Pith. sign in

Paper Citation Record · LEDGER

Multi-Scale Conformal Prediction: A Theoretical Framework with Coverage Guarantees

As of 10 August 2026, this Paper Citation Record lists 30 of 30 outbound references and 1 inbound Pith citation observation for arXiv:2502.05565.

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

pith.paper-citation-record.v1
2502.05565 v1

Coverage vector

measured 30 of 30 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-08T18:56:27.598058Z

measured 31 of 31 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T06:01:12.904476Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: pith, observed 2026-08-05T06:01:13.253309Z

Reference resolution

30 of 30 outbound references displayed

  • verified exact0
  • verified fuzzy19
  • unresolved11
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d0181d7a-fe91-4c32-8cdc-d2e2649d1ddc · outbound

This paper cites Integrating machine learning and multiscale modeling—perspectives, challenges, and opportunities in the biolog- ical, biomedical, and behavioral sciences.

Multi-Scale Conformal Prediction: A Theoretical Framework with Coverage Guarantees Integrating machine learning and multiscale modeling—perspectives, challenges, and opportunities in the biolog- ical, biomedical, and behavioral sciences

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T18:56:27.896250Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-08T18:56:27.492130Z digest=sha256:e4ada313100532745fcf79842facea27b9dc5b645c54c27ddf5d57c31f3b19be

Observation 0d002b9f-c3f9-46cd-8225-da1f5e47d822 · outbound

This paper cites Conformal prediction: A gentle introduction.

Multi-Scale Conformal Prediction: A Theoretical Framework with Coverage Guarantees Conformal prediction: A gentle introduction

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T18:56:27.885695Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-08T18:56:27.496372Z digest=sha256:b1badf599fedf50f73b66bca759270af5f9c9f018bdbbbe6431256b91f9e3ef1

Observation c46e1a73-60a6-4a42-b22f-e7a98183f57a · outbound

This paper cites Exploring the role of simulator fidelity in the safety validation of learning-enabled au- tonomous systems.

Multi-Scale Conformal Prediction: A Theoretical Framework with Coverage Guarantees Exploring the role of simulator fidelity in the safety validation of learning-enabled au- tonomous systems

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T18:56:27.875803Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-08T18:56:27.500126Z digest=sha256:83a0ef5a73a0fdafef0ea10ae416b7565851035dda6a7498b1bfb4ced15c7c68

Observation 25068d9c-9a23-423b-b871-d7c6b009b301 · outbound

This paper cites Safety validation of learning-based autonomous systems: A multi-fidelity approach.

Multi-Scale Conformal Prediction: A Theoretical Framework with Coverage Guarantees Safety validation of learning-based autonomous systems: A multi-fidelity approach

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T18:56:27.866009Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-08T18:56:27.504065Z digest=sha256:4c2ca1552f6acb8b7ef830901e40780fda374bec98915decdf0b1504097b8534

Observation 9f06e776-c7d2-4a2f-9470-e54d36023c94 · outbound

This paper cites SMTL: A Stratified Logic for Expressive Multi-Level Temporal Specifications.

Multi-Scale Conformal Prediction: A Theoretical Framework with Coverage Guarantees SMTL: A Stratified Logic for Expressive Multi-Level Temporal Specifications

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-08T18:56:27.508213Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T18:56:27.508213Z digest=sha256:324a7eb8da91b0ba89ff1ac276004626f74f7ca26da8881c0453993b2a4c631b

Observation bcda1176-707b-4ba3-98c9-1c16eba4a003 · outbound

This paper cites Black-Box Safety Validation of Autonomous Systems: A Multi-Fidelity Reinforcement Learning Approach.

Multi-Scale Conformal Prediction: A Theoretical Framework with Coverage Guarantees Black-Box Safety Validation of Autonomous Systems: A Multi-Fidelity Reinforcement Learning Approach

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-08T18:56:27.512355Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T18:56:27.512355Z digest=sha256:ff577b9d8cc9158323e61bc7d6bc189eb01053ef17825605a4e2ae35ddab161d

Observation 03c3e6f6-a055-4154-8e29-e0e912291b9d · outbound

This paper cites Improved online conformal prediction via strongly adaptive online learning.

