Pith. sign in

Paper Citation Record · LEDGER

TTVD: Towards a Geometric Framework for Test-Time Adaptation Based on Voronoi Diagram

As of 13 August 2026, this Paper Citation Record lists 61 of 61 outbound references and 0 inbound Pith citation observations for arXiv:2412.07980.

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

pith.paper-citation-record.v1
2412.07980 v1

Coverage vector

measured 61 of 61 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T18:27:50.531237Z

measured 61 of 61 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+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

61 of 61 outbound references displayed

  • verified exact0
  • verified fuzzy44
  • unresolved16
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 1854a4af-ce45-482d-8764-2e7b7ebd83f0 · outbound

This paper cites Self-supervised learning for domain adaptation on point clouds.

TTVD: Towards a Geometric Framework for Test-Time Adaptation Based on Voronoi Diagram Self-supervised learning for domain adaptation on point clouds

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T18:27:51.247226Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T18:27:50.297499Z digest=sha256:8eedc7f2657cff8e7d99e3dc30c6bb5831a13898a726068a6507f68fe194e14b

Observation e5176178-a395-45e0-8371-8731d7c8a40f · outbound

This paper cites Aurenhammer.

TTVD: Towards a Geometric Framework for Test-Time Adaptation Based on Voronoi Diagram Aurenhammer

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T18:27:51.236295Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T18:27:50.302161Z digest=sha256:4d09aae3495a6de64a9357c14b069ad0ef4ec49c1bbd6df8052e19a3ed02ca85

Observation e9e27ea2-0c24-4e99-a788-39e5daf729ee · outbound

This paper cites V oronoi diagrams—a survey of a fundamental geometric data structure.

TTVD: Towards a Geometric Framework for Test-Time Adaptation Based on Voronoi Diagram V oronoi diagrams—a survey of a fundamental geometric data structure

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T18:27:51.225020Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T18:27:50.306378Z digest=sha256:3713edcfb46ccd29d6deb1328f04479dc8c6229f82b54098ee5b06dbcb07fb09

Observation 2727b995-edaa-4813-b7c5-b7c8c839bddf · outbound

This paper cites Baraniuk.

TTVD: Towards a Geometric Framework for Test-Time Adaptation Based on Voronoi Diagram Baraniuk

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T18:27:51.212392Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T18:27:50.310455Z digest=sha256:4fcf5b9c497656191fec7139b62f90d0c41888dc9dab61b9c1b1dc8164803876

Observation 8ef48dc2-a376-4f67-89d5-75161f8a9e73 · outbound

This paper cites The geometry of deep networks: Power diagram subdivision.

TTVD: Towards a Geometric Framework for Test-Time Adaptation Based on Voronoi Diagram The geometry of deep networks: Power diagram subdivision

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T18:27:51.201901Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T18:27:50.314210Z digest=sha256:0132769ae544f53bee8fab73a0958055b6ea0bd46123119bc714dc56e3a72d8f

Observation 0b09da26-850a-4786-85f9-17d156cbcbd8 · outbound

This paper cites Characterizing Large Language Model Geometry Helps Solve Toxicity Detection and Generation.

TTVD: Towards a Geometric Framework for Test-Time Adaptation Based on Voronoi Diagram Characterizing Large Language Model Geometry Helps Solve Toxicity Detection and Generation

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-11T18:27:50.318115Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T18:27:50.318115Z digest=sha256:323eedc3db5b2099e815555e4ac0bb92fe3932f899a605bf3814bb700fcf0929

Observation 71561e27-2418-434a-bd00-4d631b18bcb3 · outbound

This paper cites Chen, Ziyun Huang, Yangwei Liu, and Jinhui Xu.

TTVD: Towards a Geometric Framework for Test-Time Adaptation Based on Voronoi Diagram Chen, Ziyun Huang, Yangwei Liu, and Jinhui Xu

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T18:27:51.191177Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T18:27:50.323009Z digest=sha256:83acf75af764efe1d858ac6d8b3740f0709923c136f08c055ec16846f515631a

Observation 02f65001-86b6-4785-b277-b65f3e17acfe · outbound

This paper cites Chen, Ziyun Huang, Yangwei Liu, and Jinhui Xu.

