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Paper Citation Record · LEDGER

FEVER-OOD: Free Energy Vulnerability Elimination for Robust Out-of-Distribution Detection

As of 22 August 2026, this Paper Citation Record lists 49 of 49 outbound references and 0 inbound Pith citation observations for arXiv:2412.01596.

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

pith.paper-citation-record.v1
2412.01596 v1

Coverage vector

measured 49 of 49 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T04:22:23.720550Z

measured 49 of 49 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+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

49 of 49 outbound references displayed

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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 2abd0340-15b8-497b-87d8-da2f36aaa2ee · outbound

This paper cites Feed two birds with one scone: Exploiting wild data for both out-of-distribution gen- eralization and detection.

FEVER-OOD: Free Energy Vulnerability Elimination for Robust Out-of-Distribution Detection Feed two birds with one scone: Exploiting wild data for both out-of-distribution gen- eralization and detection

Reference 1

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Observation 9f88253b-bafe-4843-af9b-69a07be7f3ae · outbound

This paper cites AHA: Human-Assisted Out-of-Distribution Generalization and Detection.

FEVER-OOD: Free Energy Vulnerability Elimination for Robust Out-of-Distribution Detection AHA: Human-Assisted Out-of-Distribution Generalization and Detection

Reference 2

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Observation 2e8a0591-fb11-40ba-a66f-7d1a07e3568f · outbound

This paper cites Describing textures in the wild.

FEVER-OOD: Free Energy Vulnerability Elimination for Robust Out-of-Distribution Detection Describing textures in the wild

Reference 3

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Observation e254314e-b0b8-45e3-96da-c1991c7d2b97 · outbound

This paper cites An image is worth 16x16 words: Transformers for image recognition at scale.

FEVER-OOD: Free Energy Vulnerability Elimination for Robust Out-of-Distribution Detection An image is worth 16x16 words: Transformers for image recognition at scale

Reference 4

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Source-reported events for the cited work

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Observation 02f96c9f-fadf-4c27-913d-d96ab64c2ed3 · outbound

This paper cites Unknown-aware object detection: Learning what you don’t know from videos in the wild.

FEVER-OOD: Free Energy Vulnerability Elimination for Robust Out-of-Distribution Detection Unknown-aware object detection: Learning what you don’t know from videos in the wild

Reference 5

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Source-reported events for the cited work

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Observation 15ce207d-b16e-4449-bd53-53bd6a558b21 · outbound

This paper cites V os: Learning what you don’t know by virtual outlier synthesis.

FEVER-OOD: Free Energy Vulnerability Elimination for Robust Out-of-Distribution Detection V os: Learning what you don’t know by virtual outlier synthesis

Reference 6

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation 54874f09-516c-4372-b062-f21c2aa8e76f · outbound

This paper cites Dream the impossible: Outlier imagination with diffusion mod- els.

FEVER-OOD: Free Energy Vulnerability Elimination for Robust Out-of-Distribution Detection Dream the impossible: Outlier imagination with diffusion mod- els

Reference 7

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation f9e67785-231a-45eb-a914-f9635336ef75 · outbound

This paper cites How Does Unlabeled Data Provably Help Out-of-Distribution Detection?.

FEVER-OOD: Free Energy Vulnerability Elimination for Robust Out-of-Distribution Detection How Does Unlabeled Data Provably Help Out-of-Distribution Detection?

Reference 8

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Source-reported events for the cited work

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Observation 2391bcc2-6d4d-47cb-986e-bdac7e79258d · outbound

This paper cites an unresolved cited work.

FEVER-OOD: Free Energy Vulnerability Elimination for Robust Out-of-Distribution Detection Unresolved cited work

Reference 9

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Source-reported events for the cited work

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Observation 023a32dd-89db-41ec-91b1-069a36bcaf81 · outbound

This paper cites Rich feature hierarchies for accurate object detection and semantic segmentation.

