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Paper Citation Record · LEDGER

Directional Non-Commutative Monoidal Structures for Compositional Embeddings in Machine Learning

As of 8 August 2026, this Paper Citation Record lists 24 of 24 outbound references and 5 inbound Pith citation observations for arXiv:2505.15507.

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

pith.paper-citation-record.v1
2505.15507 v1

Coverage vector

measured 24 of 24 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:23:34.371185Z

measured 29 of 29 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 5 of 5 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T12:28:26.062143Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-25T04:45:20.322782Z

Reference resolution

24 of 24 outbound references displayed

  • verified exact1
  • verified fuzzy12
  • unresolved11
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 169ec391-eba8-4998-8ac1-1ffd11fda108 · outbound

This paper cites Mac Lane.

Directional Non-Commutative Monoidal Structures for Compositional Embeddings in Machine Learning Mac Lane

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:23:39.417558Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation d6acc554-12a8-44d3-9176-391d6cfd6528 · outbound

This paper cites Mitchell and M.

Directional Non-Commutative Monoidal Structures for Compositional Embeddings in Machine Learning Mitchell and M

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:23:39.204051Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:23:31.988940Z digest=sha256:5f6f4f6ea5725feeebbc2fdff2ae48be01a775237ef3b8c32ae19aa2ae5cadb0

Observation 62fda000-0372-44ea-a3fa-7ed0e84c6457 · outbound

This paper cites Sabour, N.

Directional Non-Commutative Monoidal Structures for Compositional Embeddings in Machine Learning Sabour, N

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:23:39.033706Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 53a09cdf-6592-46bc-8325-6a74a23f4e55 · outbound

This paper cites Gilmer, S.

Directional Non-Commutative Monoidal Structures for Compositional Embeddings in Machine Learning Gilmer, S

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:23:38.788912Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:23:32.140701Z digest=sha256:b15be367f8c5ca77a45f88e209bd9279101f1e615f7e6fa3a047c52fff3531ae

Observation d7caaca9-9ed3-471f-8979-5b2ff73f5a82 · outbound

This paper cites Coecke, M.

Directional Non-Commutative Monoidal Structures for Compositional Embeddings in Machine Learning Coecke, M

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:23:38.483863Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 2112df82-4d81-400c-83a2-73a0532b7a9e · outbound

This paper cites Baroni and R.

Directional Non-Commutative Monoidal Structures for Compositional Embeddings in Machine Learning Baroni and R

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:23:38.161331Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:23:32.240047Z digest=sha256:9f6cccec37d553e6778ca5f40ce093e28dfc49e2b47fcd02c0a451159cb2e4c8

Observation af5f5cd0-37e5-414e-9380-3e12b7bf175b · outbound

This paper cites Rudolph and E.

Directional Non-Commutative Monoidal Structures for Compositional Embeddings in Machine Learning Rudolph and E

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:23:37.860004Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:23:32.275902Z digest=sha256:9b2442ece69bf29742a755eeec9b9ef5839b13083bc5762fee1226973d8bfc6b

Observation 3e2019f2-3245-463b-aa71-66767c44f072 · outbound

This paper cites Socher, B.

Directional Non-Commutative Monoidal Structures for Compositional Embeddings in Machine Learning Socher, B

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:23:37.555877Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 55b52bb0-d3b6-42db-84c3-9542e8e72968 · outbound

This paper cites V aswani, N.

Directional Non-Commutative Monoidal Structures for Compositional Embeddings in Machine Learning V aswani, N

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:23:37.160483Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:23:32.351697Z digest=sha256:007bf8a31f22e29f2064406f0336e6945fb1fd1c8cd1c73a81f694ab076978d2

Observation 7a467c97-4c7e-4cf6-a5c9-c67fdad4363f · outbound

This paper cites an unresolved cited work.

Directional Non-Commutative Monoidal Structures for Compositional Embeddings in Machine Learning Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-07T15:23:36.885955Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation b90e8319-3ce7-43f4-8a65-476fd5b713cb · outbound

This paper cites an unresolved cited work.

Directional Non-Commutative Monoidal Structures for Compositional Embeddings in Machine Learning Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-07T15:23:36.615267Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:23:32.514929Z digest=sha256:e54883e81f73d4dc194bb6488a01b8a99c6e6fdd00b98c9334b9bcce04268763

Observation 70259861-069e-412b-b531-6084f86eaf7d · outbound

This paper cites Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer.