TTVD: Towards a Geometric Framework for Test-Time Adaptation Based on Voronoi Diagram Chen, Ziyun Huang, Yangwei Liu, and Jinhui Xu

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T18:27:51.181106Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T18:27:50.326641Z digest=sha256:ebe40d1ea9e6c188c0d0e2ade2d06946f1c71cb09aaeaa0e509e40b331155895

Observation 8379d569-e366-48db-b7e3-80a1820461b5 · outbound

This paper cites Ac- tion segmentation with joint self-supervised temporal domain adaptation.

TTVD: Towards a Geometric Framework for Test-Time Adaptation Based on Voronoi Diagram Ac- tion segmentation with joint self-supervised temporal domain adaptation

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T18:27:51.170968Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T18:27:50.330446Z digest=sha256:6409cde623bad464124c2d7964333185f25907b85b7bbbf11c337e48ad2bd845

Observation e2b6f1b2-416c-40b6-b397-3483439fb9e5 · outbound

This paper cites Self-ensembling for visual domain adaptation.

TTVD: Towards a Geometric Framework for Test-Time Adaptation Based on Voronoi Diagram Self-ensembling for visual domain adaptation

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-11T18:27:50.333899Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T18:27:50.333899Z digest=sha256:de9c9d0d9a33de64e8f56839064586cfbcbeaa5c39148632c7b0d71b183e48e9

Observation 7b7d9470-fa9a-410a-b591-9e01998d8375 · outbound

This paper cites Test-time training with masked autoencoders.

TTVD: Towards a Geometric Framework for Test-Time Adaptation Based on Voronoi Diagram Test-time training with masked autoencoders

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-11T18:27:50.338067Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T18:27:50.338067Z digest=sha256:b871720e1718153ac8a5e5b2039143e7d62fa40089877a10e153eba5307b3332

Observation 041d5a65-c657-4076-ad0e-4a9b5fa4699f · outbound

This paper cites Domain- adversarial training of neural networks.

TTVD: Towards a Geometric Framework for Test-Time Adaptation Based on Voronoi Diagram Domain- adversarial training of neural networks

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T18:27:51.153427Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T18:27:50.342111Z digest=sha256:b550460cf91cbee59bdc2dfe8b129024b2a0443a055a743cd2fc6fe3b3081b23

Observation f9320113-4339-4daa-915e-8b0a6e35cd1c · outbound

This paper cites NOTE: Robust continual test-time adaptation against temporal cor- relation.

TTVD: Towards a Geometric Framework for Test-Time Adaptation Based on Voronoi Diagram NOTE: Robust continual test-time adaptation against temporal cor- relation

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T18:27:51.141738Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T18:27:50.346167Z digest=sha256:2467dc512cd15b9fc3ae6b5f7dc732d72027cdc2e49f768649ffc383292b80fc

Observation 28ee8487-acdd-438a-8bc0-98cc010af69d · outbound

This paper cites Generative adver- sarial nets.

TTVD: Towards a Geometric Framework for Test-Time Adaptation Based on Voronoi Diagram Generative adver- sarial nets

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T18:27:51.130335Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T18:27:50.349948Z digest=sha256:07caad6786b985d2990de3306a3ec27590193098a962806e53605e96e7cac8cc

Observation 231ea6c1-e138-4024-8d05-dd49939187ad · outbound

This paper cites Test-time adaptation via conjugate pseudo-labels.

TTVD: Towards a Geometric Framework for Test-Time Adaptation Based on Voronoi Diagram Test-time adaptation via conjugate pseudo-labels

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T18:27:51.119107Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T18:27:50.353955Z digest=sha256:a1d262b202eda575722fe0f0d332f6eae09d23e1a7a519a15dd77f035efe6986

Observation 1ee355c0-7ad3-467a-b972-66483cb93ca4 · outbound

This paper cites Test-time training on nearest neighbors for large lan- guage models.

