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Paper Citation Record · LEDGER

LightMC: A Dynamic and Efficient Multiclass Decomposition Algorithm

As of 18 August 2026, this Paper Citation Record lists 35 of 35 outbound references and 0 inbound Pith citation observations for arXiv:1908.09362.

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

pith.paper-citation-record.v1
1908.09362 v1

Coverage vector

measured 35 of 35 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-14T11:18:03.498987Z

measured 35 of 35 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+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

35 of 35 outbound references displayed

  • verified exact0
  • verified fuzzy34
  • unresolved1
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d59605ff-574b-4869-9a58-df93920b1e2c · outbound

This paper cites Multi-column deep neural networks for image classification.

LightMC: A Dynamic and Efficient Multiclass Decomposition Algorithm Multi-column deep neural networks for image classification

Reference 1

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 92de3bed-0b1a-4849-843f-88df6bc4fd9e · outbound

This paper cites Text classification from labeled and unlabeled documents using em.

LightMC: A Dynamic and Efficient Multiclass Decomposition Algorithm Text classification from labeled and unlabeled documents using em

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T11:18:04.090924Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation b96e687c-2e16-4dac-86e9-ff1088800b7b · outbound

This paper cites The e-commerce product classification challenge.

LightMC: A Dynamic and Efficient Multiclass Decomposition Algorithm The e-commerce product classification challenge

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T11:18:04.067566Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation c5e1ba4d-a8f5-4f17-a52c-83e300a8bc59 · outbound

This paper cites Application of machine learning on brain cancer multiclass classification.

LightMC: A Dynamic and Efficient Multiclass Decomposition Algorithm Application of machine learning on brain cancer multiclass classification

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T11:18:04.051585Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation e2c48165-75f7-417e-8b84-7e49ed917e8d · outbound

This paper cites Multicategory classification by support vector machines.

LightMC: A Dynamic and Efficient Multiclass Decomposition Algorithm Multicategory classification by support vector machines

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T11:18:04.034586Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation e5444724-9fe0-463f-999b-2bf5df49445f · outbound

This paper cites Logarithmic time online multiclass prediction.

LightMC: A Dynamic and Efficient Multiclass Decomposition Algorithm Logarithmic time online multiclass prediction

Reference 6

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation b85bba0d-ff4d-40b7-8dfb-1373066574db · outbound

This paper cites Multiclass learning with simplex coding.

LightMC: A Dynamic and Efficient Multiclass Decomposition Algorithm Multiclass learning with simplex coding

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T11:18:04.002590Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-14T11:18:03.362198Z digest=sha256:812c33ba63557389bbff659a98ab188860b5fbbde90bcbebed6b054c424cc829

Observation b1822088-3a00-42dc-84e6-88c81a702537 · outbound

This paper cites Multi-class support vector machines.

LightMC: A Dynamic and Efficient Multiclass Decomposition Algorithm Multi-class support vector machines

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T11:18:03.985545Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-14T11:18:03.366568Z digest=sha256:f9517841083dbcf8222d40f73479f25380e85b87446729c624084d10b386ac3e

Observation 055242ac-0f1c-412f-bad6-1de0d873545e · outbound

This paper cites Multi-label prediction via compressed sensing.

LightMC: A Dynamic and Efficient Multiclass Decomposition Algorithm Multi-label prediction via compressed sensing

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T11:18:03.972013Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-14T11:18:03.371047Z digest=sha256:f76672b678c44a2e7f579f279cd02be0f3ed1291ca876d09e84b0d58eb0357f9

Observation 4b14d65e-21e6-4289-9103-b306c6848cfe · outbound

This paper cites Fastxml: A fast, accurate and stable tree-classifier for extreme multi-label learning.

LightMC: A Dynamic and Efficient Multiclass Decomposition Algorithm Fastxml: A fast, accurate and stable tree-classifier for extreme multi-label learning

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T11:18:03.957716Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-14T11:18:03.376923Z digest=sha256:0665e42336ec9a585276e51f36ab361a9d5d552b331eb1f6b87dfa0d47d0a884

Observation dbdfa563-4087-46d0-9eed-0d3574296d22 · outbound

This paper cites Gradient boosted decision trees for high dimensional sparse output.

LightMC: A Dynamic and Efficient Multiclass Decomposition Algorithm Gradient boosted decision trees for high dimensional sparse output

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T11:18:03.942748Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 6466dc49-30ce-42fc-9073-ecb7f0064163 · outbound

This paper cites Pd-sparse: A primal and dual sparse approach to extreme multiclass and multilabel classification.

