Paper Citation Record · LEDGER

An Efficient Framework for Enhancing Discriminative Models via Diffusion Techniques

As of 13 August 2026, this Paper Citation Record lists 43 of 43 outbound references and 0 inbound Pith citation observations for arXiv:2412.09063.

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

pith.paper-citation-record.v1
2412.09063 v2

Coverage vector

measured 43 of 43 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T17:28:31.748381Z

measured 43 of 43 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+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

43 of 43 outbound references displayed

verified exact1
verified fuzzy6
unresolved36
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f81e24e9-80a7-4811-b21e-9dd018d3f224 · outbound

This paper cites , " * write output.state after.block = add.period write newline.

An Efficient Framework for Enhancing Discriminative Models via Diffusion Techniques , " * write output.state after.block = add.period write newline

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-11T17:28:31.322589Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9fcfcb93-9a60-48e5-98e8-5da31593e875 · outbound

This paper cites write newline.

An Efficient Framework for Enhancing Discriminative Models via Diffusion Techniques write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-11T17:28:31.335241Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 10875e89-06ef-4083-9b42-be6c9aed57a4 · outbound

This paper cites Robust Classification via a Single Diffusion Model.

An Efficient Framework for Enhancing Discriminative Models via Diffusion Techniques Robust Classification via a Single Diffusion Model

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-11T17:28:31.383526Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4fe4ce7c-47f7-4766-9768-b55149cb6562 · outbound

This paper cites an unresolved cited work.

An Efficient Framework for Enhancing Discriminative Models via Diffusion Techniques Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-11T17:28:31.459024Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 492d6927-f06f-4b73-ab1d-54683fc35729 · outbound

This paper cites K.; Pecot, M.

An Efficient Framework for Enhancing Discriminative Models via Diffusion Techniques K.; Pecot, M

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:28:32.282697Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation d850666b-324c-45d4-9dde-ede44c96c6be · outbound

This paper cites Comparing Bayesian Network Classifiers.

An Efficient Framework for Enhancing Discriminative Models via Diffusion Techniques Comparing Bayesian Network Classifiers

Reference 6

Resolution: verified exact; local_arxiv, observed 2026-08-11T17:28:31.844296Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 4a47bdd1-3459-4a81-ba98-84496fd08805 · outbound

This paper cites an unresolved cited work.

An Efficient Framework for Enhancing Discriminative Models via Diffusion Techniques Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-11T17:28:32.272787Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 42681acb-9ec5-4631-af2a-9a8417d898cf · outbound

This paper cites an unresolved cited work.

An Efficient Framework for Enhancing Discriminative Models via Diffusion Techniques Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-11T17:28:31.541123Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fd912d90-62e9-4734-8c4f-9bf2ac29fb25 · outbound

This paper cites an unresolved cited work.

An Efficient Framework for Enhancing Discriminative Models via Diffusion Techniques Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-11T17:28:32.256572Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation b4f3a0de-c58e-441b-bb82-0e966a1a4fcc · outbound

This paper cites An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale.

An Efficient Framework for Enhancing Discriminative Models via Diffusion Techniques An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-11T17:28:31.549090Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 600cb660-fad3-4b07-946c-483225e6603b · outbound

This paper cites an unresolved cited work.

An Efficient Framework for Enhancing Discriminative Models via Diffusion Techniques Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-11T17:28:32.245174Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation f757e234-897f-45e1-8d8d-31800ec6e190 · outbound

This paper cites an unresolved cited work.

An Efficient Framework for Enhancing Discriminative Models via Diffusion Techniques Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-11T17:28:31.555445Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aa34aec3-fa49-4745-b868-5be90687e110 · outbound

This paper cites an unresolved cited work.

An Efficient Framework for Enhancing Discriminative Models via Diffusion Techniques Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-11T17:28:32.227405Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 1056355c-e0cb-4d63-a4fb-f13622044663 · outbound

This paper cites an unresolved cited work.

An Efficient Framework for Enhancing Discriminative Models via Diffusion Techniques Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-11T17:28:31.561803Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 34181c7a-5927-4548-aabc-b7411101626b · outbound

This paper cites an unresolved cited work.

