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Paper Citation Record · LEDGER

Physics-Informed Machine Learning with Adaptive Grids for Optical Microrobot Depth Estimation

As of 8 August 2026, this Paper Citation Record lists 32 of 32 outbound references and 0 inbound Pith citation observations for arXiv:2509.02343.

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

pith.paper-citation-record.v1
2509.02343 v1

Coverage vector

measured 32 of 32 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T11:39:13.688045Z

measured 32 of 32 standing notices

One-hop event checks from named stored sources.

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measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

32 of 32 outbound references displayed

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External citation measurements

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Outbound references

Observation 0a4204ef-b03b-4d2a-8849-842dca9cbfba · outbound

This paper cites Advanced medical micro-robotics for early diagnosis and therapeutic interventions,.

Physics-Informed Machine Learning with Adaptive Grids for Optical Microrobot Depth Estimation Advanced medical micro-robotics for early diagnosis and therapeutic interventions,

Reference 1

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Observation 9cf925c0-7c26-4506-be53-1cd27c79e9bf · outbound

This paper cites Fast and globally convergent pose estimation from video images,.

Physics-Informed Machine Learning with Adaptive Grids for Optical Microrobot Depth Estimation Fast and globally convergent pose estimation from video images,

Reference 2

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Observation eb9efdd1-f7b9-4be8-801f-8aa6a3d62390 · outbound

This paper cites Magnetic microrobots for in vivo cargo delivery: A review,.

Physics-Informed Machine Learning with Adaptive Grids for Optical Microrobot Depth Estimation Magnetic microrobots for in vivo cargo delivery: A review,

Reference 3

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Observation cb9fd9dd-ffea-4916-955a-eb8aa6e2b69b · outbound

This paper cites Fabrication and optical manipulation of micro-robots for biomedical applications,.

Physics-Informed Machine Learning with Adaptive Grids for Optical Microrobot Depth Estimation Fabrication and optical manipulation of micro-robots for biomedical applications,

Reference 4

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Observation 68ef3b51-cb17-43ac-a544-51e1e2a8cb11 · outbound

This paper cites 3d printing of functional microrobots,.

Physics-Informed Machine Learning with Adaptive Grids for Optical Microrobot Depth Estimation 3d printing of functional microrobots,

Reference 5

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Observation 14720b31-6f62-4681-8a9e-9f061509f03f · outbound

This paper cites Magni-dome: An open platform for high- resolution light-based and magnetic contactless fabrication of active microstructures,.

Physics-Informed Machine Learning with Adaptive Grids for Optical Microrobot Depth Estimation Magni-dome: An open platform for high- resolution light-based and magnetic contactless fabrication of active microstructures,

Reference 6

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Observation 14a9ee23-981e-4b63-bc15-7ce9dc82190d · outbound

This paper cites Indirect pushing based automated micromanipulation of bi- ological cells using optical tweezers,.

Physics-Informed Machine Learning with Adaptive Grids for Optical Microrobot Depth Estimation Indirect pushing based automated micromanipulation of bi- ological cells using optical tweezers,

Reference 7

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Source-reported events for the cited work

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Observation 834e6b24-511f-43c6-a030-248f06c6dc50 · outbound

This paper cites Stereoscopic images in confocal (tandem scanning) mi- croscopy,.

Physics-Informed Machine Learning with Adaptive Grids for Optical Microrobot Depth Estimation Stereoscopic images in confocal (tandem scanning) mi- croscopy,

Reference 8

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Source-reported events for the cited work

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Observation 6fdd3e60-02a2-4e36-b0af-6fd4d706e1f6 · outbound

This paper cites Deep optics for monocular depth es- timation and 3d object detection,.

Physics-Informed Machine Learning with Adaptive Grids for Optical Microrobot Depth Estimation Deep optics for monocular depth es- timation and 3d object detection,

Reference 9

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Source-reported events for the cited work

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Observation bba5618a-d63e-4dd3-a9d6-88d2694e39d5 · outbound

This paper cites Distributed force control for microrobot manipulation via planar multi-spot optical tweezer,.

Physics-Informed Machine Learning with Adaptive Grids for Optical Microrobot Depth Estimation Distributed force control for microrobot manipulation via planar multi-spot optical tweezer,

Reference 10

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Observation e919c347-9cf0-443a-ba62-4ebdb7cedf63 · outbound

This paper cites Image-guided nanopositioning scheme for sem,.