TTVD: Towards a Geometric Framework for Test-Time Adaptation Based on Voronoi Diagram Test-time training on nearest neighbors for large lan- guage models

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T18:27:51.107740Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T18:27:50.358423Z digest=sha256:7de87e4196a317cf777f803534e734d5805a85d3a299565e45127987c619ca5c

Observation 51d6cb0c-7b7c-45d4-9d97-dcae2384e29e · outbound

This paper cites Deep residual learn- ing for image recognition.

TTVD: Towards a Geometric Framework for Test-Time Adaptation Based on Voronoi Diagram Deep residual learn- ing for image recognition

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T18:27:51.095697Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T18:27:50.363420Z digest=sha256:0e95cae69a2b7fa6e773e8dc9aec4030e2179023d55fd37c9081b97a5a270a33

Observation ba15763f-1d0d-4e65-a8b1-f42e6d95acf1 · outbound

This paper cites The many faces of robustness: A critical analysis of out-of-distribution generalization.

TTVD: Towards a Geometric Framework for Test-Time Adaptation Based on Voronoi Diagram The many faces of robustness: A critical analysis of out-of-distribution generalization

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-11T18:27:50.368705Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T18:27:50.368705Z digest=sha256:1008481c979a458aeccd9333dfa8183250ef9a0c0d8f5fb5a090544a039235c9

Observation 2eaf92ba-d41c-440b-a7be-1a14a16cde6a · outbound

This paper cites Benchmarking Neural Network Robustness to Common Corruptions and Perturbations.

TTVD: Towards a Geometric Framework for Test-Time Adaptation Based on Voronoi Diagram Benchmarking Neural Network Robustness to Common Corruptions and Perturbations

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-11T18:27:50.372758Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T18:27:50.372758Z digest=sha256:35b4ebf04fd7846d1127bd9599bc58f673af5d25ffdb6865a9350b61fe558a53

Observation a8a5fd6f-f1cd-4db6-8c1f-2fe8746c51fa · outbound

This paper cites Denoising diffusion probabilistic models.

TTVD: Towards a Geometric Framework for Test-Time Adaptation Based on Voronoi Diagram Denoising diffusion probabilistic models

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T18:27:51.077378Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T18:27:50.377041Z digest=sha256:f10552e5830ee60c57f87558d147ba7652a2ef024b5ed3f1f5c78fb4604d80d3

Observation e068b48e-5a34-4c90-8c8e-69e384fdbede · outbound

This paper cites Chen, and Jinhui Xu.

TTVD: Towards a Geometric Framework for Test-Time Adaptation Based on Voronoi Diagram Chen, and Jinhui Xu

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T18:27:51.066413Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T18:27:50.380896Z digest=sha256:cbd132a56c49feabaa284d44b979b99d3cb85ea68e6ff30058968927716bc2cc

Observation ad1f661d-1737-4db2-a8c9-3f6322638a0f · outbound

This paper cites Influence-based voronoi diagrams of clusters.

TTVD: Towards a Geometric Framework for Test-Time Adaptation Based on Voronoi Diagram Influence-based voronoi diagrams of clusters

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T18:27:51.054151Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T18:27:50.384661Z digest=sha256:6daebff7bfd391c8a34720a6e84241b1cecba93aa5059a34b2963829ccd14b47

Observation 7080d922-9cfc-45fb-ac91-8ffb2b882d80 · outbound

This paper cites Baraniuk.

TTVD: Towards a Geometric Framework for Test-Time Adaptation Based on Voronoi Diagram Baraniuk

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T18:27:51.042810Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T18:27:50.388414Z digest=sha256:50a7ed537107052c96e5b8106cfa92b10c0a148c57992818abf2eb72eb10b9e8

Observation 68a1c778-b648-4521-8fb7-54c39fbe59a8 · outbound

This paper cites Test-time classifier adjustment module for model-agnostic domain generalization.

