Paper Citation Record · LEDGER

AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty

As of 7 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 34 inbound Pith citation observations for arXiv:1912.02781.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
1912.02781 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 34 of 34 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 34 of 34 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T20:37:46.387517Z

measured 1 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

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 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

Resolution: verified exact; arxiv_id, observed 2026-05-23T02:17:24.469877Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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

Resolution: unresolved; no resolver link, observed 2026-08-07T13:53:41.796045Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 990796c3-defc-4e0a-9a40-861d72765790 · inbound

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

Resolution: unresolved; no resolver link, observed 2026-08-06T21:34:04.488020Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 27fe4404-ecc1-4c00-ae4b-1174922e344c · inbound

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

Resolution: unresolved; no resolver link, observed 2026-08-06T20:58:03.569426Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c396c754-6210-47db-99a5-a55d3bb11c98 · inbound

Adversarial Data Augmentation for Single Domain Generalization via Lyapunov Exponent-Guided Optimization cites this paper.

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

Resolution: unresolved; no resolver link, observed 2026-08-06T19:56:07.077598Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e3096930-bd40-4443-bb5a-ca48fcd65424 · inbound

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

Resolution: unresolved; no resolver link, observed 2026-08-06T17:42:56.359563Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6d33363c-4734-4800-a1cb-a40cf062769b · inbound

Adversarial Training Improves Generalization Under Distribution Shifts in Bioacoustics cites this paper.

Adversarial Training Improves Generalization Under Distribution Shifts in Bioacoustics AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-06T16:24:09.649177Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3b5f176c-b17a-4ab5-a75d-e79606842305 · inbound

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

Resolution: unresolved; no resolver link, observed 2026-08-06T14:05:44.329443Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3b74f9d6-48fe-4e9c-a51b-caba08d7caf6 · inbound

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

Resolution: unresolved; no resolver link, observed 2026-08-06T11:22:13.162458Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation acc362f0-ad71-4334-97b8-1503a029767e · inbound

DoorDet: Semi-Automated Multi-Class Door Detection Dataset via Object Detection and Large Language Models cites this paper.

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

Resolution: unresolved; no resolver link, observed 2026-08-05T22:02:24.044045Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 806a7abf-b288-4139-934a-af527bde40aa · inbound

PQ-DAF: Pose-driven Quality-controlled Data Augmentation for Data-scarce Driver Distraction Detection cites this paper.

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

Resolution: unresolved; no resolver link, observed 2026-08-05T20:32:35.507337Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1b631833-5a45-48e9-980e-a96993f2cd91 · inbound

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

Resolution: unresolved; no resolver link, observed 2026-08-05T11:53:05.541238Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7c94671e-87de-4cbd-8770-ecf42fb2f14b · inbound

Data-Augmented Quantization-Aware Knowledge Distillation cites this paper.

Data-Augmented Quantization-Aware Knowledge Distillation AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-05T10:41:54.419626Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5d6c03b0-9e85-4745-9196-73e0953a79a8 · inbound

On the Reliability of Cue Conflict and Beyond cites this paper.

On the Reliability of Cue Conflict and Beyond AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty

Reference 35

Resolution: unresolved; no resolver link, observed 2026-07-14T23:18:41.655337Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8fc7ccae-e8f7-4410-b2ef-2815bdfec6c6 · inbound

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

Resolution: unresolved; no resolver link, observed 2026-08-02T17:14:57.413777Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0bedbd4c-7431-4b58-b3d7-e86d0216f8e5 · inbound

A Patch-based Cross-view Regularized Framework for Backdoor Defense in Multimodal Large Language Models cites this paper.

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

Resolution: metadata mismatch; arxiv_id, observed 2026-05-10T22:05:49.261392Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 3a6b1ca4-3e8d-4d48-b8a4-08529a64f9b3 · inbound

WRF4CIR: Weight-Regularized Fine-Tuning Network for Composed Image Retrieval cites this paper.

WRF4CIR: Weight-Regularized Fine-Tuning Network for Composed Image Retrieval AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty

Reference 23

Resolution: verified exact; arxiv_id, observed 2026-05-10T22:50:50.040544Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 89fa245f-96d4-46f2-8113-346527f8e9b4 · inbound

Improving Facial Emotion Recognition through Dataset Merging and Balanced Training Strategies cites this paper.

Improving Facial Emotion Recognition through Dataset Merging and Balanced Training Strategies AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty

Reference 35

Resolution: verified exact; arxiv_id, observed 2026-05-11T13:51:02.830264Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T19:16:07.060443Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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

Resolution: metadata mismatch; arxiv_id, observed 2026-05-12T03:31:18.945005Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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

Resolution: metadata mismatch; arxiv_id, observed 2026-05-12T06:41:43.583795Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+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

Resolution: metadata mismatch; arxiv_id, observed 2026-05-13T02:07:08.017690Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+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

Resolution: metadata mismatch; arxiv_id, observed 2026-06-30T13:54:44.060639Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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: metadata mismatch; 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 2026-08-07T06:34:17.273281+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

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T12:06:56.253292Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+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

Resolution: unresolved; no resolver link, observed 2026-08-02T12:24:28.602143Z

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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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.