Directional Non-Commutative Monoidal Structures for Compositional Embeddings in Machine Learning Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-07T15:23:32.655174Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:23:32.655174Z digest=sha256:2116f3690005ad636e5d3aa214550e2f33ddacb97a73a4c2dcc44eceb8706b22

Observation 85bbe20f-c6b7-472b-914d-35e1b4a16d5f · outbound

This paper cites Aguiar and S.

Directional Non-Commutative Monoidal Structures for Compositional Embeddings in Machine Learning Aguiar and S

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:23:36.216311Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:23:32.791304Z digest=sha256:3ec94a063942b7ddab088ae32f2e11ebf54a77e332547a9116385b28886882db

Observation e34019b8-d9ba-40f0-a4ad-93ed65d5aa46 · outbound

This paper cites an unresolved cited work.

Directional Non-Commutative Monoidal Structures for Compositional Embeddings in Machine Learning Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-07T15:23:35.906851Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:23:33.001293Z digest=sha256:f1406ce874cc2fbe9935fda72b13aa0736eed50b48b8a4d9f794dc2bac792472

Observation fae5d155-19a5-48a2-a24c-b6e12fed6ff7 · outbound

This paper cites Balteanu, Z.

Directional Non-Commutative Monoidal Structures for Compositional Embeddings in Machine Learning Balteanu, Z

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:23:35.582689Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:23:33.134083Z digest=sha256:e1aa4bf9a7cf5bf016eb117879eff82f3ec2fb4f2e5eadf7705b47d0b255797e

Observation cc7b863c-515f-42fd-b7ed-c7d7ba7b3912 · outbound

This paper cites Cichocki, N.

Directional Non-Commutative Monoidal Structures for Compositional Embeddings in Machine Learning Cichocki, N

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:23:35.287382Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:23:33.271086Z digest=sha256:b636e106f6368ed15fcba8b1a311220e24e1c7a9f75c1de829c7f741ec139805

Observation 815400c3-384c-445b-b7d7-a56b01cfb48b · outbound

This paper cites RoFormer: Enhanced Transformer with Rotary Position Embedding.

Directional Non-Commutative Monoidal Structures for Compositional Embeddings in Machine Learning RoFormer: Enhanced Transformer with Rotary Position Embedding

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-07T15:23:33.390015Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:23:33.390015Z digest=sha256:8567ae66adb6547ed83a91054c7e675637c8d903fc71e2a035f8eb0ae7f020ca

Observation 8843e37b-8c22-4118-ba7c-26ceab61d659 · outbound

This paper cites Rotary Position Embedding for Vision Transformer.

Directional Non-Commutative Monoidal Structures for Compositional Embeddings in Machine Learning Rotary Position Embedding for Vision Transformer

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-07T15:23:33.614694Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:23:33.614694Z digest=sha256:f9c556a2071e2705c158b98c5dcaa533330435128dcc9f9a549e3b1392c13df9

Observation 14e2d092-5ddd-48b9-86b6-7ee05dc72463 · outbound

This paper cites DeBERTa: Decoding-enhanced BERT with Disentangled Attention.

Directional Non-Commutative Monoidal Structures for Compositional Embeddings in Machine Learning DeBERTa: Decoding-enhanced BERT with Disentangled Attention

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-07T15:23:33.742269Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:23:33.742269Z digest=sha256:ac8e7ef825896a5dbcdabde83e0558b290c22e34a057ef07a6223685274f5e62

Observation eac20ea5-6869-4e26-9879-491a42618d25 · outbound

This paper cites Neelakantan, K.

Directional Non-Commutative Monoidal Structures for Compositional Embeddings in Machine Learning Neelakantan, K

Reference 20

Resolution
verified exact
raw_fallback, observed 2026-08-07T15:23:34.895926Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:23:33.882931Z digest=sha256:c8b3ce92318ef332828db51faf4863114a7e0082a4aa60837129542d40fbb460

Observation 460733f2-f682-4b7b-910c-74f9ecd56756 · outbound

This paper cites Efficiently Modeling Long Sequences with Structured State Spaces.

Directional Non-Commutative Monoidal Structures for Compositional Embeddings in Machine Learning Efficiently Modeling Long Sequences with Structured State Spaces

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-07T15:23:33.992490Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:23:33.992490Z digest=sha256:9b9ca15fd4de5e2c18a79f6e8c4e60b622a4bf4493e4cdf03f200cf3d362d200

Observation 996648a7-754d-4887-a0b5-ec61406fcea1 · outbound

This paper cites Hyena Hierarchy: Towards Larger Convolutional Language Models.

