Pith. sign in

Paper Citation Record · LEDGER

Unsupervised Out-of-Distribution Detection by Maximum Classifier Discrepancy

As of 16 August 2026, this Paper Citation Record lists 33 of 33 outbound references and 0 inbound Pith citation observations for arXiv:1908.04951.

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

pith.paper-citation-record.v1
1908.04951 v1

Coverage vector

measured 33 of 33 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-14T13:30:40.002841Z

measured 33 of 33 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+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

33 of 33 outbound references displayed

  • verified exact0
  • verified fuzzy20
  • unresolved13
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f5923f14-b9c5-4205-ada8-080616a3c9ca · outbound

This paper cites Towards open world recognition.

Unsupervised Out-of-Distribution Detection by Maximum Classifier Discrepancy Towards open world recognition

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-14T13:30:39.834665Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T13:30:39.834665Z digest=sha256:e9529a7f62e7b590edf1c857ad065b848b0cebe1b50794758494cc4b77515148

Observation d8773a79-1740-4cf6-bf0a-603bfe7f2947 · outbound

This paper cites Towards open set deep networks.

Unsupervised Out-of-Distribution Detection by Maximum Classifier Discrepancy Towards open set deep networks

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-14T13:30:39.840858Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T13:30:39.840858Z digest=sha256:ee9833dd3539116dfbe59c301b75bca08cad6411c79cad8bfc7445df1ea51b9a

Observation eff0f825-08d8-4853-bee9-a95ddd72e067 · outbound

This paper cites Food-101 – mining discriminative components with random forests.

Unsupervised Out-of-Distribution Detection by Maximum Classifier Discrepancy Food-101 – mining discriminative components with random forests

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T13:30:40.561403Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T13:30:39.846173Z digest=sha256:f6bc0ed8d6d6980b2f1db57bcaef25dff89dcbaea7d908c5f3a0ce26da17699a

Observation d7aa6078-ccb4-47be-8b61-991993c9b9bb · outbound

This paper cites Imagenet: A large-scale hierarchical image database.

Unsupervised Out-of-Distribution Detection by Maximum Classifier Discrepancy Imagenet: A large-scale hierarchical image database

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-14T13:30:39.851607Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T13:30:39.851607Z digest=sha256:50829d74cb739bd735e60f15474b23d9270ca5fd4235f8afad0b7b05cd15f5db

Observation 866c3874-8b09-4731-9b08-f3d81dfddbda · outbound

This paper cites BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding.

Unsupervised Out-of-Distribution Detection by Maximum Classifier Discrepancy BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-14T13:30:39.856966Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T13:30:39.856966Z digest=sha256:137fad84b9a7508f51f11a6db4cfc259949a6f0c8a1061a667dfef642caf70f9

Observation aca28b68-7617-4c1c-a3ae-440e7fa84032 · outbound

This paper cites Generative openmax for multi-class open set clas- sification.

Unsupervised Out-of-Distribution Detection by Maximum Classifier Discrepancy Generative openmax for multi-class open set clas- sification

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T13:30:40.533642Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T13:30:39.862434Z digest=sha256:26c46108a1cf1be6e64f7ab6b5d10758d1c261c7c8e6bade79ea9186a3a25ea5

Observation 3e7b8ed8-9b58-416a-9eb3-56d33385ab29 · outbound

This paper cites Generative adversarial nets.

Unsupervised Out-of-Distribution Detection by Maximum Classifier Discrepancy Generative adversarial nets

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T13:30:40.514302Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T13:30:39.868382Z digest=sha256:d7816c5f4e9bb4af5464d5309e35a050c83941454c3b38519c3a827af5561715

Observation e84a8529-c7e1-4a99-9c4d-59bab12c4e91 · outbound

This paper cites Deep residual learning for image recognition.

Unsupervised Out-of-Distribution Detection by Maximum Classifier Discrepancy Deep residual learning for image recognition

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-14T13:30:39.873387Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T13:30:39.873387Z digest=sha256:242edac2d39e69e903c05276db843a694b237fa3961b1f14fb523c9e2ea99a3c

Observation 2c0cec51-8f29-4b6b-b750-4d458a2f58ba · outbound

This paper cites A baseline for detect- ing misclassified and out-of-distribution examples in neural networks.

