Paper Citation Record · LEDGER

Beyond Optimization: Exploring Novelty Discovery in Autonomous Experiments

As of 21 August 2026, this Paper Citation Record lists 43 of 43 outbound references and 0 inbound Pith citation observations for arXiv:2508.20254.

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

pith.paper-citation-record.v1
2508.20254 v1

Coverage vector

measured 43 of 43 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T16:51:26.340564Z

measured 43 of 43 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00

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

43 of 43 outbound references displayed

verified exact3
verified fuzzy38
unresolved2
parse uncertain0
malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 43ca753e-5f6b-4f75-abd6-69c329bf42f7 · outbound

This paper cites Autonomous experimentation systems for materials development: A community perspective,.

Beyond Optimization: Exploring Novelty Discovery in Autonomous Experiments Autonomous experimentation systems for materials development: A community perspective,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:51:26.883015Z

Source-reported events for the cited work

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Observation 4aefc205-dd4b-4f0a-aabe-1c6323235775 · outbound

This paper cites Bayesian active learning for scanning probe microscopy: From Gaussian processes to hypothesis learning,.

Beyond Optimization: Exploring Novelty Discovery in Autonomous Experiments Bayesian active learning for scanning probe microscopy: From Gaussian processes to hypothesis learning,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:51:26.872848Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 0b720f6c-c7e4-4f86-ab08-fd01fbbf20c7 · outbound

This paper cites Autonomous experiments using active learning and AI,.

Beyond Optimization: Exploring Novelty Discovery in Autonomous Experiments Autonomous experiments using active learning and AI,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:51:26.862686Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 2ba5f384-49e6-48c2-bf3f-332829285eea · outbound

This paper cites The rise of self -driving labs in chemical and materials sciences,.

Beyond Optimization: Exploring Novelty Discovery in Autonomous Experiments The rise of self -driving labs in chemical and materials sciences,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:51:26.852636Z

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Observation bfc048f3-fd27-4c4b-811f-13a381838bec · outbound

This paper cites Self -driving laboratories for chemistry and materials science,.

Beyond Optimization: Exploring Novelty Discovery in Autonomous Experiments Self -driving laboratories for chemistry and materials science,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:51:26.842350Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 14e04372-78a5-4257-9608-21a10e09deff · outbound

This paper cites Shaping the Future of Self -Driving Autonomous Laboratories Workshop,.

Beyond Optimization: Exploring Novelty Discovery in Autonomous Experiments Shaping the Future of Self -Driving Autonomous Laboratories Workshop,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:51:26.832334Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 0b3befec-8ebf-4514-9e4f-ecb1fb42d648 · outbound

This paper cites Self -driving laboratory for accelerated discovery of thin -film materials,.

Beyond Optimization: Exploring Novelty Discovery in Autonomous Experiments Self -driving laboratory for accelerated discovery of thin -film materials,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:51:26.822850Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation c73d7964-bb92-49d3-a57e-330bb86b93ba · outbound

This paper cites Autonomous chemical experiments: Challenges and perspectives on establishing a self -driving lab,.

Beyond Optimization: Exploring Novelty Discovery in Autonomous Experiments Autonomous chemical experiments: Challenges and perspectives on establishing a self -driving lab,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:51:26.813228Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 6d48b8c4-721a-4108-824f-f9fd5e594b03 · outbound

This paper cites An autonomous laboratory for the accelerated synthesis of novel materials,.

Beyond Optimization: Exploring Novelty Discovery in Autonomous Experiments An autonomous laboratory for the accelerated synthesis of novel materials,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:51:26.803195Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation ac0147dd-3575-48e3-ae52-680797eec69a · outbound

This paper cites Accelerated AI development for autonomous materials synthesis in flow,.

Beyond Optimization: Exploring Novelty Discovery in Autonomous Experiments Accelerated AI development for autonomous materials synthesis in flow,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:51:26.793525Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 17d520a1-2fbe-4f90-8be3-467a981ed9cc · outbound

This paper cites Autonomy in materials research: a case study in carbon nanotube growth,.

