Pith. sign in

Paper Citation Record · LEDGER

Unsupervised Parameter-free Outlier Detection using HDBSCAN* Outlier Profiles

As of 19 August 2026, this Paper Citation Record lists 36 of 36 outbound references and 0 inbound Pith citation observations for arXiv:2411.08867.

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

pith.paper-citation-record.v1
2411.08867 v1

Coverage vector

measured 36 of 36 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T21:22:38.678911Z

measured 36 of 36 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

36 of 36 outbound references displayed

  • verified exact1
  • verified fuzzy31
  • unresolved4
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c3d2cee3-9e83-45ea-aecb-e9bd6f776afb · outbound

This paper cites an unresolved cited work.

Unsupervised Parameter-free Outlier Detection using HDBSCAN* Outlier Profiles Unresolved cited work

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-12T21:22:38.549257Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T21:22:38.549257Z digest=sha256:31717caa204f4ba82e37a09acd1389cd03692475d6cc3122495cbeef87a82e60

Observation 8c1c6d61-fbdb-4740-9815-9050a6bb9e5d · outbound

This paper cites Time-window based group-behavior supported method for accurate detection of anomalous users,.

Unsupervised Parameter-free Outlier Detection using HDBSCAN* Outlier Profiles Time-window based group-behavior supported method for accurate detection of anomalous users,

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T21:22:39.093894Z

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=2026-08-12T21:22:38.554041Z digest=sha256:85f9652bef36eeefb95c411742f2c8e03f670cca47c2525154599c7d0a2a2c84

Observation 3996658a-1749-46d5-b518-5fc60ca7445f · outbound

This paper cites One-class versus binary classification: Which and when?.

Unsupervised Parameter-free Outlier Detection using HDBSCAN* Outlier Profiles One-class versus binary classification: Which and when?

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T21:22:39.082753Z

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=2026-08-12T21:22:38.558116Z digest=sha256:87a70fe9639595fd4eabfef4243b524dc8c7d57fa04d04eeddbfcb124544a86f

Observation bf2ae549-41ff-4e1f-8785-a8d5565f4cf8 · outbound

This paper cites On the evaluation of outlier detection and one-class classification: a comparative study of algorithms, model selection, and ensembles,.

Unsupervised Parameter-free Outlier Detection using HDBSCAN* Outlier Profiles On the evaluation of outlier detection and one-class classification: a comparative study of algorithms, model selection, and ensembles,

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T21:22:39.071717Z

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=2026-08-12T21:22:38.562084Z digest=sha256:a8e29592163371d990ba00a0f30072d2281c07308ee09f116c191230173e41d1

Observation d5c519fc-7247-416d-9c91-fe0395af4768 · outbound

This paper cites Hierarchical density estimates for data clustering, visualization, and outlier detection,.

Unsupervised Parameter-free Outlier Detection using HDBSCAN* Outlier Profiles Hierarchical density estimates for data clustering, visualization, and outlier detection,

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T21:22:39.060049Z

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=2026-08-12T21:22:38.566136Z digest=sha256:422d84320b5b7a3f0bb26fd9cc44a743f0f1909ba2e071f113d05ae0fde728c0

Observation 249634cd-a892-46bf-a1b0-2257ea0786cb · outbound

This paper cites Cavalcante Araujo Neto, A Framework for Hierarchical Density- Based Clustering Exploration.

Unsupervised Parameter-free Outlier Detection using HDBSCAN* Outlier Profiles Cavalcante Araujo Neto, A Framework for Hierarchical Density- Based Clustering Exploration

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T21:22:39.048617Z

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=2026-08-12T21:22:38.570968Z digest=sha256:13db8618b54d83e21541c002d61858ae3bf19528c4d6ce09bd168d565ea1ca08

Observation aef5bd2c-28e9-4929-8983-736cf799fc09 · outbound

This paper cites A novel subspace outlier detec- tion method by entropy-based clustering algorithm,.

Unsupervised Parameter-free Outlier Detection using HDBSCAN* Outlier Profiles A novel subspace outlier detec- tion method by entropy-based clustering algorithm,

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T21:22:39.037350Z

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=2026-08-12T21:22:38.575554Z digest=sha256:5ed9703889300aee0a865ae422874415238af96565efb4208be8eaf5b7d9dd96

Observation 625a59ef-9a1d-434b-b683-6c3d9696fb45 · outbound

This paper cites Core-sg: Efficient computation of multiple msts for density-based methods,.

Unsupervised Parameter-free Outlier Detection using HDBSCAN* Outlier Profiles Core-sg: Efficient computation of multiple msts for density-based methods,

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T21:22:39.025610Z

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=2026-08-12T21:22:38.579139Z digest=sha256:08984901e305dc3f9208e69c80379dba1f9ec5fef9263c2b6269ae49c2a580e3

Observation 4cffa245-c96f-4482-bbe5-e41cc6a79357 · outbound

This paper cites A unified notion of outliers: Properties and computation.