Unsupervised Out-of-Distribution Detection by Maximum Classifier Discrepancy A baseline for detect- ing misclassified and out-of-distribution examples in neural networks

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T13:30:40.485953Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T13:30:39.878303Z digest=sha256:81f37702471bb8f6c261902a0509fed3ee410c8dfa2e0028717659ee59f0116a

Observation ed734ee1-0f6f-4b27-a73f-bcce3e619965 · outbound

This paper cites Densely connected convolutional net- works.

Unsupervised Out-of-Distribution Detection by Maximum Classifier Discrepancy Densely connected convolutional net- works

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-14T13:30:39.883601Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T13:30:39.883601Z digest=sha256:64faa3fd39f907fabad9428de34a17e9d0847fb1ec4d7be38d124f14b9c165b2

Observation 7b6839c2-c17f-4f58-abff-94f3c7bb207d · outbound

This paper cites Delta divergence: A novel de- cision cognizant measure of classifier incongruence.

Unsupervised Out-of-Distribution Detection by Maximum Classifier Discrepancy Delta divergence: A novel de- cision cognizant measure of classifier incongruence

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T13:30:40.456370Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T13:30:39.888384Z digest=sha256:40bfd5994db812fc1fa8b7824beea6f9d652d209023e2ab78a48b0f1e5a28ac9

Observation 8191579d-ec53-4281-9afc-894f7b625c9e · outbound

This paper cites Error sensitivity analysis of delta diver- gence - a novel measure for classifier incongruence detec- tion.

Unsupervised Out-of-Distribution Detection by Maximum Classifier Discrepancy Error sensitivity analysis of delta diver- gence - a novel measure for classifier incongruence detec- tion

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T13:30:40.437829Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T13:30:39.893256Z digest=sha256:ca828f06b3f257c07ffb20631eab34f5dda96e6ddd025c6b4af9b4ba91155d82

Observation 713d62d3-fdcd-4db6-b763-af4d903b604f · outbound

This paper cites Learning multiple layers of features from tiny images.

Unsupervised Out-of-Distribution Detection by Maximum Classifier Discrepancy Learning multiple layers of features from tiny images

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-14T13:30:39.898531Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T13:30:39.898531Z digest=sha256:acfd7e8b7015c8d6616ab08dc1ee7fa6159e20a7c0257d5daecc49575f15488d

Observation a8079bf2-9d04-4480-b010-dc612b24f28b · outbound

This paper cites Training confidence-calibrated classifiers for detecting out- of-distribution samples.

Unsupervised Out-of-Distribution Detection by Maximum Classifier Discrepancy Training confidence-calibrated classifiers for detecting out- of-distribution samples

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T13:30:40.409250Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T13:30:39.903293Z digest=sha256:e6e64c2f57c45c719e77c92c9c05dedeac432fc62df8d21e076dc6800f534c29

Observation 7ab4ad8f-1f5a-4188-b973-5ec509126348 · outbound

This paper cites A simple unified framework for detecting out-of-distribution samples and adversarial attacks.

Unsupervised Out-of-Distribution Detection by Maximum Classifier Discrepancy A simple unified framework for detecting out-of-distribution samples and adversarial attacks

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T13:30:40.383998Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T13:30:39.908611Z digest=sha256:13fcaca064e9c07700ae4de56f060f890fb634fb266b122dd1999b7df6f8b485

Observation 1c1cf3e6-d3d4-4cc8-a31e-ae04fb90b097 · outbound

This paper cites an unresolved cited work.

Unsupervised Out-of-Distribution Detection by Maximum Classifier Discrepancy Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-14T13:30:40.364726Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T13:30:39.913845Z digest=sha256:b21076019fecb546750ef7966dc85f75b43565aab55dff960cb0419c3de44b82

Observation 8aa836a4-1a97-45ce-983b-160f9a563813 · outbound

This paper cites Sphereface: Deep hypersphere embedding for face recognition.

