Paper Citation Record · LEDGER

Omni TM-AE: A Scalable and Interpretable Embedding Model Using the Full Tsetlin Machine State Space

As of 21 August 2026, this Paper Citation Record lists 26 of 26 outbound references and 2 inbound Pith citation observations for arXiv:2505.16386.

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

pith.paper-citation-record.v1
2505.16386 v1

Coverage vector

measured 26 of 26 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:07:20.526357Z

measured 28 of 28 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T23:21:12.969650Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-11T05:00:56.002455Z

Reference resolution

26 of 26 outbound references displayed

verified exact2
verified fuzzy13
unresolved9
parse uncertain0
malformed identifier0
metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a53f4cd5-9c5c-4b0d-bbfb-ff53fb1bedb8 · outbound

This paper cites Darshana Abeyrathna, Ahmed A.

Omni TM-AE: A Scalable and Interpretable Embedding Model Using the Full Tsetlin Machine State Space Darshana Abeyrathna, Ahmed A

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:07:23.834152Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 81394edd-72f9-45af-8912-eebf07a9c92c · outbound

This paper cites Massively parallel and asynchronous Tsetlin machine architecture supporting almost constant-time scaling.

Omni TM-AE: A Scalable and Interpretable Embedding Model Using the Full Tsetlin Machine State Space Massively parallel and asynchronous Tsetlin machine architecture supporting almost constant-time scaling

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:07:23.677043Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 5cb9422b-f297-49ab-b521-13f2577559d1 · outbound

This paper cites Tsetlin machine embedding: Representing words using logical expressions.

Omni TM-AE: A Scalable and Interpretable Embedding Model Using the Full Tsetlin Machine State Space Tsetlin machine embedding: Representing words using logical expressions

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:07:23.506906Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 8124c410-1950-4408-b656-6eff822e37fa · outbound

This paper cites Enriching word vectors with subword information.

Omni TM-AE: A Scalable and Interpretable Embedding Model Using the Full Tsetlin Machine State Space Enriching word vectors with subword information

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:07:23.331665Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 4a872e37-dfb0-4f90-b6b4-96476e3fd6e9 · outbound

This paper cites One Billion Word Benchmark for Measuring Progress in Statistical Language Modeling.

Omni TM-AE: A Scalable and Interpretable Embedding Model Using the Full Tsetlin Machine State Space One Billion Word Benchmark for Measuring Progress in Statistical Language Modeling

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T15:07:19.086972Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7fa95588-800b-4ec8-885e-df6f087c807a · outbound

This paper cites Coalesced Multi-Output Tsetlin Machines with Clause Sharing.

Omni TM-AE: A Scalable and Interpretable Embedding Model Using the Full Tsetlin Machine State Space Coalesced Multi-Output Tsetlin Machines with Clause Sharing

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T15:07:19.137403Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4752c856-04fd-458b-8738-d1555ad4cd2a · outbound

This paper cites The Tsetlin Machine -- A Game Theoretic Bandit Driven Approach to Optimal Pattern Recognition with Propositional Logic.

Omni TM-AE: A Scalable and Interpretable Embedding Model Using the Full Tsetlin Machine State Space The Tsetlin Machine -- A Game Theoretic Bandit Driven Approach to Optimal Pattern Recognition with Propositional Logic

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T15:07:19.192374Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a28e6e08-1b33-4ba9-a6f6-6dbb0c94ceb2 · outbound

This paper cites An Optimized Toolbox for Advanced Image Processing with Tsetlin Machine Composites.

Omni TM-AE: A Scalable and Interpretable Embedding Model Using the Full Tsetlin Machine State Space An Optimized Toolbox for Advanced Image Processing with Tsetlin Machine Composites

Reference 8

Resolution: metadata mismatch; local_arxiv, observed 2026-08-07T15:07:21.464637Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 1d2ea677-4c07-42ba-a018-513a34b8ca35 · outbound

This paper cites Interpretable rule-based architecture for GNSS jamming signal classification.

Omni TM-AE: A Scalable and Interpretable Embedding Model Using the Full Tsetlin Machine State Space Interpretable rule-based architecture for GNSS jamming signal classification

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T15:07:19.339632Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 11224432-b147-40ca-b806-360e2c4e84bb · outbound

This paper cites Darshana Abeyrathna.

Omni TM-AE: A Scalable and Interpretable Embedding Model Using the Full Tsetlin Machine State Space Darshana Abeyrathna

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T15:07:19.432151Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation af660f0b-1bc6-448c-96de-4ec3982f8c47 · outbound

This paper cites Exploring State Space and Reasoning by Elimination in Tsetlin Machines.

Omni TM-AE: A Scalable and Interpretable Embedding Model Using the Full Tsetlin Machine State Space Exploring State Space and Reasoning by Elimination in Tsetlin Machines

Reference 11

Resolution: metadata mismatch; local_arxiv, observed 2026-08-07T15:07:21.259842Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation c8077d0d-72f7-4db4-812a-e468c3588c32 · outbound

This paper cites Kadhim, Lei Jiao, Rishad Shafik, Ole-Christoffer Granmo, and Bimal Bhattarai.

Omni TM-AE: A Scalable and Interpretable Embedding Model Using the Full Tsetlin Machine State Space Kadhim, Lei Jiao, Rishad Shafik, Ole-Christoffer Granmo, and Bimal Bhattarai

Reference 12

Resolution: verified exact; raw_fallback, observed 2026-08-07T15:07:21.093161Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 89e8258a-7fb4-4572-b775-64806ce5cb82 · outbound

This paper cites Maas, Raymond E.

