Pith. sign in

Paper Citation Record · LEDGER

To Each Metric Its Decoding: Post-Hoc Optimal Decision Rules of Probabilistic Hierarchical Classifiers

As of 8 August 2026, this Paper Citation Record lists 22 of 22 outbound references and 0 inbound Pith citation observations for arXiv:2506.01552.

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

pith.paper-citation-record.v1
2506.01552 v1

Coverage vector

measured 22 of 22 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T11:49:26.993328Z

measured 22 of 22 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+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

22 of 22 outbound references displayed

  • verified exact0
  • verified fuzzy13
  • unresolved8
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c27cbc84-71b0-413d-88c1-da00114a9ac2 · outbound

This paper cites an unresolved cited work.

To Each Metric Its Decoding: Post-Hoc Optimal Decision Rules of Probabilistic Hierarchical Classifiers Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:49:31.388860Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:49:25.065328Z digest=sha256:a50074476754f3e4a5638bcb98c96093d3e99307055b53c9bcfe738782892ff2

Observation 2048af5a-ca15-4f8f-a5f6-ea24406b59b4 · outbound

This paper cites Let L : N × L →R satisfy Equations (2) and (3).

To Each Metric Its Decoding: Post-Hoc Optimal Decision Rules of Probabilistic Hierarchical Classifiers Let L : N × L →R satisfy Equations (2) and (3)

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:49:31.147256Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:49:25.254171Z digest=sha256:f4edb89037879559864ca67fa275f96800baa786d72acaa8b05cbd59a9573b7c

Observation 168571db-ef5c-4a3c-bbf6-e8ea93c33089 · outbound

This paper cites This is independant of the input probability distribution p and can be performed beforehand.

To Each Metric Its Decoding: Post-Hoc Optimal Decision Rules of Probabilistic Hierarchical Classifiers This is independant of the input probability distribution p and can be performed beforehand

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:49:30.569689Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:49:25.643133Z digest=sha256:20887097003a77f4f3e1ed9847604a172cda00feea6c7b064c9b7187a7e5196f

Observation 10f3ca56-861e-4d9f-a669-54ca3f56fca4 · outbound

This paper cites For each k in {1.

To Each Metric Its Decoding: Post-Hoc Optimal Decision Rules of Probabilistic Hierarchical Classifiers For each k in {1

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:49:27.679320Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:49:26.906345Z digest=sha256:98363304f8f425d04e24574ee34a0d0728b60d2d97bc26a740fffe1e2e2ed0e8

Observation 8b87e6b1-a977-432a-88e2-8bfe01c182c3 · outbound

This paper cites |Q(p)|}.

To Each Metric Its Decoding: Post-Hoc Optimal Decision Rules of Probabilistic Hierarchical Classifiers |Q(p)|}

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:49:27.537510Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:49:26.993328Z digest=sha256:3458a4f38b55c35aa967bfb416fae589625be331c72a7d73431c347b510dea65

Observation 9d1f2cc6-cd10-4cdf-b0fc-3ec80a705a54 · outbound

This paper cites (Algorithm 3).

To Each Metric Its Decoding: Post-Hoc Optimal Decision Rules of Probabilistic Hierarchical Classifiers (Algorithm 3)

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:49:30.978037Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:49:25.375733Z digest=sha256:d0b83241509d1188b9d1d083b31d0844c4cc0891dc22d70f2d93534f12550daf

Observation e08226fd-4ad7-4e05-8ac3-409b27b0478a · outbound

This paper cites It outputs a candidate set S which can all be the optimal prediction (Algorithm 4).

To Each Metric Its Decoding: Post-Hoc Optimal Decision Rules of Probabilistic Hierarchical Classifiers It outputs a candidate set S which can all be the optimal prediction (Algorithm 4)

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:49:30.815882Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:49:25.497964Z digest=sha256:4db7cafccec3034911885dc9d1ea544b7a938fe6663cdeef268bf3887003749e

Observation 8bd48d3b-c698-4e2a-9151-ffe5b2db7210 · outbound

This paper cites an unresolved cited work.