Beyond Optimization: Exploring Novelty Discovery in Autonomous Experiments Autonomy in materials research: a case study in carbon nanotube growth,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:51:26.783866Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 371201b8-46c9-4835-b2c0-9a30de1a2e35 · outbound

This paper cites Learning the right channel in multimodal imaging: automated experiment in piezoresponse force microscopy,.

Beyond Optimization: Exploring Novelty Discovery in Autonomous Experiments Learning the right channel in multimodal imaging: automated experiment in piezoresponse force microscopy,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:51:26.773327Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 01575107-b7a9-41c2-b57d-a11cc9f06aed · outbound

This paper cites Exploring physics of ferroelectric domain walls in real time: deep learning enabled scanning probe microscopy,.

Beyond Optimization: Exploring Novelty Discovery in Autonomous Experiments Exploring physics of ferroelectric domain walls in real time: deep learning enabled scanning probe microscopy,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:51:26.763264Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 8d045aea-452d-4ab5-ae7c-49c2a3c280b8 · outbound

This paper cites Enabling autonomous scanning probe microscopy imaging of single molecules with deep learning,.

Beyond Optimization: Exploring Novelty Discovery in Autonomous Experiments Enabling autonomous scanning probe microscopy imaging of single molecules with deep learning,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:51:26.752995Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation e687ec5b-98d7-4484-9f94-0648334d01f6 · outbound

This paper cites Active meta-learning for predicting and selecting perovskite crystallization experiments,.

Beyond Optimization: Exploring Novelty Discovery in Autonomous Experiments Active meta-learning for predicting and selecting perovskite crystallization experiments,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:51:26.742325Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 9efc52ce-44ea-4f92-97f2-e0658e2a836b · outbound

This paper cites Tailoring Molecular Space to Navigate Phase Complexity in Cs-Based Quasi- 2D Perovskites via Gated -Gaussian-Driven High-Throughput Discovery,.

Beyond Optimization: Exploring Novelty Discovery in Autonomous Experiments Tailoring Molecular Space to Navigate Phase Complexity in Cs-Based Quasi- 2D Perovskites via Gated -Gaussian-Driven High-Throughput Discovery,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:51:26.731495Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation b8e7d16e-ce1c-482b-bfa8-18d2a9b96dde · outbound

This paper cites Active learning driven multi -property inverse design of spinel solar cells,.

Beyond Optimization: Exploring Novelty Discovery in Autonomous Experiments Active learning driven multi -property inverse design of spinel solar cells,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:51:26.720703Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 902ea16a-26d7-4a07-9e47-24f112dd4c90 · outbound

This paper cites Active learning of ligands that enhance perovskite nanocrystal luminescence,.

Beyond Optimization: Exploring Novelty Discovery in Autonomous Experiments Active learning of ligands that enhance perovskite nanocrystal luminescence,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:51:26.710192Z

Source-reported events for the cited work

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Observation ff1f7c1c-ba96-45cc-9792-e7cc1d422d26 · outbound

This paper cites Machine learning for in -situ composition mapping in a self -driving magnetron sputtering system,.

Beyond Optimization: Exploring Novelty Discovery in Autonomous Experiments Machine learning for in -situ composition mapping in a self -driving magnetron sputtering system,

Reference 19

Resolution: verified exact; raw_fallback, observed 2026-08-15T16:51:26.473365Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 4fcd549b-0381-47fb-883c-71379e8d2222 · outbound

This paper cites Autonomous sputter synthesis of thin film nitrides with composition controlled by Bayesian optimization of optical plasma emission,.

Beyond Optimization: Exploring Novelty Discovery in Autonomous Experiments Autonomous sputter synthesis of thin film nitrides with composition controlled by Bayesian optimization of optical plasma emission,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:51:26.699470Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 870f2317-1a13-4c0d-8c74-5252d1c8d4be · outbound

This paper cites Autonomous synthesis of thin film materials with pulsed laser deposition enabled by in situ spectroscopy and automation,.

Beyond Optimization: Exploring Novelty Discovery in Autonomous Experiments Autonomous synthesis of thin film materials with pulsed laser deposition enabled by in situ spectroscopy and automation,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:51:26.688715Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation cdc2afe8-0389-4111-b656-4aaccf617b9f · outbound

This paper cites Exploring the relationship of microstructure and conductivity in metal halide perovskites via active learning-driven automated scanning probe microscopy,.