TTVD: Towards a Geometric Framework for Test-Time Adaptation Based on Voronoi Diagram Test-time classifier adjustment module for model-agnostic domain generalization

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T18:27:51.031936Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T18:27:50.391927Z digest=sha256:74ab435d4ac40070b1ef919fc99b79e37dc632ac85ccf520be8d2b1242f63524

Observation 41906c00-96dc-4bbf-b617-1aed8344e673 · outbound

This paper cites Test-Time Adaptation via Self-Training with Nearest Neighbor Information.

TTVD: Towards a Geometric Framework for Test-Time Adaptation Based on Voronoi Diagram Test-Time Adaptation via Self-Training with Nearest Neighbor Information

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-11T18:27:50.395816Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T18:27:50.395816Z digest=sha256:341d64b23e4858e8d81acc47919b3741b7b215d1c6475fff8b09b898c8fdec1f

Observation bcb2e928-27c0-4d5e-a048-3660eb81202b · outbound

This paper cites Rotograd: Gradient homogenization in multi- task learning.

TTVD: Towards a Geometric Framework for Test-Time Adaptation Based on Voronoi Diagram Rotograd: Gradient homogenization in multi- task learning

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T18:27:51.021145Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T18:27:50.400076Z digest=sha256:ca499c2fda081fdd75348d206827dba1e3e1e0f8e627d3399c9d0b79c3a344fd

Observation f869e3a3-6a78-4679-9abd-0bf306189d97 · outbound

This paper cites Forkmerge: Mitigating negative transfer in auxiliary-task learning.

TTVD: Towards a Geometric Framework for Test-Time Adaptation Based on Voronoi Diagram Forkmerge: Mitigating negative transfer in auxiliary-task learning

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T18:27:51.010570Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T18:27:50.403689Z digest=sha256:c648241975bb0bbcb3cb941e219950255a6582bec631fe39f42e5837f3b2dbac

Observation a44f358c-bd3d-4b1b-a1b4-6ac2f04b3541 · outbound

This paper cites Deep adversarial attention alignment for unsupervised domain adaptation: the benefit of target expectation maximization.

TTVD: Towards a Geometric Framework for Test-Time Adaptation Based on Voronoi Diagram Deep adversarial attention alignment for unsupervised domain adaptation: the benefit of target expectation maximization

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T18:27:50.999666Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T18:27:50.407631Z digest=sha256:c20691b88ea938355f78f2f5ce136fd2cc3f6a3c24f0f283deb8894fb333edb1

Observation bc228abb-8a22-410f-92a3-bb735f060728 · outbound

This paper cites Venkatesh Babu.

TTVD: Towards a Geometric Framework for Test-Time Adaptation Based on Voronoi Diagram Venkatesh Babu

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T18:27:50.988081Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T18:27:50.411547Z digest=sha256:003ccfb2f51a0604e9ae5cecbe17cc8bb29e37fa0835fb2b5dc2cf5b3cc9b099

Observation 6931bf1e-4258-4e52-96ed-69a0bf8f482c · outbound

This paper cites Self-supervised label augmenta- tion via input transformations.

TTVD: Towards a Geometric Framework for Test-Time Adaptation Based on Voronoi Diagram Self-supervised label augmenta- tion via input transformations

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T18:27:50.976758Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T18:27:50.415238Z digest=sha256:bbb07df87eb7ed600155d974fc58584107d828a1094e5f1ddf73c3148f1d3af0

Observation 842041b8-981b-451d-9c29-4a5a5c5c7638 · outbound

This paper cites Domain generaliza- tion with adversarial feature learning.