An Efficient Framework for Enhancing Discriminative Models via Diffusion Techniques Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-11T17:28:31.565238Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8edeceb2-7803-4254-b227-bf16f0ff7a65 · outbound

This paper cites an unresolved cited work.

An Efficient Framework for Enhancing Discriminative Models via Diffusion Techniques Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-11T17:28:31.567656Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2f954fa0-0060-469a-9c7b-c06d52e6f3eb · outbound

This paper cites an unresolved cited work.

An Efficient Framework for Enhancing Discriminative Models via Diffusion Techniques Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-11T17:28:31.570692Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fe6b5d2b-81e2-4f0d-821f-7763ccb40ee8 · outbound

This paper cites an unresolved cited work.

An Efficient Framework for Enhancing Discriminative Models via Diffusion Techniques Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-11T17:28:31.573977Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b052e040-63d1-4307-9be6-58ebf1951175 · outbound

This paper cites Classifier-Free Diffusion Guidance.

An Efficient Framework for Enhancing Discriminative Models via Diffusion Techniques Classifier-Free Diffusion Guidance

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-11T17:28:31.576651Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fa0da1fa-b718-467c-a6fb-7103aaf89eae · outbound

This paper cites an unresolved cited work.

An Efficient Framework for Enhancing Discriminative Models via Diffusion Techniques Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-11T17:28:31.580507Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 72afe4c4-7926-422a-ad7e-a3449332e988 · outbound

This paper cites an unresolved cited work.

An Efficient Framework for Enhancing Discriminative Models via Diffusion Techniques Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-11T17:28:31.583834Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d1aee955-5c39-442b-a05b-2b4976cd10ce · outbound

This paper cites an unresolved cited work.

An Efficient Framework for Enhancing Discriminative Models via Diffusion Techniques Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-11T17:28:32.164272Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation b2903b97-f6dc-4641-8ff9-30ff2b84c824 · outbound

This paper cites an unresolved cited work.

An Efficient Framework for Enhancing Discriminative Models via Diffusion Techniques Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-11T17:28:31.590233Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d2f5aa29-dbca-4f9e-bd9c-ede99d6c099d · outbound

This paper cites C.; Prabhudesai, M.; Duggal, S.; Brown, E.

An Efficient Framework for Enhancing Discriminative Models via Diffusion Techniques C.; Prabhudesai, M.; Duggal, S.; Brown, E

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:28:32.148049Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 82109c7a-f973-4ff6-89c6-71a2b5e8b72b · outbound

This paper cites an unresolved cited work.

An Efficient Framework for Enhancing Discriminative Models via Diffusion Techniques Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-11T17:28:32.137917Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation d8533dc9-73a2-45ed-8c17-3e7b47a0106c · outbound

This paper cites DINOv2: Learning Robust Visual Features without Supervision.

An Efficient Framework for Enhancing Discriminative Models via Diffusion Techniques DINOv2: Learning Robust Visual Features without Supervision

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-11T17:28:31.599030Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8128521d-5fc0-4b4c-9721-4e750df3af88 · outbound

This paper cites an unresolved cited work.

An Efficient Framework for Enhancing Discriminative Models via Diffusion Techniques Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-11T17:28:31.602648Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1ccc123d-4562-441b-9c9c-2aa56a2f1440 · outbound

This paper cites W.; Hallacy, C.; Ramesh, A.; Goh, G.; Agarwal, S.; Sastry, G.; Askell, A.; Mishkin, P.; Clark, J.; et al.

An Efficient Framework for Enhancing Discriminative Models via Diffusion Techniques W.; Hallacy, C.; Ramesh, A.; Goh, G.; Agarwal, S.; Sastry, G.; Askell, A.; Mishkin, P.; Clark, J.; et al

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-11T17:28:31.605597Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 42bfac85-a58a-47d9-8b72-5a2ee0e9b152 · outbound

This paper cites an unresolved cited work.