Omni TM-AE: A Scalable and Interpretable Embedding Model Using the Full Tsetlin Machine State Space Maas, Raymond E

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:07:23.115187Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation d29aeea6-a327-4d5c-95d1-fe65dfc5ac91 · outbound

This paper cites REDRESS: Generating compressed models for edge inference using Tsetlin machines.

Omni TM-AE: A Scalable and Interpretable Embedding Model Using the Full Tsetlin Machine State Space REDRESS: Generating compressed models for edge inference using Tsetlin machines

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T15:07:19.575573Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c2482a28-87b2-4504-adf6-8e767ddc696c · outbound

This paper cites Efficient Estimation of Word Representations in Vector Space.

Omni TM-AE: A Scalable and Interpretable Embedding Model Using the Full Tsetlin Machine State Space Efficient Estimation of Word Representations in Vector Space

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T15:07:19.614292Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 24fdda8e-7c92-4cc2-8c93-9420e4ce8a47 · outbound

This paper cites Glove: Global vectors for word representation.

Omni TM-AE: A Scalable and Interpretable Embedding Model Using the Full Tsetlin Machine State Space Glove: Global vectors for word representation

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:07:22.980086Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 74a5b9d0-b461-439c-82da-f3a31531a797 · outbound

This paper cites FedTMOS : Efficient one-shot federated learning with T setlin machine.

Omni TM-AE: A Scalable and Interpretable Embedding Model Using the Full Tsetlin Machine State Space FedTMOS : Efficient one-shot federated learning with T setlin machine

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T15:07:19.811993Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 30687800-afff-43dc-a325-ce70433c061b · outbound

This paper cites Tsetlin machine for solving contextual bandit problems.

Omni TM-AE: A Scalable and Interpretable Embedding Model Using the Full Tsetlin Machine State Space Tsetlin machine for solving contextual bandit problems

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:07:22.773837Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 9261f110-4ef4-4f51-bb57-010f8866d157 · outbound

This paper cites Drop clause: Enhancing performance, robustness and pattern recognition capabilities of the Tsetlin machine.

Omni TM-AE: A Scalable and Interpretable Embedding Model Using the Full Tsetlin Machine State Space Drop clause: Enhancing performance, robustness and pattern recognition capabilities of the Tsetlin machine

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:07:22.658066Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 2c2ef932-6e13-4deb-a555-9feee02c05a3 · outbound

This paper cites Tsetlin machine-based image classification FPGA accelerator with on-device training.

Omni TM-AE: A Scalable and Interpretable Embedding Model Using the Full Tsetlin Machine State Space Tsetlin machine-based image classification FPGA accelerator with on-device training

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:07:22.515914Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 755c115d-a2d4-429b-adde-c0aad48dbcc9 · outbound

This paper cites An All-digital 8.6-nJ/Frame 65-nm Tsetlin Machine Image Classification Accelerator.

Omni TM-AE: A Scalable and Interpretable Embedding Model Using the Full Tsetlin Machine State Space An All-digital 8.6-nJ/Frame 65-nm Tsetlin Machine Image Classification Accelerator

Reference 21

Resolution: verified exact; local_arxiv, observed 2026-08-07T15:07:20.688607Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 6fe1c7da-8120-406a-b466-4f241ebf28f8 · outbound

This paper cites Attention is all you need.

Omni TM-AE: A Scalable and Interpretable Embedding Model Using the Full Tsetlin Machine State Space Attention is all you need

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:07:22.307316Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 82a44d7c-4c7a-4eb9-8984-6b6d9409310f · outbound

This paper cites Human-level interpretable learning for aspect-based sentiment analysis.

Omni TM-AE: A Scalable and Interpretable Embedding Model Using the Full Tsetlin Machine State Space Human-level interpretable learning for aspect-based sentiment analysis

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:07:22.099591Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation d688767e-d4ae-469d-a62b-511d21b41fae · outbound

This paper cites Enhancing interpretable clauses semantically using pretrained word representation.

Omni TM-AE: A Scalable and Interpretable Embedding Model Using the Full Tsetlin Machine State Space Enhancing interpretable clauses semantically using pretrained word representation

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:07:21.897670Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation e77c8700-7ba9-4e07-87db-a4c82282954f · outbound

This paper cites Robust interpretable text classification against spurious correlations using AND-rules with negation.

Omni TM-AE: A Scalable and Interpretable Embedding Model Using the Full Tsetlin Machine State Space Robust interpretable text classification against spurious correlations using AND-rules with negation

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:07:21.679909Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 7ca959c5-1103-45a2-a752-082507502cff · outbound

This paper cites On the convergence of Tsetlin machines for the IDENTITY - and NOT Operators.

Omni TM-AE: A Scalable and Interpretable Embedding Model Using the Full Tsetlin Machine State Space On the convergence of Tsetlin machines for the IDENTITY - and NOT Operators

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-07T15:07:20.526357Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 5bd2502c-69f8-4247-9ce0-df2673d2ee0e · inbound

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models cites this paper.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models Omni TM-AE: A Scalable and Interpretable Embedding Model Using the Full Tsetlin Machine State Space

Reference 201

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:12.969650Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bd004e3c-db02-4d44-b8b7-e5934a4f00fb · inbound

FastOmniTMAE: Parallel Clause Learning for Scalable and Hardware-Efficient Tsetlin Embeddings cites this paper.

FastOmniTMAE: Parallel Clause Learning for Scalable and Hardware-Efficient Tsetlin Embeddings Omni TM-AE: A Scalable and Interpretable Embedding Model Using the Full Tsetlin Machine State Space

Reference 14

Resolution: verified exact; arxiv_id, observed 2026-05-11T05:00:56.006571Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.