Unsupervised Parameter-free Outlier Detection using HDBSCAN* Outlier Profiles A unified notion of outliers: Properties and computation

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T21:22:39.014412Z

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=2026-08-12T21:22:38.582575Z digest=sha256:216247bc86f07e5989ab4c5860f966dbb35d51fcc0742714f133a196d7eb847b

Observation e2dba731-02ab-4509-97fe-f72d97e613e5 · outbound

This paper cites Efficient algorithms for mining outliers from large data sets,.

Unsupervised Parameter-free Outlier Detection using HDBSCAN* Outlier Profiles Efficient algorithms for mining outliers from large data sets,

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T21:22:39.002726Z

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=2026-08-12T21:22:38.586305Z digest=sha256:165f4317352e5f94c553c76b9e5f6a1b01d191bb1af4221c5a3393b75b7c098f

Observation e1c33f9a-de73-4e5b-b2cc-8c2f9794773a · outbound

This paper cites Lof: identifying density-based local outliers,.

Unsupervised Parameter-free Outlier Detection using HDBSCAN* Outlier Profiles Lof: identifying density-based local outliers,

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T21:22:38.989829Z

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=2026-08-12T21:22:38.590095Z digest=sha256:79ff2734b953a5cdafc2fc3b50276a7a90c7e2a459750dabcc81b503be5097de

Observation b3965634-41f9-4df0-bc3d-acc99f9bfd10 · outbound

This paper cites Optics: Ordering points to identify the clustering structure,.

Unsupervised Parameter-free Outlier Detection using HDBSCAN* Outlier Profiles Optics: Ordering points to identify the clustering structure,

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T21:22:38.977822Z

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=2026-08-12T21:22:38.593650Z digest=sha256:695cab45436a39840c9e7374b6bb3e7c01eaf46bc5c417aa4aa7da7d2bc7c81d

Observation ffdd65f0-c161-4856-8596-147ac6131907 · outbound

This paper cites Swersky, A study of unsupervised outlier detection for one-class classification.

Unsupervised Parameter-free Outlier Detection using HDBSCAN* Outlier Profiles Swersky, A study of unsupervised outlier detection for one-class classification

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T21:22:38.965905Z

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=2026-08-12T21:22:38.597036Z digest=sha256:a83b6e1118704edb7c2cd8ce11c55c5d8173ab8d9c2372ded95f0c5b0cc0af53

Observation 8a0fae4c-862e-4ede-a66b-ffe1b49ad20c · outbound

This paper cites A framework for semi-supervised and unsupervised optimal extraction of clusters from hierarchies,.

Unsupervised Parameter-free Outlier Detection using HDBSCAN* Outlier Profiles A framework for semi-supervised and unsupervised optimal extraction of clusters from hierarchies,

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T21:22:38.954980Z

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=2026-08-12T21:22:38.600811Z digest=sha256:b3457b9f6bbba1bd2b3fcbf57ee8928028a83aeb592307e5f4f6845adc635c03

Observation 10f45310-071d-441e-8a78-920f522e989b · outbound

This paper cites Automatic unsupervised outlier model selection,.

Unsupervised Parameter-free Outlier Detection using HDBSCAN* Outlier Profiles Automatic unsupervised outlier model selection,

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T21:22:38.943798Z

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=2026-08-12T21:22:38.604208Z digest=sha256:02d29c2f92e89d5abdcb42064fe8cf2968966be23c9a8a27b4cc4ae476ff9e8c

Observation 0c305449-70be-46e4-a483-8e3ca794bdb3 · outbound

This paper cites A density-based algorithm for discovering clusters in large spatial databases with noise,.

Unsupervised Parameter-free Outlier Detection using HDBSCAN* Outlier Profiles A density-based algorithm for discovering clusters in large spatial databases with noise,

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-12T21:22:38.607652Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T21:22:38.607652Z digest=sha256:4efab5f8e9fb41330cd121cb07bdd5f97f07c0b07456f4afc57c889d6f5af738

Observation 2f3c079b-1f97-4558-a6b8-86a2e10eeccb · outbound

This paper cites Effi- cient computation and visualization of multiple density-based clustering hierarchies,.

Unsupervised Parameter-free Outlier Detection using HDBSCAN* Outlier Profiles Effi- cient computation and visualization of multiple density-based clustering hierarchies,

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T21:22:38.925881Z

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=2026-08-12T21:22:38.611234Z digest=sha256:372132d7660c6cc062f6002a9ebd6e691d76243cb7d4508574e766b901adf243

Observation 2baeb909-0199-4ec4-a1e8-2ae6ea539f94 · outbound

This paper cites On the internal evaluation of unsupervised outlier detection,.

