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Paper Citation Record · LEDGER

Decoding Complexity: Intelligent Pattern Exploration with CHPDA (Context Aware Hybrid Pattern Detection Algorithm)

As of 15 August 2026, this Paper Citation Record lists 22 of 22 outbound references and 0 inbound Pith citation observations for arXiv:2502.07815.

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

pith.paper-citation-record.v1
2502.07815 v1

Coverage vector

measured 22 of 22 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-08T17:59:44.083393Z

measured 22 of 22 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+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

22 of 22 outbound references displayed

  • verified exact4
  • verified fuzzy16
  • unresolved2
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 851ffa9c-dbdd-42a4-b0c8-d3dc4c88baf5 · outbound

This paper cites Balancing Patient Privacy and Health Data Security: The Role of Compliance in Protected Health Information (PHI) Sharing.

Decoding Complexity: Intelligent Pattern Exploration with CHPDA (Context Aware Hybrid Pattern Detection Algorithm) Balancing Patient Privacy and Health Data Security: The Role of Compliance in Protected Health Information (PHI) Sharing

Reference 1

Resolution
verified exact
local_arxiv, observed 2026-08-08T17:59:44.196082Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-08T17:59:43.975146Z digest=sha256:c60dd78ba0964f9a4f4c575b800ddf52f97d7d4f89c1e989e836fd0c01def152

Observation 7f8d535e-900d-41f0-825e-c70476008b92 · outbound

This paper cites an unresolved cited work.

Decoding Complexity: Intelligent Pattern Exploration with CHPDA (Context Aware Hybrid Pattern Detection Algorithm) Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-08T17:59:44.482213Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-08T17:59:43.981064Z digest=sha256:e70dba6d894d70e2b546974de23ae007b310e8cb28864ef49a4286419e90f1bf

Observation 7edb2eed-e83d-4c87-8d3d-57768fa88e26 · outbound

This paper cites Vietnamese Named Entity Recognition using Token Regular Expressions and Bidirectional Inference.

Decoding Complexity: Intelligent Pattern Exploration with CHPDA (Context Aware Hybrid Pattern Detection Algorithm) Vietnamese Named Entity Recognition using Token Regular Expressions and Bidirectional Inference

Reference 3

Resolution
verified exact
local_arxiv, observed 2026-08-08T17:59:44.173625Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-08T17:59:43.986823Z digest=sha256:93d62371d9271a42dd61f56afd1a7b46f8e110333242621bb9ae06f8731a3452

Observation b930838b-93a1-437e-a041-c3a664c45bc7 · outbound

This paper cites A review on evaluation metrics for data classification evaluations.

Decoding Complexity: Intelligent Pattern Exploration with CHPDA (Context Aware Hybrid Pattern Detection Algorithm) A review on evaluation metrics for data classification evaluations

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T17:59:44.467291Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-08T17:59:43.992072Z digest=sha256:ae11a3ba98429b831fb98715491ba6dbd05cc0f449307f57dc7b027f1aed1a43

Observation a4dd2015-b14d-4e09-9c3e-6497d46d8d4b · outbound

This paper cites PAMPO: using pattern matching and pos-tagging for effective Named Entities recognition in Portuguese.

Decoding Complexity: Intelligent Pattern Exploration with CHPDA (Context Aware Hybrid Pattern Detection Algorithm) PAMPO: using pattern matching and pos-tagging for effective Named Entities recognition in Portuguese

Reference 5

Resolution
verified exact
local_arxiv, observed 2026-08-08T17:59:44.150525Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-08T17:59:43.997273Z digest=sha256:54905c0e5d766891a3bcf6cf8f67d910afd95dc41c8def7dc12f216bbf8905b1

Observation 1ccbbc57-c79f-465b-9368-ed02e0bc9b1c · outbound

This paper cites ECombining Regular Expressions and Supervised Algorithms for Clinical Text Classification.

Decoding Complexity: Intelligent Pattern Exploration with CHPDA (Context Aware Hybrid Pattern Detection Algorithm) ECombining Regular Expressions and Supervised Algorithms for Clinical Text Classification

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T17:59:44.452451Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-08T17:59:44.003920Z digest=sha256:00dfcbace4f4b6a59a839e12ce440384ab3cae1da1d633343f6b9409aca111ae

Observation ab97da4c-1d48-4b7f-befc-c07afd2a6657 · outbound

This paper cites Integrating Regular Expressions with Neural Networks via DFA.