Unsupervised Out-of-Distribution Detection by Maximum Classifier Discrepancy Sphereface: Deep hypersphere embedding for face recognition

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T13:30:40.347655Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T13:30:39.918932Z digest=sha256:30bbbb189924285d246afe715c6a2653de597b302cf8df75c2179be4cc78ad4d

Observation cfb87a58-77a0-4fc2-8916-d0592f4f343d · outbound

This paper cites Deepfashion: Powering robust clothes recognition and retrieval with rich annotations.

Unsupervised Out-of-Distribution Detection by Maximum Classifier Discrepancy Deepfashion: Powering robust clothes recognition and retrieval with rich annotations

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-14T13:30:39.924002Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T13:30:39.924002Z digest=sha256:2a716b17b9c1af4ee335827bae29f20af6f95156f4149ed1c8f53733bad14858

Observation bafef729-3cbb-4b4a-af7d-c27d124fd565 · outbound

This paper cites Automatic differentiation in pytorch.

Unsupervised Out-of-Distribution Detection by Maximum Classifier Discrepancy Automatic differentiation in pytorch

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T13:30:40.318507Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T13:30:39.928987Z digest=sha256:0a6f4421a0257aea74a119122909c40e183f3da9dcf3153543a68318b32c1a67

Observation 8d9ef3ec-be1e-4b75-a089-19f80d2e5aa9 · outbound

This paper cites Quintanilha, Roberto de M.

Unsupervised Out-of-Distribution Detection by Maximum Classifier Discrepancy Quintanilha, Roberto de M

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T13:30:40.301181Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T13:30:39.934239Z digest=sha256:1a01f302f35a533b0328ca124425d5f55e2003b734d38af4670ef0170a368499

Observation 910fc0d6-979d-45a3-a656-f67a82fd2d71 · outbound

This paper cites Rudd, Lalit P.

Unsupervised Out-of-Distribution Detection by Maximum Classifier Discrepancy Rudd, Lalit P

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T13:30:40.283893Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T13:30:39.939738Z digest=sha256:9a9c40b2940693611b15aae98000d7b734b77dba3da1d4ada6a4be1261883a9f

Observation da8f050f-b01f-49f5-8956-c277016fc35b · outbound

This paper cites Maximum classifier discrepancy for unsuper- vised domain adaptation.

Unsupervised Out-of-Distribution Detection by Maximum Classifier Discrepancy Maximum classifier discrepancy for unsuper- vised domain adaptation

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T13:30:40.265224Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T13:30:39.945297Z digest=sha256:b7c7580896ed7a6c9ddcc96d4936854883296cfce4f40a544f8e4f2950cbd6fc

Observation df76af89-17eb-4900-a6b6-4639ec76fc8b · outbound

This paper cites Toward open set recogni- tion.

Unsupervised Out-of-Distribution Detection by Maximum Classifier Discrepancy Toward open set recogni- tion

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T13:30:40.246202Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T13:30:39.950474Z digest=sha256:032debe2b8a9bdd0a4361439cb374440109e7018f2ad17b170455a007921cc76

Observation df35de38-780b-495c-9e06-bc1798543901 · outbound

This paper cites Prob- ability models for open set recognition.

Unsupervised Out-of-Distribution Detection by Maximum Classifier Discrepancy Prob- ability models for open set recognition

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T13:30:40.227546Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T13:30:39.955297Z digest=sha256:56a9736792573f967f3c61f55f5dea16bade800e2cb67572067b54bf3573eab7

Observation abacdb26-5599-4b70-906f-e6822d727ddb · outbound

This paper cites Out-of- distribution detection using multiple semantic label represen- tations.

Unsupervised Out-of-Distribution Detection by Maximum Classifier Discrepancy Out-of- distribution detection using multiple semantic label represen- tations

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T13:30:40.204584Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T13:30:39.960561Z digest=sha256:96f5604e7a35c86aa2bde4abc75dd355c3a1bac703aae52d9eba627a0aa9ff3c

Observation 74758d13-5ffe-4493-9d4d-7900cb3d03a6 · outbound

This paper cites Out-of- distribution detection using an ensemble of self supervised leave-out classifiers.