Unsupervised Parameter-free Outlier Detection using HDBSCAN* Outlier Profiles On the internal evaluation of unsupervised outlier detection,

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T21:22:38.914909Z

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=2026-08-12T21:22:38.614633Z digest=sha256:ee8d4bfb57b6649e2c89eb0053951382623cf4b4db211886fc39e4cc6f0d3ec9

Observation cc0712e1-bb99-4625-ac90-675ba98c9afb · outbound

This paper cites Synthetic dataset for outlier detection,.

Unsupervised Parameter-free Outlier Detection using HDBSCAN* Outlier Profiles Synthetic dataset for outlier detection,

Reference 19

Resolution
verified exact
doi, observed 2026-08-12T21:22:38.711721Z

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=2026-08-12T21:22:38.618169Z digest=sha256:4a35d9af59cd163f7219d33d12ac061504aa617fe8c300974ba5d2f3e7c1e308

Observation 16aeabfe-f27d-4973-9ef9-abb1c216f967 · outbound

This paper cites Adbench: Anomaly detection benchmark,.

Unsupervised Parameter-free Outlier Detection using HDBSCAN* Outlier Profiles Adbench: Anomaly detection benchmark,

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T21:22:38.903704Z

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=2026-08-12T21:22:38.621672Z digest=sha256:479f3b3ea029b83bfbe09eb63bcece5a36a01e92587ae3f5027f7a9d1c109ffe

Observation 3d9e1380-5a4c-4bfd-adc2-c1cf64afa534 · outbound

This paper cites Internal evaluation of unsupervised outlier detection,.

Unsupervised Parameter-free Outlier Detection using HDBSCAN* Outlier Profiles Internal evaluation of unsupervised outlier detection,

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T21:22:38.892486Z

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=2026-08-12T21:22:38.625168Z digest=sha256:1ac7e58560794b99528e17210d9edda4bb410480bcbe8291824c3decb7a457fe

Observation 3168270e-e665-431f-b3dc-3129367653c4 · outbound

This paper cites Instance reduction for one-class classification,.

Unsupervised Parameter-free Outlier Detection using HDBSCAN* Outlier Profiles Instance reduction for one-class classification,

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T21:22:38.880284Z

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=2026-08-12T21:22:38.629051Z digest=sha256:c6517d2d09f8a12f705d3f23f8385a788b43e3a39b4b4969e98cc6b2725cc98d

Observation 64bb0cd5-4f0a-4325-8e66-6f49e65cbc6b · outbound

This paper cites On evaluation of outlier rankings and outlier scores,.

Unsupervised Parameter-free Outlier Detection using HDBSCAN* Outlier Profiles On evaluation of outlier rankings and outlier scores,

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T21:22:38.869727Z

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=2026-08-12T21:22:38.632460Z digest=sha256:5e4aeef99f314b3d689131313624be582491523d6ca5b13b7bb7524a7f26a213

Observation a3bf12d9-d07e-49c6-85a5-e75859fc3c43 · outbound

This paper cites Anton and C.

Unsupervised Parameter-free Outlier Detection using HDBSCAN* Outlier Profiles Anton and C

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T21:22:38.859245Z

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=2026-08-12T21:22:38.636030Z digest=sha256:5d723840be1ef6548bdd6dc831d31223ecace37e82e1ad883a22b06bda004035

Observation b484d6c4-45f5-47cd-a014-608a40f83432 · outbound

This paper cites an unresolved cited work.

Unsupervised Parameter-free Outlier Detection using HDBSCAN* Outlier Profiles Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-12T21:22:38.847946Z

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=2026-08-12T21:22:38.639676Z digest=sha256:d4d26106802818882582b80eab427c4ea0852cbec5f3d5f5165e26320e2462b0

Observation b6157523-fd0d-4d5d-9043-6048f086472c · outbound

This paper cites Parallel cover trees and their applications,.

Unsupervised Parameter-free Outlier Detection using HDBSCAN* Outlier Profiles Parallel cover trees and their applications,

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T21:22:38.836480Z

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=2026-08-12T21:22:38.643327Z digest=sha256:1ded23b5a7bc745ee1594f43ccda6ecb6574745a1aa0e7a769dd4e21016315a8

Observation e2b26d61-9e23-4ff1-89d6-706b352ff8d7 · outbound

This paper cites Hierarchical density-based clustering using mapreduce,.

Unsupervised Parameter-free Outlier Detection using HDBSCAN* Outlier Profiles Hierarchical density-based clustering using mapreduce,

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T21:22:38.825238Z

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=2026-08-12T21:22:38.646829Z digest=sha256:a5ca76d3bfef106e11335feb0dd9aad06201d87e217f3665dca6d14cb8a668a9

Observation d8174540-7e22-44d8-8069-6311e1cad525 · outbound

This paper cites Linear regression,.

