Pith. sign in

Paper Citation Record · LEDGER

Statistical Machine Learning for Astronomy -- A Textbook

As of 7 August 2026, this Paper Citation Record lists 20 of 20 outbound references and 1 inbound Pith citation observation for arXiv:2506.12230.

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

pith.paper-citation-record.v1
2506.12230 v1

Coverage vector

measured 20 of 20 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T01:00:28.813548Z

measured 21 of 21 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 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T21:32:04.290349Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-07T06:16:28.064256Z

Reference resolution

20 of 20 outbound references displayed

  • verified exact0
  • verified fuzzy2
  • unresolved18
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 6f5738ca-ff78-4558-86b4-8ca718741448 · outbound

This paper cites Improving neural networks by preventing co-adaptation of feature detectors.

Statistical Machine Learning for Astronomy -- A Textbook Improving neural networks by preventing co-adaptation of feature detectors

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-07T01:00:28.305051Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T01:00:28.305051Z digest=sha256:93018e7f93d081ed6f071e3921c9651aa64022e4cb0ef1656f2216d996a3d678

Observation 55ef14a2-5aa6-4538-a3da-a5115162bb4c · outbound

This paper cites Deep Double Descent: Where Bigger Models and More Data Hurt.

Statistical Machine Learning for Astronomy -- A Textbook Deep Double Descent: Where Bigger Models and More Data Hurt

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-07T01:00:28.695469Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T01:00:28.695469Z digest=sha256:61a6df71bc1a21e4770d9a2a5bc5f4bfd7e057e78fdaa26b4f1f206297bbb8e8

Observation 6938a6a5-7a4c-4e89-9321-e17cfae5d310 · outbound

This paper cites Variational Inference with Normalizing Flows.

Statistical Machine Learning for Astronomy -- A Textbook Variational Inference with Normalizing Flows

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-07T01:00:28.800421Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T01:00:28.800421Z digest=sha256:eaf189342ca139d24b3079d01f17f9a514a5b2c04e51dceb2c362baba143ae98

Observation efa515e9-5996-4d1c-8be4-426605b1a8bb · outbound

This paper cites Understanding Double Descent Requires a Fine-Grained Bias-Variance Decomposition.

Statistical Machine Learning for Astronomy -- A Textbook Understanding Double Descent Requires a Fine-Grained Bias-Variance Decomposition

Reference 1878

Resolution
unresolved
no resolver link, observed 2026-08-07T01:00:27.620264Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T01:00:27.620264Z digest=sha256:7a6b7e5cd4f02767e960af7e694912994fa4541aafe36ab3a79f49d46b14a987

Observation f14c815a-3796-4735-ad17-6f7b3fba2a5d · outbound

This paper cites On the Opportunities and Risks of Foundation Models.

Statistical Machine Learning for Astronomy -- A Textbook On the Opportunities and Risks of Foundation Models

Reference 1934

Resolution
unresolved
no resolver link, observed 2026-08-07T01:00:27.846270Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T01:00:27.846270Z digest=sha256:78a0f1bddacccf5a4ec3f09c1dac4a7ce3aa583329c29eaba29fb742a38d860b

Observation 600e9367-8461-424a-8fa0-d905e8a6db28 · outbound

This paper cites Gaussian Process Behaviour in Wide Deep Neural Networks.

Statistical Machine Learning for Astronomy -- A Textbook Gaussian Process Behaviour in Wide Deep Neural Networks

Reference 1963

Resolution
unresolved
no resolver link, observed 2026-08-07T01:00:28.597564Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T01:00:28.597564Z digest=sha256:51d1fede811e008a92520fa1ececada88ee7f67fe65061b05042888ca99cc54e

Observation d54c0c70-97f5-47f7-8805-ea38283b2ec3 · outbound

This paper cites Zellner and P.