Unsupervised Out-of-Distribution Detection by Maximum Classifier Discrepancy Out-of- distribution detection using an ensemble of self supervised leave-out classifiers

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T13:30:40.187494Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T13:30:39.965578Z digest=sha256:a1ff3d4420db908ed5629db122a8e44a791c1c005731c112bd319ac0646e6327

Observation 2fa99eac-2192-4ba8-838a-89b40ccd5d19 · outbound

This paper cites Be- yond novelty detection: Incongruent events, when general and specific classifiers disagree.

Unsupervised Out-of-Distribution Detection by Maximum Classifier Discrepancy Be- yond novelty detection: Incongruent events, when general and specific classifiers disagree

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T13:30:40.170963Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T13:30:39.970405Z digest=sha256:7b42b4ca0f5af68a06c097f1f936a235b76226ebef0a3ccd26743158714fbde5

Observation 35f85dbb-d8f6-40a2-9d05-fb2bd0089ef2 · outbound

This paper cites Sun database: Large-scale scene recognition from abbey to zoo.

Unsupervised Out-of-Distribution Detection by Maximum Classifier Discrepancy Sun database: Large-scale scene recognition from abbey to zoo

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-14T13:30:39.975220Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T13:30:39.975220Z digest=sha256:ed8b49df77fa91f8fa23b4dcca3e1caa3015ceb403b9d5d4179b0d6b8bf907b0

Observation bae9b9da-39e1-4665-8639-7ed1e2905dc1 · outbound

This paper cites TurkerGaze: Crowdsourcing Saliency with Webcam based Eye Tracking.

Unsupervised Out-of-Distribution Detection by Maximum Classifier Discrepancy TurkerGaze: Crowdsourcing Saliency with Webcam based Eye Tracking

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-14T13:30:39.980630Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T13:30:39.980630Z digest=sha256:b209672a13120ff2a0ee474a058d0baf053e47586c0b91612c47bae0580bf718

Observation b11d218e-038f-487d-99aa-b36a7179cd35 · outbound

This paper cites Classification- reconstruction learning for open-set recognition.

Unsupervised Out-of-Distribution Detection by Maximum Classifier Discrepancy Classification- reconstruction learning for open-set recognition

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T13:30:40.138198Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T13:30:39.986776Z digest=sha256:6f17cf41134c8e677a9149e2dea9878873e21995e023253ff8b1bad58cc87884

Observation 606ca53b-dc2d-402e-8434-d7f622e535c6 · outbound

This paper cites LSUN: Construction of a Large-scale Image Dataset using Deep Learning with Humans in the Loop.

Unsupervised Out-of-Distribution Detection by Maximum Classifier Discrepancy LSUN: Construction of a Large-scale Image Dataset using Deep Learning with Humans in the Loop

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-14T13:30:39.992215Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T13:30:39.992215Z digest=sha256:0db45674039ab33daa1a8b804e7c437acb4aa3503da9d6cbfe9641c9e6524695

Observation cff19162-2d51-4c9d-8733-9c37477f2f10 · outbound

This paper cites Wide residual net- works.

Unsupervised Out-of-Distribution Detection by Maximum Classifier Discrepancy Wide residual net- works

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-14T13:30:39.997901Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T13:30:39.997901Z digest=sha256:a661cfac58b35026260f25553b66ea79cad353146afa9ab03ecc43d0be58e9bc

Observation e055b867-4db0-4324-b6fd-8d78da2f4f74 · outbound

This paper cites Understanding deep learning re- quires rethinking generalization.

Unsupervised Out-of-Distribution Detection by Maximum Classifier Discrepancy Understanding deep learning re- quires rethinking generalization

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T13:30:40.109122Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T13:30:40.002841Z digest=sha256:80a61657ef455f61a94b9f01a18a7dd09577db753ae3b54d0a02bd074cb6ea9a

Pith citing papers

No inbound Pith citation observations are available.