Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
Paper Citation Record · LEDGER
Transformers on Markov Data: Constant Depth Suffices
As of 22 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 6 inbound Pith citation observations for arXiv:2407.17686.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-15T17:26:36.902854Z
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 0086d19a-6307-4637-bf27-29e83a48177f · inbound
KV Shifting Attention Enhances Language Modeling cites this paper.
KV Shifting Attention Enhances Language Modeling Transformers on Markov Data: Constant Depth Suffices
Reference 16
- Resolution
- unresolved
- no resolver link, observed 2026-08-12T10:10:29.907707Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
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 2026-08-22T06:32:14.747728+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 2026-08-22T06:32:14.747728+00:00.
Observation 729f2995-ba6e-4df5-b876-53784724f649 · inbound
Learning In-context n-grams with Transformers: Sub-n-grams Are Near-stationary Points cites this paper.
Learning In-context n-grams with Transformers: Sub-n-grams Are Near-stationary Points Transformers on Markov Data: Constant Depth Suffices
Reference 16
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T17:26:36.902854Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
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 2026-08-22T06:32:14.747728+00:00.