To Each Metric Its Decoding: Post-Hoc Optimal Decision Rules of Probabilistic Hierarchical Classifiers Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:49:30.403275Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:49:25.826393Z digest=sha256:8aa68718d4bd4200fcd59370940053ad476e94d8faad5cfca9febebe9cf0d672

Observation d5220d9e-df9e-41e6-b84c-e2d22f02bab0 · outbound

This paper cites Let L : N × L →R be a hierarchical metric that satisfy Equations (3) and (4).

To Each Metric Its Decoding: Post-Hoc Optimal Decision Rules of Probabilistic Hierarchical Classifiers Let L : N × L →R be a hierarchical metric that satisfy Equations (3) and (4)

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:49:30.290132Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:49:25.947622Z digest=sha256:a750a11ff2fb69b3adc5a86c94b086f81cfd0b98a4ef852cf40a8cf81e74656d

Observation 7c38d2c4-35cd-4485-bc61-00338b530549 · outbound

This paper cites (Algorithm 3).

To Each Metric Its Decoding: Post-Hoc Optimal Decision Rules of Probabilistic Hierarchical Classifiers (Algorithm 3)

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:49:30.116930Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:49:26.035148Z digest=sha256:e0b78adf595516f46408aba72d3923c75bdc4bccbfd9723afdac2421314b98e6

Observation 2881c0e1-1539-4bb7-bc27-8751fdf3149c · outbound

This paper cites It outputs a candidate set S which can all be the optimal prediction (Algorithm 7).

To Each Metric Its Decoding: Post-Hoc Optimal Decision Rules of Probabilistic Hierarchical Classifiers It outputs a candidate set S which can all be the optimal prediction (Algorithm 7)

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:49:29.959949Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:49:26.095820Z digest=sha256:0e7e1507909806fd6e1d5b4703f8dd26484801b95f4ed1280ba84869ca6f972e

Observation 515800f6-cce2-4de5-b785-d4b43ed8d8f3 · outbound

This paper cites Let us now prove that |S| = O(dmax).

To Each Metric Its Decoding: Post-Hoc Optimal Decision Rules of Probabilistic Hierarchical Classifiers Let us now prove that |S| = O(dmax)

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:49:29.657047Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:49:26.285038Z digest=sha256:92c01b88bb2006141b3f2000d70f9ad28047465edb7559a2d96bf753ac04961c

Observation 586eeb2c-9e65-422a-895c-399ef2f624b0 · outbound

This paper cites an unresolved cited work.

To Each Metric Its Decoding: Post-Hoc Optimal Decision Rules of Probabilistic Hierarchical Classifiers Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:49:29.477922Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:49:26.372918Z digest=sha256:c29cf42f69dbd5a818bcde97f8b159663cb33a3d8fe22953a090e2e941f878b9

Observation 763a2d23-ce54-486d-aca8-288f15b7ed5a · outbound

This paper cites an unresolved cited work.

To Each Metric Its Decoding: Post-Hoc Optimal Decision Rules of Probabilistic Hierarchical Classifiers Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:49:29.151773Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:49:26.516663Z digest=sha256:798b6c9b4d0405e8723a304dcccbf54e25a612e778862b5509bac3f76c2075a8

Observation f89af706-b4d3-49d2-b704-6d840934739e · outbound

This paper cites an unresolved cited work.

To Each Metric Its Decoding: Post-Hoc Optimal Decision Rules of Probabilistic Hierarchical Classifiers Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:49:28.861313Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:49:26.601171Z digest=sha256:38c6fb7dc66c2e4e6e98f6d7db9c630d43b2ac582856ce610a08a8114d99e331

Observation 597c06ae-e732-47f9-872b-3901778622e7 · outbound

This paper cites This is performed through a tree traversal which visit exactly once each node.