FEVER-OOD: Free Energy Vulnerability Elimination for Robust Out-of-Distribution Detection Rich feature hierarchies for accurate object detection and semantic segmentation

Reference 10

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No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation bee8c804-dfcf-4645-96f1-d867d5d6a897 · outbound

This paper cites Deep Learning.

FEVER-OOD: Free Energy Vulnerability Elimination for Robust Out-of-Distribution Detection Deep Learning

Reference 11

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Observation 53b4f698-356c-464e-81e8-47622af89f46 · outbound

This paper cites Waslander.

FEVER-OOD: Free Energy Vulnerability Elimination for Robust Out-of-Distribution Detection Waslander

Reference 12

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation 6d2d294f-7ac0-4691-9e48-7fe6028b742c · outbound

This paper cites Deep residual learning for image recognition.

FEVER-OOD: Free Energy Vulnerability Elimination for Robust Out-of-Distribution Detection Deep residual learning for image recognition

Reference 13

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Observation d34b32af-c4f9-49c5-b43c-64f8ef483958 · outbound

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

FEVER-OOD: Free Energy Vulnerability Elimination for Robust Out-of-Distribution Detection A baseline for detect- ing misclassified and out-of-distribution examples in neural networks

Reference 14

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Observation 8e451aa4-4598-4ab6-9ce4-fc6d15e324e7 · outbound

This paper cites Generalized odin: Detecting out-of-distribution image with- out learning from out-of-distribution data.

FEVER-OOD: Free Energy Vulnerability Elimination for Robust Out-of-Distribution Detection Generalized odin: Detecting out-of-distribution image with- out learning from out-of-distribution data

Reference 15

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No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation c6698f21-762a-4c25-99e2-cf3d83f6316e · outbound

This paper cites Isaac-Medina, Y .F.A.

FEVER-OOD: Free Energy Vulnerability Elimination for Robust Out-of-Distribution Detection Isaac-Medina, Y .F.A

Reference 16

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Observation e96eb412-4d6e-4d24-a36f-f16946177faa · outbound

This paper cites Training ood detectors in their natural habitats.

FEVER-OOD: Free Energy Vulnerability Elimination for Robust Out-of-Distribution Detection Training ood detectors in their natural habitats

Reference 17

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No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation 59f3f495-5261-48d9-acb4-8547cea2b719 · outbound

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

FEVER-OOD: Free Energy Vulnerability Elimination for Robust Out-of-Distribution Detection Learning multiple layers of features from tiny images

Reference 18

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation 19c3873b-b263-45cd-84d0-f28296d48d86 · outbound

This paper cites Normalizing flow based feature synthe- sis for outlier-aware object detection.

FEVER-OOD: Free Energy Vulnerability Elimination for Robust Out-of-Distribution Detection Normalizing flow based feature synthe- sis for outlier-aware object detection

Reference 19

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation 34872705-3ae6-4cf3-8b66-dcac2916603e · outbound

This paper cites The open images dataset v4: Unified image classification, object detection, and visual relationship detection at scale.

FEVER-OOD: Free Energy Vulnerability Elimination for Robust Out-of-Distribution Detection The open images dataset v4: Unified image classification, object detection, and visual relationship detection at scale

Reference 20

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No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation 4bf1ce78-3c78-4a0b-8f65-be1484c1ff05 · outbound

This paper cites Simple and scalable predictive uncertainty estima- tion using deep ensembles.

FEVER-OOD: Free Energy Vulnerability Elimination for Robust Out-of-Distribution Detection Simple and scalable predictive uncertainty estima- tion using deep ensembles

Reference 21

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No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation 44b23fd2-d323-4231-8dfb-a1e3427350da · outbound

This paper cites A survey on out-of-distribution detection in NLP.

FEVER-OOD: Free Energy Vulnerability Elimination for Robust Out-of-Distribution Detection A survey on out-of-distribution detection in NLP

Reference 22

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation 3953c5f4-4954-4ea3-bf9f-6e9f685eae2d · outbound

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

FEVER-OOD: Free Energy Vulnerability Elimination for Robust Out-of-Distribution Detection A simple unified framework for detecting out-of-distribution samples and adversarial attacks

Reference 23

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation 48d42d3c-ae40-46d2-bc22-2479f0fdf8dc · outbound

This paper cites Enhancing the re- liability of out-of-distribution image detection in neural net- works.