TTVD: Towards a Geometric Framework for Test-Time Adaptation Based on Voronoi Diagram Domain generaliza- tion with adversarial feature learning

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T18:27:50.964766Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T18:27:50.418923Z digest=sha256:972bff4e6395e4eb2801ca0f58204aff84586a455602151780db2e5553a81b87

Observation d59dad2a-913d-4827-9673-e11678e0baf1 · outbound

This paper cites Do we really need to access the source data? source hypothesis transfer for unsupervised domain adaptation.

TTVD: Towards a Geometric Framework for Test-Time Adaptation Based on Voronoi Diagram Do we really need to access the source data? source hypothesis transfer for unsupervised domain adaptation

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T18:27:50.952873Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T18:27:50.422718Z digest=sha256:861a1d82bf0ea184996db9e6aa399ef180630a6c5f0f0bd3ad430653b1d0f952

Observation a3c1d903-e04d-4efe-a85c-a1b4f12d6d1f · outbound

This paper cites Source data- absent unsupervised domain adaptation through hypothesis transfer and label- ing transfer.

TTVD: Towards a Geometric Framework for Test-Time Adaptation Based on Voronoi Diagram Source data- absent unsupervised domain adaptation through hypothesis transfer and label- ing transfer

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T18:27:50.940844Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T18:27:50.426272Z digest=sha256:bd8b0db837d02dff691601b9e103b2da762f4ac653e202e55b77d76bb8f3e947

Observation 3b56e732-633b-4cbf-8d1d-cf00f8045eca · outbound

This paper cites Source-free domain adaptation for se- mantic segmentation.

TTVD: Towards a Geometric Framework for Test-Time Adaptation Based on Voronoi Diagram Source-free domain adaptation for se- mantic segmentation

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T18:27:50.928203Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T18:27:50.429844Z digest=sha256:8baed9c25a86c04508bb41cf00f6128c05dd382e4144e074761b252a19380c80

Observation 1b5b5705-9d43-4f00-9160-f3501bd392df · outbound

This paper cites TTT++: When does self-supervised test- time training fail or thrive? In A.

TTVD: Towards a Geometric Framework for Test-Time Adaptation Based on Voronoi Diagram TTT++: When does self-supervised test- time training fail or thrive? In A

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T18:27:50.916141Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T18:27:50.433700Z digest=sha256:b27723ce6fe6c00d7f016a159fc863a19e0758ff7c1093fd2333c5fbbc2ce954

Observation a0209095-82c5-4b76-acdc-3c6df4907718 · outbound

This paper cites Few-shot learning as cluster-induced voronoi diagrams: A geometric approach, 2022.

TTVD: Towards a Geometric Framework for Test-Time Adaptation Based on Voronoi Diagram Few-shot learning as cluster-induced voronoi diagrams: A geometric approach, 2022

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T18:27:50.904804Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T18:27:50.437455Z digest=sha256:6aaa32d1d7daaf1fbad9da5d21a4a7158960ca6f79b99b233a23672d8ce90f24

Observation 8215c586-2ca5-4f1b-8e86-f20ae4bd0e73 · outbound

This paper cites Progressive voronoi diagram subdivision enables accurate data-free class-incremental learning.

TTVD: Towards a Geometric Framework for Test-Time Adaptation Based on Voronoi Diagram Progressive voronoi diagram subdivision enables accurate data-free class-incremental learning

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T18:27:50.891884Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T18:27:50.440691Z digest=sha256:fadca7ee4264e3b887d88bf8b2f190303d145ebba8e1cbad97b7c0e630c43a1c

Observation 21944ca6-5790-4d51-9a3c-e78b5b84df53 · outbound

This paper cites an unresolved cited work.

TTVD: Towards a Geometric Framework for Test-Time Adaptation Based on Voronoi Diagram Unresolved cited work

Reference 38

Resolution
unresolved
raw_fallback, observed 2026-08-11T18:27:50.879555Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T18:27:50.444285Z digest=sha256:223fac4dd6f46d5779b3ad45a728d329f8826219c3c3463f2cae2c79aa218f58

Observation 938d0d19-e769-4760-9b47-8445a23396c2 · outbound

This paper cites MNIST-C: A Robustness Benchmark for Computer Vision.