Beyond Optimization: Exploring Novelty Discovery in Autonomous Experiments Exploring the relationship of microstructure and conductivity in metal halide perovskites via active learning-driven automated scanning probe microscopy,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:51:26.678857Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation af258b96-e18e-4707-b5d8-5d46f4000b00 · outbound

This paper cites Experimental discovery of structure –property relationships in ferroelectric materials via active learning,.

Beyond Optimization: Exploring Novelty Discovery in Autonomous Experiments Experimental discovery of structure –property relationships in ferroelectric materials via active learning,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:51:26.668734Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 83f923fc-efbb-4cb3-9b2f-f6658f5a1beb · outbound

This paper cites Multiscale structure-property discovery via active learning in scanning tunneling microscopy.

Beyond Optimization: Exploring Novelty Discovery in Autonomous Experiments Multiscale structure-property discovery via active learning in scanning tunneling microscopy

Reference 24

Resolution: verified exact; local_arxiv, observed 2026-08-15T16:51:26.398394Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation e0544756-d38b-4e8e-8bc0-a603bc97fac0 · outbound

This paper cites Physics discovery in nanoplasmonic systems via autonomous experiments in scanning transmission electron microscopy,.

Beyond Optimization: Exploring Novelty Discovery in Autonomous Experiments Physics discovery in nanoplasmonic systems via autonomous experiments in scanning transmission electron microscopy,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:51:26.658676Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation c7d6dad0-ae27-4eae-8154-303f8163f0d3 · outbound

This paper cites Disentangling electronic transport and hysteresis at individual grain boundaries in hybrid perovskites via automated scanning probe microscopy,.

Beyond Optimization: Exploring Novelty Discovery in Autonomous Experiments Disentangling electronic transport and hysteresis at individual grain boundaries in hybrid perovskites via automated scanning probe microscopy,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:51:26.648473Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation d55d18f5-e3cb-4755-8ab1-498e16071cc9 · outbound

This paper cites A dynamic Bayesian optimized active recommender system for curiosity - driven partially Human -in-the-loop automated experiments,.

Beyond Optimization: Exploring Novelty Discovery in Autonomous Experiments A dynamic Bayesian optimized active recommender system for curiosity - driven partially Human -in-the-loop automated experiments,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:51:26.636605Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 0925dc54-ef30-4ecc-8664-14c09266d75b · outbound

This paper cites Polarization switching on the open surfaces of the wurtzite ferroelectric nitrides: ferroelectric subsystems and electrochemical reactivity.

Beyond Optimization: Exploring Novelty Discovery in Autonomous Experiments Polarization switching on the open surfaces of the wurtzite ferroelectric nitrides: ferroelectric subsystems and electrochemical reactivity

Reference 28

Resolution: verified exact; local_arxiv, observed 2026-08-15T16:51:26.384513Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 3e4a85dd-9a0b-41c9-b282-b8aa1ac2f10c · outbound

This paper cites Data -science driven autonomous process optimization,.

Beyond Optimization: Exploring Novelty Discovery in Autonomous Experiments Data -science driven autonomous process optimization,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:51:26.625876Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 93a8b2a4-2481-4601-aefd-86027dc756ad · outbound

This paper cites Highly parallel optimisation of chemical reactions through automation and machine intelligence,.

Beyond Optimization: Exploring Novelty Discovery in Autonomous Experiments Highly parallel optimisation of chemical reactions through automation and machine intelligence,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:51:26.615153Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 48397ea3-83d9-4fb1-ad0d-be1f51b436ce · outbound

This paper cites Atlas: a brain for self -driving laboratories,.

Beyond Optimization: Exploring Novelty Discovery in Autonomous Experiments Atlas: a brain for self -driving laboratories,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:51:26.604921Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 004ecba1-6545-47a6-a0ce-d3ce8a42af63 · outbound

This paper cites Coexistence and Interplay of Two Ferroelectric Mechanisms in Zn1 - xMgxO,.