FEVER-OOD: Free Energy Vulnerability Elimination for Robust Out-of-Distribution Detection Enhancing the re- liability of out-of-distribution image detection in neural net- works

Reference 24

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No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation a6e2b6d7-8b75-4a21-ba19-ac63707f4044 · outbound

This paper cites Microsoft coco: Common objects in context.

FEVER-OOD: Free Energy Vulnerability Elimination for Robust Out-of-Distribution Detection Microsoft coco: Common objects in context

Reference 25

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation 16feba22-5a3e-46a1-b629-ed93ff743f57 · outbound

This paper cites Energy-based out-of-distribution detection.

FEVER-OOD: Free Energy Vulnerability Elimination for Robust Out-of-Distribution Detection Energy-based out-of-distribution detection

Reference 26

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation 3334e692-e720-4490-8510-40a4b0b7b2d5 · outbound

This paper cites an unresolved cited work.

FEVER-OOD: Free Energy Vulnerability Elimination for Robust Out-of-Distribution Detection Unresolved cited work

Reference 27

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation 75246c2b-09e2-4a1b-a44d-9b1014861bd7 · outbound

This paper cites Deep neural networks are easily fooled: High confidence predictions for unrecognizable images.

FEVER-OOD: Free Energy Vulnerability Elimination for Robust Out-of-Distribution Detection Deep neural networks are easily fooled: High confidence predictions for unrecognizable images

Reference 28

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation dde7fcd1-3ef4-4259-8448-f7204c7aff6c · outbound

This paper cites Conjnorm: Tractable density estimation for out-of- distribution detection.

FEVER-OOD: Free Energy Vulnerability Elimination for Robust Out-of-Distribution Detection Conjnorm: Tractable density estimation for out-of- distribution detection

Reference 29

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raw_fallback, observed 2026-08-12T04:22:24.051659Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation 35fd1d7e-0428-4ef5-8839-9130b290de16 · outbound

This paper cites Faster r-cnn: towards real-time object detection with region proposal networks.

FEVER-OOD: Free Energy Vulnerability Elimination for Robust Out-of-Distribution Detection Faster r-cnn: towards real-time object detection with region proposal networks

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T04:22:24.040270Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T04:22:23.641857Z digest=sha256:e8bc4caf5007763aed49695ee1e17675e0164ff428fca5261e999fb44bd9c29c

Observation 3bbd5459-89a4-44c1-86a3-20ecc9e8d6c5 · outbound

This paper cites High-resolution image synthesis with latent diffusion models.

FEVER-OOD: Free Energy Vulnerability Elimination for Robust Out-of-Distribution Detection High-resolution image synthesis with latent diffusion models

Reference 31

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verified fuzzy
raw_fallback, observed 2026-08-12T04:22:24.027338Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T04:22:23.646936Z digest=sha256:3b54e278263fca80c124b8d6af3f0b3e755e0ea883acceed7cb17fa77199278d

Observation f9dce12e-2037-4a85-8445-02a1006ef801 · outbound

This paper cites Berg, and Li Fei-Fei.

FEVER-OOD: Free Energy Vulnerability Elimination for Robust Out-of-Distribution Detection Berg, and Li Fei-Fei

Reference 32

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raw_fallback, observed 2026-08-12T04:22:24.012095Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T04:22:23.650765Z digest=sha256:505d45340b6969d7958a807c9b0ad978157ece5d3488695aec621c188f0b3d3a

Observation 7cb748d7-6e43-404c-8632-425486bbeaf3 · outbound

This paper cites A unified survey on anomaly, novelty, open-set, and out of-distribution detection: Solutions and future chal- lenges.