LightMC: A Dynamic and Efficient Multiclass Decomposition Algorithm Pd-sparse: A primal and dual sparse approach to extreme multiclass and multilabel classification

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T11:18:03.925633Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 342bbde0-f2f2-49b1-a735-2dce70e77377 · outbound

This paper cites Learning machines.

LightMC: A Dynamic and Efficient Multiclass Decomposition Algorithm Learning machines

Reference 13

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 843e110e-d684-4a52-981e-a42a05abff7b · outbound

This paper cites Classification by pairwise coupling.

LightMC: A Dynamic and Efficient Multiclass Decomposition Algorithm Classification by pairwise coupling

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T11:18:03.876114Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation fa952a61-801e-4d04-9bb0-3426fa95dec9 · outbound

This paper cites Solving multiclass learning problems via error-correcting output codes.

LightMC: A Dynamic and Efficient Multiclass Decomposition Algorithm Solving multiclass learning problems via error-correcting output codes

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T11:18:03.860426Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-14T11:18:03.399559Z digest=sha256:5f15b33079b18da8d0d69a70dcd9d6979351b68edf57a503b2feedbbd44c03dd

Observation 804b839d-2706-45be-8759-c942ebc65b42 · outbound

This paper cites On the learnability and design of output codes for multiclass problems.

LightMC: A Dynamic and Efficient Multiclass Decomposition Algorithm On the learnability and design of output codes for multiclass problems

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T11:18:03.843676Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 206cfd8f-bf06-4b28-ad5f-cbcc75ca0b86 · outbound

This paper cites Traffic sign recognition using evolution- ary adaboost detection and forest-ecoc classification.

LightMC: A Dynamic and Efficient Multiclass Decomposition Algorithm Traffic sign recognition using evolution- ary adaboost detection and forest-ecoc classification

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T11:18:03.822685Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation b88c7045-f6cf-411a-8f74-22aeccbc7214 · outbound

This paper cites Discriminant ecoc: A heuristic method for application dependent design of error correcting output codes.

LightMC: A Dynamic and Efficient Multiclass Decomposition Algorithm Discriminant ecoc: A heuristic method for application dependent design of error correcting output codes

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T11:18:03.808214Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 65db72f6-5aed-4eee-8c7c-90702b272009 · outbound

This paper cites Evolving output codes for multiclass problems.

LightMC: A Dynamic and Efficient Multiclass Decomposition Algorithm Evolving output codes for multiclass problems

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T11:18:03.794238Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-14T11:18:03.422109Z digest=sha256:3efed33531bbea52a6fae03fc10bc8c15b7bfc9cb4607b1c35edc92f8d580015

Observation 17892be9-59ed-45a5-b465-25793f1e0271 · outbound

This paper cites Minimal design of error-correcting output codes.

LightMC: A Dynamic and Efficient Multiclass Decomposition Algorithm Minimal design of error-correcting output codes

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T11:18:03.779890Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 45ff6508-377b-40bc-a326-53aaea0f6bf3 · outbound

This paper cites A genetic-based subspace analysis method for improving error-correcting output coding.

LightMC: A Dynamic and Efficient Multiclass Decomposition Algorithm A genetic-based subspace analysis method for improving error-correcting output coding

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T11:18:03.763544Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 8467b5be-a628-4d36-920f-d03548e84801 · outbound

This paper cites On the design of an ecoc-compliant genetic algorithm.

LightMC: A Dynamic and Efficient Multiclass Decomposition Algorithm On the design of an ecoc-compliant genetic algorithm

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T11:18:03.748970Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-14T11:18:03.436718Z digest=sha256:c02f8d434521e5930f0295fc4160e743f55fc996c396dcac6cdb6cbdb7ec61c3

Observation 50d31e83-fb74-4dd2-81fa-06f9f8391f6e · outbound

This paper cites Spectral error correcting output codes for efficient multiclass recognition.

LightMC: A Dynamic and Efficient Multiclass Decomposition Algorithm Spectral error correcting output codes for efficient multiclass recognition

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T11:18:03.735295Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 6cce507b-f1d6-417f-8e4f-15eb5a754a65 · outbound

This paper cites Sparse output coding for large-scale visual recognition.

LightMC: A Dynamic and Efficient Multiclass Decomposition Algorithm Sparse output coding for large-scale visual recognition

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T11:18:03.720790Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 3ef25dcb-785b-4fb7-9bcf-365270f767dc · outbound

This paper cites Thinned-ecoc ensemble based on sequential code shrinking.