Decoding Complexity: Intelligent Pattern Exploration with CHPDA (Context Aware Hybrid Pattern Detection Algorithm) Integrating Regular Expressions with Neural Networks via DFA

Reference 7

Resolution
verified exact
local_arxiv, observed 2026-08-08T17:59:44.126254Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-08T17:59:44.009607Z digest=sha256:95c4fd9e0995d0da148f7f570fda1302aec999b13f179f151f4e3f783c4bf57b

Observation f8f2be57-9a30-4a11-ab58-60fedfaf0e41 · outbound

This paper cites Differential privacy and the 2020 US Census MIT Schwarzman College of Computing, 2022.

Decoding Complexity: Intelligent Pattern Exploration with CHPDA (Context Aware Hybrid Pattern Detection Algorithm) Differential privacy and the 2020 US Census MIT Schwarzman College of Computing, 2022

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T17:59:44.436006Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-08T17:59:44.015009Z digest=sha256:25dfecbb928677cc9258649b48c0e27a84cab84cc289199cb817235247e960ea

Observation cf828caa-85dd-46fc-96e5-e3665d44129e · outbound

This paper cites A Literary Review of Pattern Matching Techniques in Network Intrusion Detection.

Decoding Complexity: Intelligent Pattern Exploration with CHPDA (Context Aware Hybrid Pattern Detection Algorithm) A Literary Review of Pattern Matching Techniques in Network Intrusion Detection

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T17:59:44.420810Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-08T17:59:44.020067Z digest=sha256:32a06f91f42f0533cd4bd97157ca8fbfaff912bcf8f04b38052815f5c5cf82f3

Observation e271565b-7dfe-43c5-9140-e6e4b4cc9017 · outbound

This paper cites An investigation into performance-related issues of regular expression matching˙ Stellenbosch: Stellenbosch University, 2022.

Decoding Complexity: Intelligent Pattern Exploration with CHPDA (Context Aware Hybrid Pattern Detection Algorithm) An investigation into performance-related issues of regular expression matching˙ Stellenbosch: Stellenbosch University, 2022

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T17:59:44.405155Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-08T17:59:44.024791Z digest=sha256:9a80b0ffc9903fb5b27963180b26c5e4f48606beb9057a60aef955472daaaed2

Observation 085f3537-18e4-4841-b69e-6f993c2c43f2 · outbound

This paper cites Bert: Pre-training of deep bidirectional transformers for language understanding.

Decoding Complexity: Intelligent Pattern Exploration with CHPDA (Context Aware Hybrid Pattern Detection Algorithm) Bert: Pre-training of deep bidirectional transformers for language understanding

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T17:59:44.388675Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-08T17:59:44.030080Z digest=sha256:5d0411cfdb80fc45901df7adc180b3e84888a331ec44880cb08f9c8bedee61ab

Observation 7d9606db-20d7-4f5d-9f48-99d7555f8a8d · outbound

This paper cites an unresolved cited work.

Decoding Complexity: Intelligent Pattern Exploration with CHPDA (Context Aware Hybrid Pattern Detection Algorithm) Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-08T17:59:44.372913Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-08T17:59:44.035043Z digest=sha256:79c940304a49a7748f7721535fcc6aa28105f073e9dd02540eccf75e26316bce

Observation c571d1ae-8dde-4f1d-8162-63525711b15d · outbound

This paper cites A survey on deep learning for named entity recognition.

Decoding Complexity: Intelligent Pattern Exploration with CHPDA (Context Aware Hybrid Pattern Detection Algorithm) A survey on deep learning for named entity recognition

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T17:59:44.357371Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-08T17:59:44.039985Z digest=sha256:fcc2b6ede7e5cb91a8be8cf5fd834032df24be4aefb22b77e7c46bddd6726b59

Observation a3bccf88-fbec-4a30-b08e-1815f0c95512 · outbound

This paper cites Combining Regular Expressions and Machine Learning for SQL Injection Detection in Urban Computing.

Decoding Complexity: Intelligent Pattern Exploration with CHPDA (Context Aware Hybrid Pattern Detection Algorithm) Combining Regular Expressions and Machine Learning for SQL Injection Detection in Urban Computing

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T17:59:44.341909Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-08T17:59:44.044746Z digest=sha256:7c90df85f882288135bd01b6eb94d49ef240d25906b0aec542d72464acc5a747

Observation 103e34f3-9c7a-4282-950e-853d4c7cfcec · outbound

This paper cites Analyzing the Efficacy of Microsoft Presidio in Identifying Social Security Numbers in Unstructured Text.