Physics-Informed Machine Learning with Adaptive Grids for Optical Microrobot Depth Estimation Image-guided nanopositioning scheme for sem,

Reference 11

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Source-reported events for the cited work

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Observation 06befe68-77ba-4ff2-bec4-1e37e38f8f9e · outbound

This paper cites Full 3d rotation estima- tion in scanning electron microscope,.

Physics-Informed Machine Learning with Adaptive Grids for Optical Microrobot Depth Estimation Full 3d rotation estima- tion in scanning electron microscope,

Reference 12

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Source-reported events for the cited work

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Observation 3e3f9200-3cec-4875-bd6d-704d713f7fca · outbound

This paper cites Visual servoing- based depth-estimation technique for manipulation inside sem,.

Physics-Informed Machine Learning with Adaptive Grids for Optical Microrobot Depth Estimation Visual servoing- based depth-estimation technique for manipulation inside sem,

Reference 13

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Source-reported events for the cited work

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Observation ab0c0fb6-f0ab-44ca-a5a6-428cfbef5a48 · outbound

This paper cites Depth estimation of optically transparent laser-driven microrobots,.

Physics-Informed Machine Learning with Adaptive Grids for Optical Microrobot Depth Estimation Depth estimation of optically transparent laser-driven microrobots,

Reference 14

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verified fuzzy
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Source-reported events for the cited work

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Observation 4b6081b3-4bcf-44b2-9133-18ca89d2ea70 · outbound

This paper cites Three-dimensional pose estimation of optically transparent microrobots,.

Physics-Informed Machine Learning with Adaptive Grids for Optical Microrobot Depth Estimation Three-dimensional pose estimation of optically transparent microrobots,

Reference 15

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verified fuzzy
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Source-reported events for the cited work

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Observation ce142681-f9f9-4cf7-8bfa-9a4208a5c517 · outbound

This paper cites Data-driven microscopic pose and depth estimation for optical microrobot manipulation,.

Physics-Informed Machine Learning with Adaptive Grids for Optical Microrobot Depth Estimation Data-driven microscopic pose and depth estimation for optical microrobot manipulation,

Reference 16

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Source-reported events for the cited work

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Observation 24532ad8-93ef-4232-b1f0-797aafd9aad8 · outbound

This paper cites Physics- informed machine learning for reliability and systems safety appli- cations: State of the art and challenges,.

Physics-Informed Machine Learning with Adaptive Grids for Optical Microrobot Depth Estimation Physics- informed machine learning for reliability and systems safety appli- cations: State of the art and challenges,

Reference 17

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Source-reported events for the cited work

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Observation 0ef4ddc9-0898-4a55-a2f5-cc98aff6c1a8 · outbound

This paper cites Scale-adaptive con- volutions for scene parsing,.

Physics-Informed Machine Learning with Adaptive Grids for Optical Microrobot Depth Estimation Scale-adaptive con- volutions for scene parsing,

Reference 18

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verified fuzzy
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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.

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Observation 20c84ee6-f54e-4457-9ce9-65e2e3b50715 · outbound

This paper cites Deep residual learning for image recognition,.

Physics-Informed Machine Learning with Adaptive Grids for Optical Microrobot Depth Estimation Deep residual learning for image recognition,

Reference 19

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Source-reported events for the cited work

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Observation 87926106-f935-47e3-b84c-aa535eb0791e · outbound

This paper cites Entropy and contrast enhancement of infrared thermal images using the multiscale top-hat transform,.

Physics-Informed Machine Learning with Adaptive Grids for Optical Microrobot Depth Estimation Entropy and contrast enhancement of infrared thermal images using the multiscale top-hat transform,

Reference 20

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verified fuzzy
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Source-reported events for the cited work

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Observation 17b8743e-18b6-4fef-9d92-73c4efef7cff · outbound

This paper cites A generalized laplacian of gaussian filter for blob detection and its applications,.

