Paper Citation Record · LEDGER

Directed Graph Grammars for Sequence-based Learning

As of 9 August 2026, this Paper Citation Record lists 17 of 17 outbound references and 0 inbound Pith citation observations for arXiv:2505.22949.

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

pith.paper-citation-record.v1
2505.22949 v1

Coverage vector

measured 17 of 17 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T13:07:35.083225Z

measured 17 of 17 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 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

17 of 17 outbound references displayed

verified exact0
verified fuzzy9
unresolved8
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a0c56361-5055-45fd-9cc1-5fbcef088182 · outbound

This paper cites It has various options for pruning the search.

Directed Graph Grammars for Sequence-based Learning It has various options for pruning the search

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:07:37.175783Z

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 5cc66f69-ef89-4ceb-968f-6cde5560a8c7 · outbound

This paper cites (c) Heuristic (O(n)): (Repeat K times) Initialize a random node, iterate over all remaining nodes in random order, adding any that satisfies clique condition.

Directed Graph Grammars for Sequence-based Learning (c) Heuristic (O(n)): (Repeat K times) Initialize a random node, iterate over all remaining nodes in random order, adding any that satisfies clique condition

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:07:36.997936Z

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 f8dff32b-784d-4ce5-bd03-aa1db9a422d5 · outbound

This paper cites if a neighbor has edge direction d, edge label β, and label σ, form an edge with direction d′ labeled γ to node x ∈ VS.

Directed Graph Grammars for Sequence-based Learning if a neighbor has edge direction d, edge label β, and label σ, form an edge with direction d′ labeled γ to node x ∈ VS

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:07:36.863879Z

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 27c3e2f8-895c-4eb8-a9c8-572c273105f7 · outbound

This paper cites an unresolved cited work.

Directed Graph Grammars for Sequence-based Learning Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:07:35.631431Z

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 4542ee50-c1f7-4a2d-a3a4-d56879904270 · outbound

This paper cites an unresolved cited work.

Directed Graph Grammars for Sequence-based Learning Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:07:35.477942Z

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 3ec81810-95fe-4fa3-b5b5-330959134017 · outbound

This paper cites is a possible circuit topol- ogy.

Directed Graph Grammars for Sequence-based Learning is a possible circuit topol- ogy

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:07:35.294617Z

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 063cc1a4-5632-40de-a411-e10182f1ef51 · outbound

This paper cites sub-datasets.

Directed Graph Grammars for Sequence-based Learning sub-datasets

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:07:36.715950Z

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 92979d8f-1b76-43d3-8ea5-2d07e4fc6edc · outbound

This paper cites motif size.

Directed Graph Grammars for Sequence-based Learning motif size

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:07:36.547720Z

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 ff65329a-b567-454e-90ba-57bd98ca5fdb · outbound

This paper cites Because the focus of our work is not pretraining, we did not invest the time to pretrain the encoder separately.

Directed Graph Grammars for Sequence-based Learning Because the focus of our work is not pretraining, we did not invest the time to pretrain the encoder separately

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:07:36.378898Z

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 4bd22e4f-4739-4bd8-bc2b-221c6e43d17a · outbound

This paper cites an unresolved cited work.

Directed Graph Grammars for Sequence-based Learning Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:07:36.251609Z

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 a10312a2-f3de-4fa0-ba60-1c4fa99a5133 · outbound

This paper cites (4) 20 Directed Graph Grammars for Sequence-based Learning.

Directed Graph Grammars for Sequence-based Learning (4) 20 Directed Graph Grammars for Sequence-based Learning

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:07:36.087842Z

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 7baf0d00-ddd5-43ea-be63-aee6dd2a9174 · outbound

This paper cites an unresolved cited work.

Directed Graph Grammars for Sequence-based Learning Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:07:35.923006Z

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 b4928605-4670-48d2-a61c-4181c3d93346 · outbound

This paper cites Controls how closely the encoder’s latent distribution matches the prior.

Directed Graph Grammars for Sequence-based Learning Controls how closely the encoder’s latent distribution matches the prior

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:07:35.821006Z

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 24abc551-30ab-4b75-9b0b-51d57c65193d · outbound

This paper cites Generating Sentences from a Continuous Space.

Directed Graph Grammars for Sequence-based Learning Generating Sentences from a Continuous Space

Reference 619

Resolution: unresolved; no resolver link, observed 2026-08-07T13:07:34.214666Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e8ee550c-1ce9-4159-82c6-2c1f5ee10a39 · outbound

This paper cites Directed Acyclic Graph Neural Networks.

Directed Graph Grammars for Sequence-based Learning Directed Acyclic Graph Neural Networks

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-07T13:07:34.358820Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 587ee356-53b1-41aa-aa5c-f215bae2775a · outbound

This paper cites Scaling Laws for Neural Language Models.

Directed Graph Grammars for Sequence-based Learning Scaling Laws for Neural Language Models

Reference 2332

Resolution: unresolved; no resolver link, observed 2026-08-07T13:07:34.275994Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 63c196a4-b871-4041-9f38-45accc6389c9 · outbound

This paper cites Learning Bayesian Networks with the bnlearn R Package.

Directed Graph Grammars for Sequence-based Learning Learning Bayesian Networks with the bnlearn R Package

Reference 4104

Resolution: unresolved; no resolver link, observed 2026-08-07T13:07:34.329440Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.