To Each Metric Its Decoding: Post-Hoc Optimal Decision Rules of Probabilistic Hierarchical Classifiers This is performed through a tree traversal which visit exactly once each node

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:49:28.578248Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:49:26.690740Z digest=sha256:1dce0680567e89c6da556c55baeb476e8e5d374a160362c083194e2a72b5c2e3

Observation b6320cc4-fbdf-4458-810f-9a1dce74a19a · outbound

This paper cites Similarly, it is a tree traversal which has O(|N |) time complexity.

To Each Metric Its Decoding: Post-Hoc Optimal Decision Rules of Probabilistic Hierarchical Classifiers Similarly, it is a tree traversal which has O(|N |) time complexity

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:49:28.308943Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:49:26.820155Z digest=sha256:9d05c561e01429aafce2ca3f3f539695fd4a1651ae4e6c76b75a2110afff87ee

Observation c6657f78-5d1f-4b6e-82e1-802726cb8ca8 · outbound

This paper cites This is also performed through a tree traversal which visit at most each node one.

To Each Metric Its Decoding: Post-Hoc Optimal Decision Rules of Probabilistic Hierarchical Classifiers This is also performed through a tree traversal which visit at most each node one

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:49:27.954997Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:49:26.850716Z digest=sha256:6731dd3b5f1c37cebaf41a0a98cdfbe733336e834596d7fcac7bb3c6084023aa

Observation ded0b215-e8ca-4ebc-adf5-277471394fec · outbound

This paper cites Amigo, E.

To Each Metric Its Decoding: Post-Hoc Optimal Decision Rules of Probabilistic Hierarchical Classifiers Amigo, E

Reference 1973

Resolution
unresolved
no resolver link, observed 2026-08-07T11:49:24.548042Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:49:24.548042Z digest=sha256:4ac4c7a95b72fa889f0b0a655c2550f8934db5a2c9a4a5feb1307edd1fa33dc6

Observation 94ef1a4c-851f-4e8f-9e74-cd0cb486cf72 · outbound

This paper cites Dosovitskiy, A., Beyer, L., Kolesnikov, A., Weissenborn, D., Zhai, X., Unterthiner, T., Dehghani, M., Minderer, M., Heigold, G., Gelly, S., Uszkoreit, J., and Houlsby, N.

To Each Metric Its Decoding: Post-Hoc Optimal Decision Rules of Probabilistic Hierarchical Classifiers Dosovitskiy, A., Beyer, L., Kolesnikov, A., Weissenborn, D., Zhai, X., Unterthiner, T., Dehghani, M., Minderer, M., Heigold, G., Gelly, S., Uszkoreit, J., and Houlsby, N

Reference 1999

Resolution
malformed identifier
doi_truncated, observed 2026-08-07T11:49:27.347026Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:49:24.665158Z digest=sha256:5e7588f47966a2b6e96c8a2a5279c428b88f420220261f8df1ea30b0e1a43829

Observation 74eee71f-db00-4b3e-a6a0-4800ab89eb82 · outbound

This paper cites ISBN 158113391X.

To Each Metric Its Decoding: Post-Hoc Optimal Decision Rules of Probabilistic Hierarchical Classifiers ISBN 158113391X

Reference 2001

Resolution
unresolved
no resolver link, observed 2026-08-07T11:49:24.909716Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:49:24.909716Z digest=sha256:0c49c1185a67ed8f20187cd9c409ea9aa8bc38ca0d7948829315aacb7755d29b

Observation 2f05bd33-2cb5-40f4-826f-f9ed1daa6ec7 · outbound

This paper cites Meta-Learning for Semi-Supervised Few-Shot Classification.

To Each Metric Its Decoding: Post-Hoc Optimal Decision Rules of Probabilistic Hierarchical Classifiers Meta-Learning for Semi-Supervised Few-Shot Classification

Reference 2017

Resolution
unresolved
no resolver link, observed 2026-08-07T11:49:24.812790Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:49:24.812790Z digest=sha256:5d6cc8af4a083911ca91fab318321e4959050e3041d4c519689c5ea13328711c

Pith citing papers

No inbound Pith citation observations are available.