Paper Citation Record · LEDGER

Attention with Markov: A Framework for Principled Analysis of Transformers via Markov Chains

As of 10 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 7 inbound Pith citation observations for arXiv:2402.04161.

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

pith.paper-citation-record.v1
2402.04161 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 7 of 7 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 7 of 7 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-09T17:37:40.717508Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T13:29:51.062308Z

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 5c5eceea-8ea7-477f-87b3-9750e7750afd · inbound

Metastable Dynamics of Chain-of-Thought Reasoning: Provable Benefits of Search, RL and Distillation cites this paper.

Metastable Dynamics of Chain-of-Thought Reasoning: Provable Benefits of Search, RL and Distillation Attention with Markov: A Framework for Principled Analysis of Transformers via Markov Chains

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-09T17:37:40.717508Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a02e53bf-6ec5-4938-bf2f-69f888e28f0c · inbound

The LZ78 Source cites this paper.

The LZ78 Source Attention with Markov: A Framework for Principled Analysis of Transformers via Markov Chains

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-05-23T00:07:17.231665Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 8eb17972-7e6c-452b-af2d-c5a80bfb5149 · 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 Attention with Markov: A Framework for Principled Analysis of Transformers via Markov Chains

Reference 34

Resolution: verified exact; arxiv_id, observed 2026-05-19T10:37:15.055412Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 9136c071-c921-468c-b820-01f716a8a1f9 · inbound

Unified Multimodal Understanding via Byte-Pair Visual Encoding cites this paper.

Unified Multimodal Understanding via Byte-Pair Visual Encoding Attention with Markov: A Framework for Principled Analysis of Transformers via Markov Chains

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-06T21:41:54.806449Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 84f42dc5-7d1a-47b6-9345-6936b10699d7 · inbound

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

Selective Induction Heads: How Transformers Select Causal Structures In Context Attention with Markov: A Framework for Principled Analysis of Transformers via Markov Chains

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-04T21:11:43.916393Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a04c3354-3e1e-40f7-aa01-4d7cff6571b9 · inbound

Structure Before Collapse: Transient semantic geometry in next-token prediction cites this paper.

Structure Before Collapse: Transient semantic geometry in next-token prediction Attention with Markov: A Framework for Principled Analysis of Transformers via Markov Chains

Reference 65

Resolution: metadata mismatch; arxiv_id, observed 2026-07-04T13:29:51.063729Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation f6d5b465-2f72-476d-980c-01849653f47b · inbound

Induction Heads Interpolate N-Grams cites this paper.

Induction Heads Interpolate N-Grams Attention with Markov: A Framework for Principled Analysis of Transformers via Markov Chains

Reference 7

Resolution: unresolved; no resolver link, observed 2026-07-12T06:58:39.213932Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.