Multi-Scale Conformal Prediction: A Theoretical Framework with Coverage Guarantees Improved online conformal prediction via strongly adaptive online learning

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-08T18:56:27.516761Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T18:56:27.516761Z digest=sha256:a4e65c5639e7ee88a47fdd9179f69b5b21fbe6e25dceb09b8822b388edd07083

Observation f93978ed-b7f7-4eed-8898-84a17de95fc9 · outbound

This paper cites Multi-fidelity design framework inte- grating compositional kernels to facilitate early-stage design exploration of complex systems.

Multi-Scale Conformal Prediction: A Theoretical Framework with Coverage Guarantees Multi-fidelity design framework inte- grating compositional kernels to facilitate early-stage design exploration of complex systems

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T18:56:27.849792Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-08T18:56:27.520453Z digest=sha256:931401e81b577de1c4ff142820c6be0e80ad4b0819bc8ae41cc8f606768dab11

Observation 73795990-1650-4a0f-8b38-722b88093531 · outbound

This paper cites Distributional conformal prediction.

Multi-Scale Conformal Prediction: A Theoretical Framework with Coverage Guarantees Distributional conformal prediction

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T18:56:27.839818Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-08T18:56:27.524005Z digest=sha256:ab5f59c4db690f4caeda128d5e102297e529287d05d958c18ca6cfb3c815b002

Observation 13976c1d-cf5e-4da5-b0ef-29bab123fb83 · outbound

This paper cites On the expected size of conformal pre- diction sets.

Multi-Scale Conformal Prediction: A Theoretical Framework with Coverage Guarantees On the expected size of conformal pre- diction sets

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T18:56:27.830308Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-08T18:56:27.527521Z digest=sha256:bbc79ff1023593b2d41b450eb075f4c0925082849274b533d96530874b11d47a

Observation 4e4678bc-14e5-45db-970a-25670a630e28 · outbound

This paper cites A review on multiscale-deep-learning applications.

Multi-Scale Conformal Prediction: A Theoretical Framework with Coverage Guarantees A review on multiscale-deep-learning applications

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T18:56:27.820957Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-08T18:56:27.530845Z digest=sha256:e251bdb51195b980535b3d794a6d734df370ac2030fe834d95c0d489f9339cb9

Observation a178935d-e2dd-4f81-8efe-596d9006187c · outbound

This paper cites Review of multi-fidelity models.

Multi-Scale Conformal Prediction: A Theoretical Framework with Coverage Guarantees Review of multi-fidelity models

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-08T18:56:27.534247Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T18:56:27.534247Z digest=sha256:1a33c0287c92cc1e0784a19181cde7fb0fbdea84ac01adcda111e9125f714596

Observation 2a9b1b21-eaae-4463-98ad-88a11478c22e · outbound

This paper cites Multi-fidelity optimization via sur- rogate modelling.

Multi-Scale Conformal Prediction: A Theoretical Framework with Coverage Guarantees Multi-fidelity optimization via sur- rogate modelling

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T18:56:27.811033Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-08T18:56:27.538139Z digest=sha256:35bf02cee9b17c07bab44f4e577defbdbfa8b099e159fbf312bfd9c2d86d23b1

Observation 57d64533-1b78-41e0-8141-72ebbf7de720 · outbound

This paper cites Adaptive conformal inference under distribution shift.

Multi-Scale Conformal Prediction: A Theoretical Framework with Coverage Guarantees Adaptive conformal inference under distribution shift

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-08T18:56:27.541726Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T18:56:27.541726Z digest=sha256:e934b06cf69d2382fede15d01864c92b2583e07a9a33499177126dc0d1fbf44e

Observation 51dd0239-e1a1-4314-8926-0824a0d91327 · outbound

This paper cites Verifiably Robust Conformal Prediction.