TTVD: Towards a Geometric Framework for Test-Time Adaptation Based on Voronoi Diagram MNIST-C: A Robustness Benchmark for Computer Vision

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-11T18:27:50.447649Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T18:27:50.447649Z digest=sha256:1260aea31d7c3ce8cf34028976e2fa642d5f3080b763debeb5d4e240b53d652a

Observation 450fd3ef-8741-41db-abde-23e8a36796d8 · outbound

This paper cites Efficient test-time model adaptation without forgetting.

TTVD: Towards a Geometric Framework for Test-Time Adaptation Based on Voronoi Diagram Efficient test-time model adaptation without forgetting

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-11T18:27:50.451403Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T18:27:50.451403Z digest=sha256:05a4ae84d6a210a5ff43ddaafa0e47d43679f80edfbe8f74972a58f24a717fe4

Observation fba7d326-2d62-4dd8-94b8-77917dca6b3c · outbound

This paper cites Towards stable test-time adaptation in dynamic wild world.

TTVD: Towards a Geometric Framework for Test-Time Adaptation Based on Voronoi Diagram Towards stable test-time adaptation in dynamic wild world

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-11T18:27:50.455598Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T18:27:50.455598Z digest=sha256:db71ce997d094d556d95dced4194a6c260bec5c591e3600bb6d76a9e074dedde

Observation fa5a295e-65ad-48b3-8493-3bd087c83f8a · outbound

This paper cites Un- supervised intra-domain adaptation for semantic segmentation through self- supervision.

TTVD: Towards a Geometric Framework for Test-Time Adaptation Based on Voronoi Diagram Un- supervised intra-domain adaptation for semantic segmentation through self- supervision

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T18:27:50.851627Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T18:27:50.459110Z digest=sha256:33b8a15aa1e93e9e1940d05e8a0615160980ac7b44f78bd689eb8981e956e5e9

Observation 4b267a50-9ba1-4d00-9c6a-b12d40575814 · outbound

This paper cites The Entropy Enigma: Success and Failure of Entropy Minimization.

TTVD: Towards a Geometric Framework for Test-Time Adaptation Based on Voronoi Diagram The Entropy Enigma: Success and Failure of Entropy Minimization

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-11T18:27:50.462983Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T18:27:50.462983Z digest=sha256:cf80d4e1fa9bb3d199ab85bfddedb1109ff2b58e0a92c24e11c6c6c834d6da5c

Observation fd2a310b-cc7e-4924-8025-8029bcae13b4 · outbound

This paper cites Improving robustness against common corruptions by covariate shift adaptation.

TTVD: Towards a Geometric Framework for Test-Time Adaptation Based on Voronoi Diagram Improving robustness against common corruptions by covariate shift adaptation

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T18:27:50.840047Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T18:27:50.467569Z digest=sha256:2cbe16f1f6e68589125d640dfec725fed5c8e6c16ad3e9857235e67f2bf87adb

Observation c8980fe0-4b42-4818-a8b1-fb600321f9ef · outbound

This paper cites an unresolved cited work.

TTVD: Towards a Geometric Framework for Test-Time Adaptation Based on Voronoi Diagram Unresolved cited work

Reference 45

Resolution
unresolved
raw_fallback, observed 2026-08-11T18:27:50.827816Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T18:27:50.471397Z digest=sha256:26aa7f6c0a5d95de1b8ea19e948c380520f091bca6decee455bf42edd52cb18a

Observation 6963a6e5-832e-4fb6-bf54-235e98e5da1f · outbound

This paper cites an unresolved cited work.

TTVD: Towards a Geometric Framework for Test-Time Adaptation Based on Voronoi Diagram Unresolved cited work

Reference 46

Resolution
unresolved
raw_fallback, observed 2026-08-11T18:27:50.813689Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T18:27:50.475082Z digest=sha256:c64faaa157ce7a632e76263caacc9215d3c19d3305859daa4a818a0486d5d882

Observation b17f1e32-e8d0-45bd-9b7c-46ab8f3ef428 · outbound

This paper cites Sequence to sequence learning with neural networks.