Physics-Informed Machine Learning with Adaptive Grids for Optical Microrobot Depth Estimation A generalized laplacian of gaussian filter for blob detection and its applications,

Reference 21

Resolution
verified fuzzy
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Source-reported events for the cited work

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Observation c5724054-080d-4bef-97d8-00cf7203fe68 · outbound

This paper cites A comparative study and analysis of contrast enhancement algorithms for mri brain image sequences,.

Physics-Informed Machine Learning with Adaptive Grids for Optical Microrobot Depth Estimation A comparative study and analysis of contrast enhancement algorithms for mri brain image sequences,

Reference 22

Resolution
verified fuzzy
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Source-reported events for the cited work

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Observation 73e4297d-4689-41df-b356-6db2c4610b70 · outbound

This paper cites Building reconstruction from images and laser scanning,.

Physics-Informed Machine Learning with Adaptive Grids for Optical Microrobot Depth Estimation Building reconstruction from images and laser scanning,

Reference 23

Resolution
verified fuzzy
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Source-reported events for the cited work

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Observation 3071bf5b-327f-4f42-97c3-5e9e351ea6cf · outbound

This paper cites Image segmentation by pixel classification in (gray level, edge value) space,.

Physics-Informed Machine Learning with Adaptive Grids for Optical Microrobot Depth Estimation Image segmentation by pixel classification in (gray level, edge value) space,

Reference 24

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verified fuzzy
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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.

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Observation 6371c6aa-ba7f-4b71-9b08-0f4095f927c2 · outbound

This paper cites Investigation on the effect of a gaussian blur in image filtering and segmentation,.

Physics-Informed Machine Learning with Adaptive Grids for Optical Microrobot Depth Estimation Investigation on the effect of a gaussian blur in image filtering and segmentation,

Reference 25

Resolution
verified fuzzy
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Source-reported events for the cited work

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Observation 0f1d5801-f8a3-472a-a153-5fe08ed76cca · outbound

This paper cites A multi-scale 3d otsu thresholding algorithm for medical image segmentation,.

Physics-Informed Machine Learning with Adaptive Grids for Optical Microrobot Depth Estimation A multi-scale 3d otsu thresholding algorithm for medical image segmentation,

Reference 26

Resolution
verified fuzzy
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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.

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Observation 4b794c47-6032-4221-bf92-24a7d4764934 · outbound

This paper cites Torchvision: Pytorch’s computer vision library.

Physics-Informed Machine Learning with Adaptive Grids for Optical Microrobot Depth Estimation Torchvision: Pytorch’s computer vision library

Reference 27

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verified fuzzy
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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.

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Observation 0bd04641-f71d-4335-971f-8a9ab8aa15a5 · outbound

This paper cites Micro-object pose estimation with sim-to-real transfer learning using small dataset,.

Physics-Informed Machine Learning with Adaptive Grids for Optical Microrobot Depth Estimation Micro-object pose estimation with sim-to-real transfer learning using small dataset,

Reference 28

Resolution
verified fuzzy
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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.

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Observation 0dca3f42-1fb1-4968-9f82-0df12b617a5f · outbound

This paper cites A Dataset and Benchmarks for Deep Learning-Based Optical Microrobot Pose and Depth Perception.

Physics-Informed Machine Learning with Adaptive Grids for Optical Microrobot Depth Estimation A Dataset and Benchmarks for Deep Learning-Based Optical Microrobot Pose and Depth Perception

Reference 29

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verified exact
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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.

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Observation 76dce1a7-8813-44da-ab6e-b2d62bd9c2a7 · outbound

This paper cites Two-dimensional signal and image processing,.

Physics-Informed Machine Learning with Adaptive Grids for Optical Microrobot Depth Estimation Two-dimensional signal and image processing,

Reference 30

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verified fuzzy
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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.

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Observation 7963c6ab-12b6-40f8-a0a9-4e013f090ad1 · outbound

This paper cites A computational approach to edge detection,.

Physics-Informed Machine Learning with Adaptive Grids for Optical Microrobot Depth Estimation A computational approach to edge detection,

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T11:39:14.141980Z

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.

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Observation d190e3c8-f4dd-4d89-a592-7c1c357b46d5 · outbound

This paper cites an unresolved cited work.

Physics-Informed Machine Learning with Adaptive Grids for Optical Microrobot Depth Estimation Unresolved cited work

Reference 2011

Resolution
parse uncertain
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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.

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Pith citing papers

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