FEVER-OOD: Free Energy Vulnerability Elimination for Robust Out-of-Distribution Detection A unified survey on anomaly, novelty, open-set, and out of-distribution detection: Solutions and future chal- lenges

Reference 33

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verified fuzzy
raw_fallback, observed 2026-08-12T04:22:23.996964Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T04:22:23.655017Z digest=sha256:01476cac103e0e6af09b328caf105dc025077e61a8a876ed900fcba444fa5d19

Observation 4747fa0f-7f49-4c5f-9e55-622110220f61 · outbound

This paper cites First-order ad- versarial vulnerability of neural networks and input dimen- sion.

FEVER-OOD: Free Energy Vulnerability Elimination for Robust Out-of-Distribution Detection First-order ad- versarial vulnerability of neural networks and input dimen- sion

Reference 34

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verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation f7001b2d-0c37-4ea7-aba4-976d31a39c6d · outbound

This paper cites Non- parametric outlier synthesis.

FEVER-OOD: Free Energy Vulnerability Elimination for Robust Out-of-Distribution Detection Non- parametric outlier synthesis

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T04:22:23.969238Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation 12bb2abe-bb3a-4048-84d0-1731b36586f2 · outbound

This paper cites The inaturalist species classification and detection dataset.

FEVER-OOD: Free Energy Vulnerability Elimination for Robust Out-of-Distribution Detection The inaturalist species classification and detection dataset

Reference 36

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verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T04:22:23.669206Z digest=sha256:6a706a2accc54fa2405a1889e9fe31527d63638e1d5e17fe8c425986d35b7710

Observation 2e8f766d-d153-483a-9c29-63beaa0537f9 · outbound

This paper cites Ehinger, Aude Oliva, and Antonio Torralba.

FEVER-OOD: Free Energy Vulnerability Elimination for Robust Out-of-Distribution Detection Ehinger, Aude Oliva, and Antonio Torralba

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T04:22:23.939887Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T04:22:23.673108Z digest=sha256:64c92ebaefa5e99a1a8f968e77d8f54a1247cb5166ca7b0f573043aea9a75bd6

Observation 8cbda83f-a771-4f22-9ffb-4e73013b4ca2 · outbound

This paper cites Self-training with noisy student improves imagenet clas- sification.

FEVER-OOD: Free Energy Vulnerability Elimination for Robust Out-of-Distribution Detection Self-training with noisy student improves imagenet clas- sification

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-12T04:22:23.677269Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T04:22:23.677269Z digest=sha256:4a4feeef1b1de3d6ae03c3afcc110a65cc496fb7525ab9986f4bec3b2f503a40

Observation 8fc2a28b-5d11-4551-89aa-9bf79878bfd1 · outbound

This paper cites Generalized out-of-distribution detection: A survey.

FEVER-OOD: Free Energy Vulnerability Elimination for Robust Out-of-Distribution Detection Generalized out-of-distribution detection: A survey

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T04:22:23.917310Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T04:22:23.681155Z digest=sha256:deb73dc411b171e1f363c3a57c15c777dd55f83ee319823dc1b35d462c4f85c6

Observation 52341e9c-9612-4967-9b8e-8aca0fc41b24 · outbound

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

FEVER-OOD: Free Energy Vulnerability Elimination for Robust Out-of-Distribution Detection LSUN: Construction of a Large-scale Image Dataset using Deep Learning with Humans in the Loop

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-12T04:22:23.685038Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T04:22:23.685038Z digest=sha256:69fc3b180acc9194ca344e40ad187f895e9a2581360b4cd0f274b745ec0bdb31

Observation 6e7e0906-2530-480e-a599-cbc183de90a6 · outbound

This paper cites Wide residual networks for mitosis detection.

FEVER-OOD: Free Energy Vulnerability Elimination for Robust Out-of-Distribution Detection Wide residual networks for mitosis detection

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T04:22:23.903468Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T04:22:23.689556Z digest=sha256:db641e8cce3b640ec830830bf5f0c79ee88fda95154364c7486681e14a2ca58e

Observation e3f2aec2-c788-4d5d-9793-fc751f2d83d1 · outbound

This paper cites Places: An image database for deep scene understand- ing.