TTVD: Towards a Geometric Framework for Test-Time Adaptation Based on Voronoi Diagram Sequence to sequence learning with neural networks

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-11T18:27:50.478737Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T18:27:50.478737Z digest=sha256:b6e43dc0400aafd1b6d5a798d3d787b8bdce203bad25db4782983aba575508ef

Observation d36d2666-0703-4092-94cf-7a93f4eeea79 · outbound

This paper cites Discriminative adversarial domain adaptation.

TTVD: Towards a Geometric Framework for Test-Time Adaptation Based on Voronoi Diagram Discriminative adversarial domain adaptation

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T18:27:50.793846Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T18:27:50.482455Z digest=sha256:0c926b165c2487813894e5737eb545a0666dc62cf188bc4b314dd70e73cb4a7b

Observation 73660f9d-323d-42fe-98a3-6e909f26fc4c · outbound

This paper cites Attention is all you need.

TTVD: Towards a Geometric Framework for Test-Time Adaptation Based on Voronoi Diagram Attention is all you need

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-11T18:27:50.486017Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T18:27:50.486017Z digest=sha256:aa9d8119b1cb41b468d60a476aa41dd083f43afeba5cdbb62e4d17665b568517

Observation b48e73b4-4d0c-4d94-8ce1-aef85423e32a · outbound

This paper cites Nouvelles applications des param `etres continus `a la th ´eorie des formes quadratiques.

TTVD: Towards a Geometric Framework for Test-Time Adaptation Based on Voronoi Diagram Nouvelles applications des param `etres continus `a la th ´eorie des formes quadratiques

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T18:27:50.773657Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T18:27:50.489629Z digest=sha256:9cef6fc2fdcedbdc66c8783a1ba08b2aed5a8f4e168ecb75af613a1a40205f40

Observation 96154a46-6e4d-475a-82d4-ceefac6946a4 · outbound

This paper cites Nouvelles applications des param `etres continus `a la th ´eorie des formes quadratiques.

TTVD: Towards a Geometric Framework for Test-Time Adaptation Based on Voronoi Diagram Nouvelles applications des param `etres continus `a la th ´eorie des formes quadratiques

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T18:27:50.760291Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T18:27:50.493448Z digest=sha256:6cbdfa31e3ebacb8695f9720811d226730cdd3fbfba82d37f52b37aba67643a5

Observation d7f1e650-35a0-4d5f-a1c8-8c366bacdc9f · outbound

This paper cites Tent: Fully test-time adaptation by entropy minimization.

TTVD: Towards a Geometric Framework for Test-Time Adaptation Based on Voronoi Diagram Tent: Fully test-time adaptation by entropy minimization

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T18:27:50.748268Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T18:27:50.497269Z digest=sha256:f2e1bd2fbb63ce81e4c30fef0c4a74e386c6eb8f1d3467bc2e67e111c30f886f

Observation df3f8165-f727-4a5f-9c09-c6ac260a9edf · outbound

This paper cites Continual test-time do- main adaptation.

TTVD: Towards a Geometric Framework for Test-Time Adaptation Based on Voronoi Diagram Continual test-time do- main adaptation

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T18:27:50.736044Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T18:27:50.500864Z digest=sha256:795e2ebf2d9ca6e83ebf7f6bedfc21740e81ace5e5c24a9ea5a078be1580df88

Observation 22a8b458-1f9f-4915-b80f-1af2b98421ca · outbound

This paper cites A MAX-AFFINE SPLINE PERSPECTIVE OF RECURRENT NEURAL NETWORKS.