Multi-Scale Conformal Prediction: A Theoretical Framework with Coverage Guarantees Verifiably Robust Conformal Prediction

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-08T18:56:27.545175Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T18:56:27.545175Z digest=sha256:e7944e1d02ba3d59c6547f30203f48e5e118406a25c7c68a00d2ac27b30e9169

Observation 2443a107-edff-464d-8f8e-2e5292a1c5a1 · outbound

This paper cites Quantifying deep learning model uncertainty in conformal predic- tion.

Multi-Scale Conformal Prediction: A Theoretical Framework with Coverage Guarantees Quantifying deep learning model uncertainty in conformal predic- tion

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T18:56:27.795777Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-08T18:56:27.549007Z digest=sha256:fcd2d32123dd3e364346667f669ac44e916326825ccaaf5ed498486c91c85010

Observation cd154714-ec41-4235-b569-d4372a9fc002 · outbound

This paper cites Length Optimization in Conformal Prediction.

Multi-Scale Conformal Prediction: A Theoretical Framework with Coverage Guarantees Length Optimization in Conformal Prediction

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-08T18:56:27.552418Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T18:56:27.552418Z digest=sha256:f266b7eda2f654bb2245d7ed06a1b16d106a55e2e2a5d15f1a090e81e955b1ef

Observation fc3490d0-5274-4a2c-a127-00ef96df5e70 · outbound

This paper cites Distribution-free predictive inference for regression.

Multi-Scale Conformal Prediction: A Theoretical Framework with Coverage Guarantees Distribution-free predictive inference for regression

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T18:56:27.785822Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-08T18:56:27.556388Z digest=sha256:50622c455c446a8bee3481f52230d3863c0cdcd615a9d6419985936b49b1f072

Observation 1ea577ea-e3c2-421d-b579-5b1f79eda4b2 · outbound

This paper cites Hierarchical deep learning of multiscale differential equation time-steppers.

Multi-Scale Conformal Prediction: A Theoretical Framework with Coverage Guarantees Hierarchical deep learning of multiscale differential equation time-steppers

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T18:56:27.776046Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-08T18:56:27.559743Z digest=sha256:e2634463fa98f59a27c5ed08aa9d4cdf15d29f28a86e8c9457269da7907fed20

Observation 3774fb24-b3ed-4b95-a835-8600712533a8 · outbound

This paper cites Multiscale modeling meets machine learning: What can we learn? Archives of Computational Methods in Engineer- ing, 28:1017–1037, 2021.

Multi-Scale Conformal Prediction: A Theoretical Framework with Coverage Guarantees Multiscale modeling meets machine learning: What can we learn? Archives of Computational Methods in Engineer- ing, 28:1017–1037, 2021

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T18:56:27.765794Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-08T18:56:27.563066Z digest=sha256:64ae0a8c768268c84c52cbb23c229bd371bff45624bb938c854bfcc0adcbde5c

Observation 85d573cd-fa91-4098-92d6-360b183cffdb · outbound

This paper cites Conformal Prediction for Hierarchical Data.

Multi-Scale Conformal Prediction: A Theoretical Framework with Coverage Guarantees Conformal Prediction for Hierarchical Data

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-08T18:56:27.566738Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T18:56:27.566738Z digest=sha256:e44a79f632a9989eab5ef1429de4a9901c4bafee92bc10fafe707354aa3fbcc6

Observation 94c37724-d098-4dc3-840c-d488de662728 · outbound

This paper cites Conformalized quantile regression.

Multi-Scale Conformal Prediction: A Theoretical Framework with Coverage Guarantees Conformalized quantile regression

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-08T18:56:27.570800Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T18:56:27.570800Z digest=sha256:9753ff8c809f34951c05f088ad9dcbe578f51733200ccf44a2e00cf585cd4cc2

Observation ddd4807e-67e8-40d5-a819-d933b33c8bdf · outbound

This paper cites Bayesian hierarchical multi-subject multiscale analysis of functional mri data.

Multi-Scale Conformal Prediction: A Theoretical Framework with Coverage Guarantees Bayesian hierarchical multi-subject multiscale analysis of functional mri data

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T18:56:27.750048Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-08T18:56:27.574330Z digest=sha256:b089bfb6a719ab73eef4a7d7966c531b3fc5885e594163a983555802391fb1a4

Observation 008f4f1f-dc19-4bbb-b32f-bd3811e7d25d · outbound

This paper cites A tutorial on conformal prediction.