Unsupervised Parameter-free Outlier Detection using HDBSCAN* Outlier Profiles Linear regression,

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T21:22:38.813788Z

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=2026-08-12T21:22:38.650377Z digest=sha256:dc1d22b69a2ade6b8423977792c820826a48ea51c05b02d149592abf62c85519

Observation 4857c4e0-0a05-4063-9bd4-eb2c22e40e3d · outbound

This paper cites Benchmarking unsupervised outlier de- tection with realistic synthetic data,.

Unsupervised Parameter-free Outlier Detection using HDBSCAN* Outlier Profiles Benchmarking unsupervised outlier de- tection with realistic synthetic data,

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T21:22:38.802904Z

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=2026-08-12T21:22:38.653937Z digest=sha256:3563ac330941c825780ce315eb33fcb993828b7d9f7e2541aba5124fe111e132

Observation 53bf3e43-6548-4fe4-95e1-62a4d0e4d542 · outbound

This paper cites Angle-based outlier de- tection in high-dimensional data,.

Unsupervised Parameter-free Outlier Detection using HDBSCAN* Outlier Profiles Angle-based outlier de- tection in high-dimensional data,

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T21:22:38.791225Z

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=2026-08-12T21:22:38.657736Z digest=sha256:95fa664cab300a67f08c419d7ce10177788ffd3e98456409a2ddab158fdbeb1d

Observation 5b45fd95-def1-4669-a54c-fe08d7abb10d · outbound

This paper cites Copod: copula-based outlier detection,.

Unsupervised Parameter-free Outlier Detection using HDBSCAN* Outlier Profiles Copod: copula-based outlier detection,

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-12T21:22:38.661276Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T21:22:38.661276Z digest=sha256:1e3625d1b5482131b918228e4c17e919d34f56c4c3c2264d993db7f864704db2

Observation 345a9927-7bba-4ca6-90c0-828286d2a6b5 · outbound

This paper cites The milky way project second data release: bubbles and bow shocks,.

Unsupervised Parameter-free Outlier Detection using HDBSCAN* Outlier Profiles The milky way project second data release: bubbles and bow shocks,

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T21:22:38.771907Z

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=2026-08-12T21:22:38.664814Z digest=sha256:20cef1a2106c0d6f6102015f033de9b4868cb8e7f56e56b803e9fc2be69fbb8c

Observation 51e58685-e0ac-4ea1-9a61-e6aa2c851c96 · outbound

This paper cites Aircraft atypical approach detection using functional principal component analysis,.

Unsupervised Parameter-free Outlier Detection using HDBSCAN* Outlier Profiles Aircraft atypical approach detection using functional principal component analysis,

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T21:22:38.759359Z

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=2026-08-12T21:22:38.668428Z digest=sha256:a183ec4da13dddeceb8b36cac0dc6ae1c60fc222ae44347301507b8e4b730244

Observation e0718a37-f1d9-4bec-90ca-41ad4fcfef7b · outbound

This paper cites Similarity- based unsupervised evaluation of outlier detection,.

Unsupervised Parameter-free Outlier Detection using HDBSCAN* Outlier Profiles Similarity- based unsupervised evaluation of outlier detection,

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T21:22:38.747717Z

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=2026-08-12T21:22:38.671873Z digest=sha256:3e27f41c5f1f2cf4e1871cda073c5e95351cb9a9dde44ba62f815aebf861730f

Observation 8cb3e0ea-1794-41e8-bb5a-959283467ee5 · outbound

This paper cites Station layout optimization and route selection of urban rail transit planning: A case study of shanghai pudong interna- tional airport,.

Unsupervised Parameter-free Outlier Detection using HDBSCAN* Outlier Profiles Station layout optimization and route selection of urban rail transit planning: A case study of shanghai pudong interna- tional airport,

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T21:22:38.736099Z

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=2026-08-12T21:22:38.675402Z digest=sha256:03781e1f802b385b1cb4671bd1951a28ddee71f500ed0071c351c0b88ab44986

Observation e65d6e09-2817-46bd-aaaa-5224c5cb8b8f · outbound

This paper cites Learning from imbalanced data sets with weighted cross-entropy func- tion,.

Unsupervised Parameter-free Outlier Detection using HDBSCAN* Outlier Profiles Learning from imbalanced data sets with weighted cross-entropy func- tion,

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T21:22:38.724480Z

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=2026-08-12T21:22:38.678911Z digest=sha256:dcfc6c5b385e4d15469263c3f9f7f7f79e76e325b30edf93d26f147652a4536e

Pith citing papers

No inbound Pith citation observations are available.