TTVD: Towards a Geometric Framework for Test-Time Adaptation Based on Voronoi Diagram A MAX-AFFINE SPLINE PERSPECTIVE OF RECURRENT NEURAL NETWORKS

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T18:27:50.723640Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T18:27:50.504279Z digest=sha256:3e492639fc929c90224043acd3f6d1930b1f9989c17ff548b62c4f1e8f59c6e7

Observation b6bd4965-5819-4a9b-a200-5798d6531858 · outbound

This paper cites Exploiting the intrinsic neighborhood structure for source-free domain adaptation.Advances in neural information processing systems, 34:29393–29405, 2021.

TTVD: Towards a Geometric Framework for Test-Time Adaptation Based on Voronoi Diagram Exploiting the intrinsic neighborhood structure for source-free domain adaptation.Advances in neural information processing systems, 34:29393–29405, 2021

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T18:27:50.710088Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T18:27:50.507923Z digest=sha256:efa58779c26b7f0bf2ed056df69ec39d3747eccd8bde2dd19a3c7daab11a6e56

Observation 23358ace-8d3b-44bb-987f-3e3b63e79c5d · outbound

This paper cites Trust your good friends: Source-free domain adaptation by reciprocal neighborhood clustering.

TTVD: Towards a Geometric Framework for Test-Time Adaptation Based on Voronoi Diagram Trust your good friends: Source-free domain adaptation by reciprocal neighborhood clustering

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T18:27:50.696558Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T18:27:50.511658Z digest=sha256:1a2255189d8f637c95fb2b85da743da1733a5229a5fa5df47dc65591c27faa31

Observation 7a217830-53a0-4b6e-b0f5-174edf986449 · outbound

This paper cites Max-affine spline insights into deep network pruning.Transactions on Machine Learning Research, 2022.

TTVD: Towards a Geometric Framework for Test-Time Adaptation Based on Voronoi Diagram Max-affine spline insights into deep network pruning.Transactions on Machine Learning Research, 2022

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T18:27:50.685813Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T18:27:50.515256Z digest=sha256:2ef5884a26681e4b7954294e6a0dc889ab13f0a9c07f376105fc1ff9e230698a

Observation 3e003895-f1c7-4eb8-b872-d9649ca26d66 · outbound

This paper cites Wide Residual Networks.

TTVD: Towards a Geometric Framework for Test-Time Adaptation Based on Voronoi Diagram Wide Residual Networks

Reference 58

Resolution
unresolved
no resolver link, observed 2026-08-11T18:27:50.518973Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T18:27:50.518973Z digest=sha256:2507f39f814013e8d40ab303f457b94e384a099f99889f0f0fd0383188af5ccb

Observation b2403990-4512-47a6-894f-d699297c1b53 · outbound

This paper cites Zhang, S.

TTVD: Towards a Geometric Framework for Test-Time Adaptation Based on Voronoi Diagram Zhang, S

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T18:27:50.674309Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T18:27:50.523104Z digest=sha256:c8ec94e5e4459446ce4e952edf31542c2b3609d2863e763ac33f18a6768bc69d

Observation 566883a8-b706-4c11-84fe-f62b5895bba8 · outbound

This paper cites AdaNPC: Exploring non-parametric classifier for test-time adaptation.

TTVD: Towards a Geometric Framework for Test-Time Adaptation Based on Voronoi Diagram AdaNPC: Exploring non-parametric classifier for test-time adaptation

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T18:27:50.662494Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T18:27:50.527375Z digest=sha256:d22301f260f2ea5610da3a3b3a135db6a338a040c7df9b28201d2e64950d6b45

Observation 26cf15f5-9d4d-4a3e-a3bc-bf94b3612b79 · outbound

This paper cites bike”, “bus.

TTVD: Towards a Geometric Framework for Test-Time Adaptation Based on Voronoi Diagram bike”, “bus

Reference 61

Resolution
malformed identifier
raw_fallback, observed 2026-08-11T18:27:50.647756Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T18:27:50.531237Z digest=sha256:31ed478f29359c505863c8153095f9b01f8bc7f3f4a4071f225d12ae8ccce2cb

Pith citing papers

No inbound Pith citation observations are available.