Multi-Scale Conformal Prediction: A Theoretical Framework with Coverage Guarantees A tutorial on conformal prediction

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-08T18:56:27.577688Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T18:56:27.577688Z digest=sha256:5acf5359398139a8ddc02d9e71a1cee67cf51fb9f49691cd13c08d244543688f

Observation 22cc5231-d008-4077-b043-6d37e273b32a · outbound

This paper cites Falsification of learning-based controllers through multi-fidelity Bayesian optimization.

Multi-Scale Conformal Prediction: A Theoretical Framework with Coverage Guarantees Falsification of learning-based controllers through multi-fidelity Bayesian optimization

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T18:56:27.732851Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-08T18:56:27.581126Z digest=sha256:ca650a269ab8bc3916c00e3acb177bd27dba7e3847df84592573e2db4e929091

Observation 55231a04-bf65-4b90-b8f2-07c5b6cd885c · outbound

This paper cites Conformal time-series forecasting.

Multi-Scale Conformal Prediction: A Theoretical Framework with Coverage Guarantees Conformal time-series forecasting

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T18:56:27.722476Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-08T18:56:27.584465Z digest=sha256:cb8081bcaf214957e55deac178ddeead02a7f0b71d79f3bc9a9c3b8ec5c9ac60

Observation c0115dce-7e87-4bd1-ad0f-deb7e2f0aaa3 · outbound

This paper cites Multi-modal conformal predic- tion regions with simple structures by optimizing convex shape templates.

Multi-Scale Conformal Prediction: A Theoretical Framework with Coverage Guarantees Multi-modal conformal predic- tion regions with simple structures by optimizing convex shape templates

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T18:56:27.712242Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-08T18:56:27.587714Z digest=sha256:727800baa1c55495907e3275dfea9b6d68da5f35a739426dc2c2f23e6fd05118

Observation 1600ad75-108a-475c-8dba-8095abbda662 · outbound

This paper cites Delving into temperature scaling for adaptive conformal prediction.

Multi-Scale Conformal Prediction: A Theoretical Framework with Coverage Guarantees Delving into temperature scaling for adaptive conformal prediction

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T18:56:27.701799Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-08T18:56:27.591002Z digest=sha256:c0fee72bfb287ea66e672bcf301331a9399cbf6b807714bf17d944c7456a6a91

Observation 1931f80b-d138-4ec6-8273-da047816db2b · outbound

This paper cites Provably Robust Conformal Prediction with Improved Efficiency.

Multi-Scale Conformal Prediction: A Theoretical Framework with Coverage Guarantees Provably Robust Conformal Prediction with Improved Efficiency

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-08T18:56:27.594551Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T18:56:27.594551Z digest=sha256:1762c425f6356af903d1f004e1aff82162c2297353a43fdaba96ff89635cd20f

Observation 606256a0-dd31-4a0f-86f0-86bc781fa9ee · outbound

This paper cites Multi resolution analysis (MRA) for approximate self-attention.

Multi-Scale Conformal Prediction: A Theoretical Framework with Coverage Guarantees Multi resolution analysis (MRA) for approximate self-attention

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T18:56:27.690973Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-08T18:56:27.598058Z digest=sha256:d7af2fec2f5378b2cce79600c1606dac9217b2007086a2bcfd0995a468f0e79f

Pith citing papers

Observation 8321bdeb-32fc-4739-a8c2-094211bd72d4 · inbound

Split Conformal Prediction in the Function Space with Neural Operators cites this paper.

Split Conformal Prediction in the Function Space with Neural Operators Multi-Scale Conformal Prediction: A Theoretical Framework with Coverage Guarantees

Reference 4

Resolution
verified exact
local_arxiv, observed 2026-08-05T06:01:13.257989Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-05T06:01:12.904476Z digest=sha256:30efa3ace8b13c35f23446c0b3197b46b6d013e3ff8d4e58d41d774db52f4c91