9dd4dd494e51 · inbound
ReFace: Reorganizing Facial Spatiotemporal Representations for Improved Pain Assessment cites this paper.
ReFace: Reorganizing Facial Spatiotemporal Representations for Improved Pain Assessment AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty
Reference 43
- Resolution
- unresolved
- no resolver link, observed 2026-08-01T11:57:00.462688Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1ce181ec-0e47-48e7-9dab-25435d75eb58 · inbound
Respect Your Zero-Shot Uncertainty: Conservative Calibration for Test-Time-Adapted Vision-Language Models cites this paper.
Respect Your Zero-Shot Uncertainty: Conservative Calibration for Test-Time-Adapted Vision-Language Models AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty
Reference 42
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T20:37:46.387517Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4f73fcf1-de58-4f8f-81ec-64a296b2d57a · inbound
Suppress and Diversify: Refining Robust Pathways for Corruption Robustness cites this paper.
Suppress and Diversify: Refining Robust Pathways for Corruption Robustness AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty
Reference 6
- Resolution
- unresolved
- no resolver link, observed 2026-08-10T22:05:09.695134Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.