FEVER-OOD: Free Energy Vulnerability Elimination for Robust Out-of-Distribution Detection Places: An image database for deep scene understand- ing

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T04:22:23.888811Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T04:22:23.693303Z digest=sha256:a503a64d01a12c7707b2267524e54dac13f013545403599dbd0d9b710eb499e4

Observation f7db14f4-bac3-45a4-90b9-b8110d0a9a9c · outbound

This paper cites an unresolved cited work.

FEVER-OOD: Free Energy Vulnerability Elimination for Robust Out-of-Distribution Detection Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-08-12T04:22:23.876440Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T04:22:23.697890Z digest=sha256:c643a9c1c02edb92a305cca6e3a3730eca31ad9398ed2d2bda9fa68d7080b9ea

Observation 1d508431-9cdb-4db1-96c7-0fea5c65dbac · outbound

This paper cites 2Code is available at https : / / github.

FEVER-OOD: Free Energy Vulnerability Elimination for Robust Out-of-Distribution Detection 2Code is available at https : / / github

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T04:22:23.861976Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T04:22:23.702493Z digest=sha256:7de1ff82947ef2d38e3d005f865993efa3ade561593e848093231de0be820bff

Observation 9eca251b-e03d-493b-a6dd-ff79a68ecc5b · outbound

This paper cites 5 and 6 show the feature projections of VOS and FEVER-OOD VOS models using UMAP and t-SNE pro- jections, respectively.

FEVER-OOD: Free Energy Vulnerability Elimination for Robust Out-of-Distribution Detection 5 and 6 show the feature projections of VOS and FEVER-OOD VOS models using UMAP and t-SNE pro- jections, respectively

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T04:22:23.846417Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T04:22:23.706634Z digest=sha256:ce444aca43797ebb2c8dd435356ac49b29b922b8283ec5a361b6a5282a74efa0

Observation 03a6ede5-6e24-440d-9f54-78cbd6f3c83d · outbound

This paper cites 9 to 13 show the ablation studies of varyingλLSV and λCN in Eqs.

FEVER-OOD: Free Energy Vulnerability Elimination for Robust Out-of-Distribution Detection 9 to 13 show the ablation studies of varyingλLSV and λCN in Eqs

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T04:22:23.831578Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T04:22:23.711796Z digest=sha256:c87f8670825ba5651740273ccdc4ea2ad60c5e01967f5ff32239d7747bed59a0

Observation a84ac2c5-f162-4fa6-bb23-063c10c64600 · outbound

This paper cites 14 for OpenImages [20] as OOD, and in Fig.

FEVER-OOD: Free Energy Vulnerability Elimination for Robust Out-of-Distribution Detection 14 for OpenImages [20] as OOD, and in Fig

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T04:22:23.816465Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T04:22:23.716224Z digest=sha256:2c3b4297ecb8f4a5423aa6425e9db85b41e80aa9a71ef4ac55ab3e03a96e02f7

Observation be3323f5-e866-4fe8-90d4-18378edd96b3 · outbound

This paper cites We identify the following limitations: • FEVER-OOD does not entirely avoid the null space vul- nerabilities.

FEVER-OOD: Free Energy Vulnerability Elimination for Robust Out-of-Distribution Detection We identify the following limitations: • FEVER-OOD does not entirely avoid the null space vul- nerabilities

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T04:22:23.801916Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T04:22:23.720550Z digest=sha256:085b440a2e700dbd52e7d064ecb229c1a25232a9a48c5c7b34c9f9766aa542f7

Observation deda0f07-0e62-4dfa-b276-6d88f9b0479c · outbound

This paper cites an unresolved cited work.

FEVER-OOD: Free Energy Vulnerability Elimination for Robust Out-of-Distribution Detection Unresolved cited work

Reference 2022

Resolution
unresolved
raw_fallback, observed 2026-08-12T04:22:24.337969Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T04:22:23.536662Z digest=sha256:1d8873b8ce3fa52b39dff09c3b36aa76c4f1e5f3c972dad15fa4aa9952041381

Pith citing papers

No inbound Pith citation observations are available.