Paper Citation Record · LEDGER

Transformers on Markov Data: Constant Depth Suffices

As of 10 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 4 inbound Pith citation observations for arXiv:2407.17686.

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

pith.paper-citation-record.v1
2407.17686 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 4 of 4 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T21:11:44.263912Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-23T00:07:17.208973Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 8459a9ad-ffca-430c-876d-fac0d265d795 · inbound

The LZ78 Source cites this paper.

The LZ78 Source Transformers on Markov Data: Constant Depth Suffices

Reference 17

Resolution: verified exact; arxiv_id, observed 2026-05-23T00:07:17.211893Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 9fecf08d-16d4-41e8-9cb5-89e804bf80de · inbound

Pre-trained Large Language Models Learn Hidden Markov Models In-context cites this paper.

Pre-trained Large Language Models Learn Hidden Markov Models In-context Transformers on Markov Data: Constant Depth Suffices

Reference 42

Resolution: verified exact; arxiv_id, observed 2026-05-19T10:37:15.094419Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation a48610f4-91f2-43b5-9bf5-8b0a5f0f1bb3 · inbound

Selective Induction Heads: How Transformers Select Causal Structures In Context cites this paper.

Selective Induction Heads: How Transformers Select Causal Structures In Context Transformers on Markov Data: Constant Depth Suffices

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-04T21:11:44.263912Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fe242d53-4e3a-4b84-98e4-bc8ac54c0e9a · inbound

Transformers Learn Latent Mixture Models In-Context via Mirror Descent cites this paper.

Transformers Learn Latent Mixture Models In-Context via Mirror Descent Transformers on Markov Data: Constant Depth Suffices

Reference 1

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T10:41:05.038608Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.