LightMC: A Dynamic and Efficient Multiclass Decomposition Algorithm Thinned-ecoc ensemble based on sequential code shrinking

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T11:18:03.706250Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-14T11:18:03.451942Z digest=sha256:8386fc86c0e3c99781383ace910c6d07c63f9832993b24e6b7f29fd9765f6d98

Observation da1159f8-fb8c-4f12-8895-1b300e532681 · outbound

This paper cites Multiclass from binary: Expanding one-versus-all, one-versus-one and ecoc-based approaches.

LightMC: A Dynamic and Efficient Multiclass Decomposition Algorithm Multiclass from binary: Expanding one-versus-all, one-versus-one and ecoc-based approaches

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T11:18:03.688916Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 0024c7d8-9e2c-4e19-8a8d-5bc8029020f8 · outbound

This paper cites Ecoc-one: A novel coding and decoding strategy.

LightMC: A Dynamic and Efficient Multiclass Decomposition Algorithm Ecoc-one: A novel coding and decoding strategy

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T11:18:03.673577Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 3c2e72f7-0926-4624-b675-bf6c7417a4da · outbound

This paper cites On the decoding process in ternary error-correcting output codes.

LightMC: A Dynamic and Efficient Multiclass Decomposition Algorithm On the decoding process in ternary error-correcting output codes

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T11:18:03.658425Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 774c307c-d74b-4ed2-9798-61722fd294be · outbound

This paper cites Distributed representations of words and phrases and their compositionality.

LightMC: A Dynamic and Efficient Multiclass Decomposition Algorithm Distributed representations of words and phrases and their compositionality

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T11:18:03.641219Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation b0308e5a-1299-4818-97d7-89e68e1f2024 · outbound

This paper cites Fix your classifier: the marginal value of training the last weight layer.

LightMC: A Dynamic and Efficient Multiclass Decomposition Algorithm Fix your classifier: the marginal value of training the last weight layer

Reference 30

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unresolved
no resolver link, observed 2026-08-14T11:18:03.474789Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:18:03.474789Z digest=sha256:4e791b1a148f48bbf0bd169b21d3665aceaaee3da9405428a3c0ee72b0dc214c

Observation 166e3215-2436-48e9-961b-61bd376c40d8 · outbound

This paper cites Libsvm: a library for support vector machines.

LightMC: A Dynamic and Efficient Multiclass Decomposition Algorithm Libsvm: a library for support vector machines

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T11:18:03.624549Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-14T11:18:03.479688Z digest=sha256:d2cf7e64696931d66be9de38717a6ad98b5c0be49e15664aeb15e2b1769a2922

Observation c4d3829d-e79b-40da-874b-bdf055421ad2 · outbound

This paper cites Inferring networks of substitutable and complementary products.

LightMC: A Dynamic and Efficient Multiclass Decomposition Algorithm Inferring networks of substitutable and complementary products

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T11:18:03.605373Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-14T11:18:03.484373Z digest=sha256:bcb7bc7fd7be436326a37f9e67a422b8513ef75fe28c75f78208375eb22f4bb5

Observation ffb1e9ec-23f2-433d-a9ee-490d297d1ab8 · outbound

This paper cites Image-based recommendations on styles and substitutes.

LightMC: A Dynamic and Efficient Multiclass Decomposition Algorithm Image-based recommendations on styles and substitutes

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T11:18:03.590293Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-14T11:18:03.489562Z digest=sha256:b014ddf56962ee2ac48cb5e48aa6b378635577d97c5bbef3700aa5d7ab130988

Observation 6ff4d986-5078-46d5-83a0-310728981fa2 · outbound

This paper cites Reducing multiclass to binary: A unifying approach for margin classifiers.

LightMC: A Dynamic and Efficient Multiclass Decomposition Algorithm Reducing multiclass to binary: A unifying approach for margin classifiers

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T11:18:03.573495Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-14T11:18:03.494477Z digest=sha256:94b9123204219a5caf87142d0806a7087446da5da7b28207b64d682c6425b743

Observation c1560a1d-4562-4742-9abc-88206b88b535 · outbound

This paper cites Lightgbm: A highly efficient gradient boosting decision tree.

LightMC: A Dynamic and Efficient Multiclass Decomposition Algorithm Lightgbm: A highly efficient gradient boosting decision tree

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T11:18:03.553435Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-14T11:18:03.498987Z digest=sha256:07ed15351c4ba02dd1389a9bc0b6ebaaa22b09a31afa2e3d90a923aee8c6093f

Pith citing papers

No inbound Pith citation observations are available.