Beyond Optimization: Exploring Novelty Discovery in Autonomous Experiments Coexistence and Interplay of Two Ferroelectric Mechanisms in Zn1 - xMgxO,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:51:26.594767Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 9cfc4033-64b9-4c54-9e7e-427828e12449 · outbound

This paper cites Active oversight and quality control in standard Bayesian optimization for autonomous experiments,.

Beyond Optimization: Exploring Novelty Discovery in Autonomous Experiments Active oversight and quality control in standard Bayesian optimization for autonomous experiments,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:51:26.584317Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation bd086647-0aa0-4f91-9cb9-3ccd6e0acbe2 · outbound

This paper cites Probing out -of-distribution generalization in machine learning for materials,.

Beyond Optimization: Exploring Novelty Discovery in Autonomous Experiments Probing out -of-distribution generalization in machine learning for materials,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:51:26.573872Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 9ecf1b95-e2db-4339-9328-36fcdf61771e · outbound

This paper cites Curiosity Driven Exploration to Optimize Structure-Property Learning in Microscopy,.

Beyond Optimization: Exploring Novelty Discovery in Autonomous Experiments Curiosity Driven Exploration to Optimize Structure-Property Learning in Microscopy,

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:51:26.563140Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation c46f60d3-96e8-48a1-80a5-eb90a7547757 · outbound

This paper cites Curiosity -driven exploration by self - supervised prediction,.

Beyond Optimization: Exploring Novelty Discovery in Autonomous Experiments Curiosity -driven exploration by self - supervised prediction,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:51:26.551487Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 5c3ba736-ba42-445f-bba5-3d5ed5ccce2e · outbound

This paper cites Exploration by Random Network Distillation.

Beyond Optimization: Exploring Novelty Discovery in Autonomous Experiments Exploration by Random Network Distillation

Reference 37

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Source-reported events for the cited work

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Observation 52e4d622-40fb-48da-9801-cd69a9623980 · outbound

This paper cites AEcroscopy: a software–hardware framework empowering microscopy toward automated and autonomous experimentation,.

Beyond Optimization: Exploring Novelty Discovery in Autonomous Experiments AEcroscopy: a software–hardware framework empowering microscopy toward automated and autonomous experimentation,

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:51:26.540780Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 314ad269-febc-42ee-8201-303d8894dc2a · outbound

This paper cites Automated experiments of local non -linear behavior in ferroelectric materials,.

Beyond Optimization: Exploring Novelty Discovery in Autonomous Experiments Automated experiments of local non -linear behavior in ferroelectric materials,

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:51:26.531248Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 90b07263-6168-4936-bf5d-9a7fbd674643 · outbound

This paper cites Scientific exploration with expert knowledge (SEEK) in autonomous scanning probe microscopy with active learning,.

Beyond Optimization: Exploring Novelty Discovery in Autonomous Experiments Scientific exploration with expert knowledge (SEEK) in autonomous scanning probe microscopy with active learning,

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:51:26.520332Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 57de8b0e-f408-43ea-8409-e0fd8130b7be · outbound

This paper cites Scikit -learn: Machine learning in Python,.

Beyond Optimization: Exploring Novelty Discovery in Autonomous Experiments Scikit -learn: Machine learning in Python,

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:51:26.509019Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation ba6c9992-16af-42e4-b2ba-7ccfda57fbb8 · outbound

This paper cites SANE: strategic autonomous non-smooth exploration for multiple optima discovery in multi -modal and non- differentiable black-box functions,.

Beyond Optimization: Exploring Novelty Discovery in Autonomous Experiments SANE: strategic autonomous non-smooth exploration for multiple optima discovery in multi -modal and non- differentiable black-box functions,

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:51:26.496129Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 4b9a1244-8505-4978-ab9a-38bebdbed503 · outbound

This paper cites an unresolved cited work.

Beyond Optimization: Exploring Novelty Discovery in Autonomous Experiments Unresolved cited work

Reference 43

Resolution: unresolved; raw_fallback, observed 2026-08-15T16:51:26.484679Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Pith citing papers

No inbound Pith citation observations are available.