Decoding Complexity: Intelligent Pattern Exploration with CHPDA (Context Aware Hybrid Pattern Detection Algorithm) Analyzing the Efficacy of Microsoft Presidio in Identifying Social Security Numbers in Unstructured Text

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T17:59:44.326302Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-08T17:59:44.050108Z digest=sha256:9bb3c711cb626dfbc4be81facf77515ab44a76575c6c4e03ddd5141beffdd9ff

Observation 5433e987-81a7-455f-bee7-63a78bdfbd18 · outbound

This paper cites Hyperscan: A fast multi-pattern regex matcher for modern {CPUs}.

Decoding Complexity: Intelligent Pattern Exploration with CHPDA (Context Aware Hybrid Pattern Detection Algorithm) Hyperscan: A fast multi-pattern regex matcher for modern {CPUs}

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T17:59:44.310139Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-08T17:59:44.054873Z digest=sha256:11db9dfed5e5220e6fd1c267560cc44052d08a6b4b112f06d85616226faf53b0

Observation ee0ad972-d01c-47e7-b1cd-1093ecaadd97 · outbound

This paper cites RE2: a principled approach to regular expression matching.

Decoding Complexity: Intelligent Pattern Exploration with CHPDA (Context Aware Hybrid Pattern Detection Algorithm) RE2: a principled approach to regular expression matching

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T17:59:44.294829Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-08T17:59:44.059758Z digest=sha256:32b5ad2f8dc5a8a29634af5665e20e2f13dff86a4c5b52e2a0bf20492a8fbf51

Observation 7143adb6-6d22-44ff-bac4-1fc193dbe70e · outbound

This paper cites Energy and policy considerations for modern deep learning research.

Decoding Complexity: Intelligent Pattern Exploration with CHPDA (Context Aware Hybrid Pattern Detection Algorithm) Energy and policy considerations for modern deep learning research

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T17:59:44.278714Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-08T17:59:44.064669Z digest=sha256:6c08615ec185ddc3bd74b60ab2c0d82aa033b5e2038af7a3d022cf2924d59903

Observation 9050694b-4f68-4695-9a28-0b675ee550db · outbound

This paper cites Regular expressions in big data analytics.

Decoding Complexity: Intelligent Pattern Exploration with CHPDA (Context Aware Hybrid Pattern Detection Algorithm) Regular expressions in big data analytics

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T17:59:44.262308Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-08T17:59:44.069296Z digest=sha256:7362603a16110299a93511bfe313827ff91ef4755183b37f7dac45dcee651991

Observation b7daf227-3dfb-481e-9e84-8e5a969be81e · outbound

This paper cites Introduction to Hyperscan.

Decoding Complexity: Intelligent Pattern Exploration with CHPDA (Context Aware Hybrid Pattern Detection Algorithm) Introduction to Hyperscan

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T17:59:44.246039Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-08T17:59:44.073903Z digest=sha256:3f61b7f767fab58552fab6071df95bc90b3e90eb981f87d87f4a5e521b4707c2

Observation 15fed0de-829a-42fd-9582-524d723db74d · outbound

This paper cites Efficient string matching: an aid to bibliographic searchCommunications of the ACM, vol.

Decoding Complexity: Intelligent Pattern Exploration with CHPDA (Context Aware Hybrid Pattern Detection Algorithm) Efficient string matching: an aid to bibliographic searchCommunications of the ACM, vol

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T17:59:44.229480Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-08T17:59:44.078785Z digest=sha256:d75c968835d4ef22c11acf89f214714752a4c22c17e15e37e12c52a7776d9bb5

Observation dd203711-d3c7-4a71-a57e-ca1f3c55ad7b · outbound

This paper cites Journal Of Computer Science And Information Technologies, vol.

Decoding Complexity: Intelligent Pattern Exploration with CHPDA (Context Aware Hybrid Pattern Detection Algorithm) Journal Of Computer Science And Information Technologies, vol

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T17:59:44.211839Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-08T17:59:44.083393Z digest=sha256:836ef77a48bcaf85aa7df2f789652aedccd4ef443c5b91ee5a5ebbe4223b36f2

Pith citing papers

No inbound Pith citation observations are available.