Statistical Machine Learning for Astronomy -- A Textbook Zellner and P

Reference 1971

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T01:00:29.092152Z

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.

source=pdf_text observed=2026-08-07T01:00:28.813548Z digest=sha256:52f8fdb037d4e226486657e72fa72bd258bf1402175a5012d2a56ac14f138d14

Observation 6e32e631-8024-4f4c-a355-7bdd719677a9 · outbound

This paper cites Neural Spline Flows.

Statistical Machine Learning for Astronomy -- A Textbook Neural Spline Flows

Reference 1973

Resolution
unresolved
no resolver link, observed 2026-08-07T01:00:28.090650Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T01:00:28.090650Z digest=sha256:0f804babae58ca51454e02dd6817ff91b1f371ee3b84cc03994d4ae082c46105

Observation 332c2ab5-43e5-4e81-8eb1-0443a0f6b5fe · outbound

This paper cites Auto-Encoding Variational Bayes.

Statistical Machine Learning for Astronomy -- A Textbook Auto-Encoding Variational Bayes

Reference 1977

Resolution
unresolved
no resolver link, observed 2026-08-07T01:00:28.484106Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T01:00:28.484106Z digest=sha256:4ed035da276b1b7c9bb1d8691d7313b8d97684f8d7a111c5758a82c74dc4ce34

Observation 156722b7-c71c-46be-89d9-e92fff34f7e6 · outbound

This paper cites Sequential Neural Likelihood: Fast Likelihood-free Inference with Autoregressive Flows.

Statistical Machine Learning for Astronomy -- A Textbook Sequential Neural Likelihood: Fast Likelihood-free Inference with Autoregressive Flows

Reference 1978

Resolution
unresolved
no resolver link, observed 2026-08-07T01:00:28.779474Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T01:00:28.779474Z digest=sha256:b1c2bab2cb280b5510b6db04bec96b9e9eaccd4b73d86ea368593c0ebca390bf

Observation 7589c5bf-7f57-4796-bf8e-8d7a39f5151d · outbound

This paper cites BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding.

Statistical Machine Learning for Astronomy -- A Textbook BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Reference 1983

Resolution
unresolved
no resolver link, observed 2026-08-07T01:00:27.974332Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T01:00:27.974332Z digest=sha256:a65bb188a23016703fad87fd0836a97434ea88b67299a08d5dc1a101739bcfc7

Observation 0f5947d8-2972-49a5-9b32-1cb452f5a1e8 · outbound

This paper cites an unresolved cited work.

Statistical Machine Learning for Astronomy -- A Textbook Unresolved cited work

Reference 1984

Resolution
unresolved
raw_fallback, observed 2026-08-07T01:00:29.122828Z

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.

source=pdf_text observed=2026-08-07T01:00:28.151525Z digest=sha256:a5b3d7ee2bcd9850b6edfd52da14342b0d5c5423a5ad016541035d9ba9c85533

Observation 1017b84d-231f-426a-bbac-18d5ae2423b9 · outbound

This paper cites Language Models are Few-Shot Learners.

Statistical Machine Learning for Astronomy -- A Textbook Language Models are Few-Shot Learners

Reference 1987

Resolution
unresolved
no resolver link, observed 2026-08-07T01:00:27.939549Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T01:00:27.939549Z digest=sha256:9c1d1d582a214ab2d6964d551d06fc81ece945991fd9ba36d49444628ea561f0

Observation cc533bba-8cae-4f4e-b5d9-87b473d8b770 · outbound

This paper cites Neural Tangent Kernel: Convergence and Generalization in Neural Networks.

Statistical Machine Learning for Astronomy -- A Textbook Neural Tangent Kernel: Convergence and Generalization in Neural Networks

Reference 1990

Resolution
unresolved
no resolver link, observed 2026-08-07T01:00:28.392251Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T01:00:28.392251Z digest=sha256:026e67bc76bf3c0b03109acd70d73694dda51d93a24909da7096630eb4774b7d

Observation 0b8ba49a-d1e2-4a6e-896e-b78a452721ac · outbound

This paper cites Qui˜ nonero-Candela and C.