Directional Non-Commutative Monoidal Structures for Compositional Embeddings in Machine Learning Hyena Hierarchy: Towards Larger Convolutional Language Models

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-07T15:23:34.109068Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:23:34.109068Z digest=sha256:669997fd43c8315a3c651ab60c62b6f2fc5ac7432bad76976ac1626342c9317c

Observation 9998e6ce-5f45-445a-9187-5e56665e4be0 · outbound

This paper cites Mamba: Linear-Time Sequence Modeling with Selective State Spaces.

Directional Non-Commutative Monoidal Structures for Compositional Embeddings in Machine Learning Mamba: Linear-Time Sequence Modeling with Selective State Spaces

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-07T15:23:34.223253Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:23:34.223253Z digest=sha256:35ba4b3ba177dbe6e9d9a963eb7410ac189a3b356b290bce30e7e152120f80a3

Observation 5592d445-b953-4432-9af4-55e3ef3ac710 · outbound

This paper cites Operadic categories and 2-Segal sets.

Directional Non-Commutative Monoidal Structures for Compositional Embeddings in Machine Learning Operadic categories and 2-Segal sets

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-07T15:23:34.371185Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:23:34.371185Z digest=sha256:985ca97dcfe80d4244c9732c673e446836b2267756cf40b88f033886a8570d7a

Pith citing papers

Observation c88c17f0-29ea-40d7-98ae-e24f309d1f41 · inbound

Directional Non-Commutative Monoidal Structures with Interchange Law via Commutative Generators cites this paper.

Directional Non-Commutative Monoidal Structures with Interchange Law via Commutative Generators Directional Non-Commutative Monoidal Structures for Compositional Embeddings in Machine Learning

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-07T12:28:26.062143Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:28:26.062143Z digest=sha256:86ff865e537b6b0e1b873f4bf35e4921e834c1a9a2bf695aa3344f804ef1a5ec

Observation 6405777f-400b-4db7-b120-71e46f7bd831 · inbound

Directional Non-Commutative Monoidal Embeddings for MNIST cites this paper.

Directional Non-Commutative Monoidal Embeddings for MNIST Directional Non-Commutative Monoidal Structures for Compositional Embeddings in Machine Learning

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-07T11:07:46.645351Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:07:46.645351Z digest=sha256:ac7dc23e07ce733b66832712751f978acfd2e5e2022afea2ff3e86832efcbda8

Observation 6bf5e5e2-cc82-420c-bfcb-58335dcb54c9 · inbound

JoFormer (Journey-based Transformer): Theory and Empirical Analysis on the Tiny Shakespeare Dataset cites this paper.

JoFormer (Journey-based Transformer): Theory and Empirical Analysis on the Tiny Shakespeare Dataset Directional Non-Commutative Monoidal Structures for Compositional Embeddings in Machine Learning

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-07T05:10:50.642197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:10:50.642197Z digest=sha256:0080af93a80cb113dd71f4ecdbbf2dec2982ec25009a1cc55b468faff5b0f592

Observation d433bafd-1fbb-49bb-8054-9c5956afa970 · inbound

Commutator-Induced Uncertainty in VAEs cites this paper.

Commutator-Induced Uncertainty in VAEs Directional Non-Commutative Monoidal Structures for Compositional Embeddings in Machine Learning

Reference 58

Resolution
verified exact
arxiv_id, observed 2026-05-25T04:45:20.325909Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-05-25T04:42:39.399803Z digest=sha256:d506714593d1d2a2e58d4789c817e644feb474979c3536d9d0657b1fd6f601f1

Observation ccb0602b-dcb4-4802-93b5-9f6737157389 · inbound

Journey Operators for Structured Multi-Axis Composition cites this paper.

Journey Operators for Structured Multi-Axis Composition Directional Non-Commutative Monoidal Structures for Compositional Embeddings in Machine Learning

Reference 25

Resolution
unresolved
no resolver link, observed 2026-07-30T21:28:26.173311Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-30T21:28:26.173311Z digest=sha256:3c7852ed029128fac6a4fe12543b6e5920464e6bee674f0501d2c7d1a0b24fea