An Efficient Framework for Enhancing Discriminative Models via Diffusion Techniques Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-11T17:28:31.608640Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a5af54d8-2c68-49d4-8154-6302a5b3c527 · outbound

This paper cites an unresolved cited work.

An Efficient Framework for Enhancing Discriminative Models via Diffusion Techniques Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-11T17:28:32.108893Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 6bfb0e57-36c1-417b-85d1-d7391582395b · outbound

This paper cites an unresolved cited work.

An Efficient Framework for Enhancing Discriminative Models via Diffusion Techniques Unresolved cited work

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-11T17:28:31.614451Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d8f69b11-0d44-4348-b795-cf85d23833e0 · outbound

This paper cites M.; Cudeiro, J.; and Jones, H.

An Efficient Framework for Enhancing Discriminative Models via Diffusion Techniques M.; Cudeiro, J.; and Jones, H

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:28:32.058451Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation efd3e3c1-7bd4-4743-98e5-c84052faeb6f · outbound

This paper cites Very Deep Convolutional Networks for Large-Scale Image Recognition.

An Efficient Framework for Enhancing Discriminative Models via Diffusion Techniques Very Deep Convolutional Networks for Large-Scale Image Recognition

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-11T17:28:31.633577Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cfc34a90-e2ec-471c-b54e-7ea9d62fb286 · outbound

This paper cites Denoising Diffusion Implicit Models.

An Efficient Framework for Enhancing Discriminative Models via Diffusion Techniques Denoising Diffusion Implicit Models

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-11T17:28:31.669014Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2b5f617c-e869-43f4-9218-569387491af2 · outbound

This paper cites Score-Based Generative Modeling through Stochastic Differential Equations.

An Efficient Framework for Enhancing Discriminative Models via Diffusion Techniques Score-Based Generative Modeling through Stochastic Differential Equations

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-11T17:28:31.710604Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation afa07e1d-bc1f-4f38-bd66-13f932364be2 · outbound

This paper cites P.; and Hariharan, B.

An Efficient Framework for Enhancing Discriminative Models via Diffusion Techniques P.; and Hariharan, B

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:28:31.949827Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 7e272c21-8388-4d04-85f3-206252b28b84 · outbound

This paper cites an unresolved cited work.

An Efficient Framework for Enhancing Discriminative Models via Diffusion Techniques Unresolved cited work

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-11T17:28:31.728626Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3790d30a-aa3e-49c9-9ac7-3068b074351d · outbound

This paper cites an unresolved cited work.

An Efficient Framework for Enhancing Discriminative Models via Diffusion Techniques Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-11T17:28:31.891761Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 04004970-f32c-4dc6-8dc6-ccbc6125b76c · outbound

This paper cites J.; and Lee, J.

An Efficient Framework for Enhancing Discriminative Models via Diffusion Techniques J.; and Lee, J

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:28:31.882478Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 54d6d793-4194-4f14-b372-1f854ecbabce · outbound

This paper cites an unresolved cited work.

An Efficient Framework for Enhancing Discriminative Models via Diffusion Techniques Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-08-11T17:28:31.872657Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 6159d87c-9ae0-4e2e-a59f-bcd54cc4ee38 · outbound

This paper cites Unleashing Text-to-Image Diffusion Models for Visual Perception.

An Efficient Framework for Enhancing Discriminative Models via Diffusion Techniques Unleashing Text-to-Image Diffusion Models for Visual Perception

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-11T17:28:31.742188Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a9e840d7-193a-4b19-b4ea-d66c9322bf36 · outbound

This paper cites Rethinking Out-of-Distribution Detection From a Human-Centric Perspective.

An Efficient Framework for Enhancing Discriminative Models via Diffusion Techniques Rethinking Out-of-Distribution Detection From a Human-Centric Perspective

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-11T17:28:31.745070Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8c74c858-4adc-4697-b753-079198965e76 · outbound

This paper cites S.; Schott, L.; Song, Y.; Dunn, B.

An Efficient Framework for Enhancing Discriminative Models via Diffusion Techniques S.; Schott, L.; Song, Y.; Dunn, B

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:28:31.863167Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Pith citing papers

No inbound Pith citation observations are available.