Statistical Machine Learning for Astronomy -- A Textbook Qui˜ nonero-Candela and C

Reference 1992

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T01:00:29.108072Z

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.

source=pdf_text observed=2026-08-07T01:00:28.795770Z digest=sha256:63f0042de6973b22b765f1317eceeab5b073fe78f5f39c9a8b2da3551f5a8f1f

Observation 300b06e2-4e5d-49b3-b2c5-69ac599711f3 · outbound

This paper cites Density estimation using Real NVP.

Statistical Machine Learning for Astronomy -- A Textbook Density estimation using Real NVP

Reference 1995

Resolution
unresolved
no resolver link, observed 2026-08-07T01:00:28.049479Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T01:00:28.049479Z digest=sha256:890b12f635e7792504d6701f3cfaf430f1ace8e31e1d6f6e7fb63d106d76bd7c

Observation 4a689ce6-1196-4de6-99db-5e0fce980a01 · outbound

This paper cites Emergent Abilities of Large Language Models.

Statistical Machine Learning for Astronomy -- A Textbook Emergent Abilities of Large Language Models

Reference 2003

Resolution
unresolved
no resolver link, observed 2026-08-07T01:00:28.809414Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T01:00:28.809414Z digest=sha256:61f92196d35b8fcc4aea0c409559d70e2e5c4be5e8bbb43d3826e2f90e31715c

Observation d80b2f62-4c31-45cb-b2d4-979bc7884474 · outbound

This paper cites Score-Based Generative Modeling through Stochastic Differential Equations.

Statistical Machine Learning for Astronomy -- A Textbook Score-Based Generative Modeling through Stochastic Differential Equations

Reference 2005

Resolution
unresolved
no resolver link, observed 2026-08-07T01:00:28.805136Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T01:00:28.805136Z digest=sha256:3e372482a03aa8a737639b7a03bcfa5328404bcd247a9ea2ad566ede3b838780

Observation 83b3b0e3-a098-42a5-950f-c118caf501e6 · outbound

This paper cites an unresolved cited work.

Statistical Machine Learning for Astronomy -- A Textbook Unresolved cited work

Reference 2006

Resolution
unresolved
raw_fallback, observed 2026-08-07T01:00:29.138086Z

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.

source=pdf_text observed=2026-08-07T01:00:27.738223Z digest=sha256:02e3ba7c0ad7ea0943ba2dd18d7f92f7b700214cbc2c0dbd59a40a713dcfb851

Observation 1d6c141a-c1ba-423a-ac9b-32a71494b728 · outbound

This paper cites Generative Adversarial Networks.

Statistical Machine Learning for Astronomy -- A Textbook Generative Adversarial Networks

Reference 2020

Resolution
unresolved
no resolver link, observed 2026-08-07T01:00:28.221918Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T01:00:28.221918Z digest=sha256:415f7266782578b388193026940cb4c83336204e8977339707920b56e4e44e00

Pith citing papers

Observation 951d389a-6c09-4e42-8956-a87c01dcb9b5 · inbound

Anchoring Stellar Age Indicators: A Cross-Calibration of [C/N] and Gyrochronology Ages via the Age-Velocity-Dispersion Relation cites this paper.

Anchoring Stellar Age Indicators: A Cross-Calibration of [C/N] and Gyrochronology Ages via the Age-Velocity-Dispersion Relation Statistical Machine Learning for Astronomy -- A Textbook

Reference 103

Resolution
metadata mismatch
local_arxiv, observed 2026-08-06T21:32:04.796554Z

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.

source=pdf_text observed=2026-08-06T21:32:04.290349Z digest=sha256:82382f2e50784c48c44bc7e65b563b241f7150916361c2c4fed91b4db74f48ee