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Paper Citation Record · LEDGER

LightMC: A Dynamic and Efficient Multiclass Decomposition Algorithm

As of 19 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
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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 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.

source=pdf_text observed=2026-08-14T11:18:03.347154Z digest=sha256:7107ae9c2108f1cd49f5b393107cd5eaae9f57de0027dc9f0a2991138764a806

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.

source=pdf_text observed=2026-08-14T11:18:03.352354Z digest=sha256:2bccc3781ab36325c20986de2de6943bfc058e63c1cc0c6833f064479fe39990

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
verified fuzzy
raw_fallback, observed 2026-08-14T11:18:04.019638Z

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=sha256:59b9655628db39131c396d1900936e7bbddaab748b268abcd43f34d0ce8af942

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=sha256:031d7a7b4458e1f5d55bb19e097ff59dd5e20ced108fc4a0dcd706b8edef30e6

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:a9651d901e6db6f14ac80deb3d3b8815d8cbe7a172a184f415f500a83ad1f978

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=sha256:4da542ef401d14efad3497f79757918b20d5305f6e0967b6c5ca7c3e4f0e2c3a

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
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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 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
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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.

source=pdf_text observed=2026-08-14T11:18:03.395307Z digest=sha256:a9e8d7e0f08fcefb47d7f579ec9573acca1b287c3bb7be77787b5efa31cc73ea

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=sha256:776e77a8b00b16ceb0a3eeb144ac5bacefbbfdadcc0e620e1a8947f540eb19f3

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.

source=pdf_text observed=2026-08-14T11:18:03.403984Z digest=sha256:4ba0c05b6143576411f0a5823c9b4da2da4c401800c0fdf7e854c87cfaf1b9a8

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=sha256:0477b4551e5568dd7d6d84edfd5aa9f5aedf8452b0e52dfc7c85cb0c05b8a602

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.

source=pdf_text observed=2026-08-14T11:18:03.427098Z digest=sha256:0851e869f68bf814f96512dec66bcaf81626c1df99241a51c8fd894863bb30a6

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=sha256:4d1b0292192dfc83c08ee91398ba85acdee46990f51fe9b8717aaaba2a2c13e4

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.

source=pdf_text observed=2026-08-14T11:18:03.442999Z digest=sha256:e4118f307d7d73de7b1cc6e2ec0bd9e602555b9f245d79f891aa4d7d22934463

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.

source=pdf_text observed=2026-08-14T11:18:03.447351Z digest=sha256:11cff8f20d5581b606ae93bc25b6a571efc37cc9e03abdf515622a3b575e46fe

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:ffb95900a49707625399d0e5641237d8dab4e45295b040fbded23a143fcf6c28

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.

source=pdf_text observed=2026-08-14T11:18:03.461199Z digest=sha256:8b74caabe54c5d36d935bbfb23ec1ac12661085b62c990afdd5c5dbf2fb01350

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.

source=pdf_text observed=2026-08-14T11:18:03.465501Z digest=sha256:efaebbb75a4ad12125c8b2b226948ffb5b6381b5f2a9cb6f6b265f111a984f65

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=sha256:208241498eedfb1ca7dff1f3b096d74d4304f8a5c343f993a2e8dd3cdb29d239

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=sha256:19a0d4d1fb4388593dcec30903dde08d97e95663eea7d13fd56db0fc7893cf6f

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=sha256:848daef2a6f851752adb3897027911d01fe19a37c8de2de82b420f8614165f55

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:fbfa53c5776edda68a28bddc14c635be5cd4428a3366058ac3e5775d9e1bf75e

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:d3cf72a82b60d57ea6949ccedac99ca42e40cdb156b9413d3517b47f0676bb71

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=sha256:06c85693da439603255e5c2e92ed14584e0b2a8909604302dac2b293931a6b65

Pith citing papers

No inbound Pith citation observations are available.