Pith. sign in

Paper Citation Record · LEDGER

A Mathematical Conflict Framework for Contextual Data Modulation

As of 17 August 2026, this Paper Citation Record lists 21 of 21 outbound references and 0 inbound Pith citation observations for arXiv:2606.02381.

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

pith.paper-citation-record.v1
2606.02381 v1

Coverage vector

measured 21 of 21 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-28T14:20:49.775628Z

measured 21 of 21 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+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

21 of 21 outbound references displayed

  • verified exact9
  • verified fuzzy0
  • unresolved8
  • parse uncertain0
  • malformed identifier3
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a9fdf434-1568-4d2d-976b-50e0287e1a41 · outbound

This paper cites an unresolved cited work.

A Mathematical Conflict Framework for Contextual Data Modulation Unresolved cited work

Reference 1

Resolution
malformed identifier
no resolver link, observed 2026-06-28T14:20:49.775628Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T14:20:49.775628Z digest=sha256:db6e060f5db6acecb461e3e55e84a479eb8bb0da985c83b5d3f06ac0a36d0fe6

Observation 178bff20-97df-4f40-ba91-45658d5104b1 · outbound

This paper cites Representation learning: A review and new perspectives,.

A Mathematical Conflict Framework for Contextual Data Modulation Representation learning: A review and new perspectives,

Reference 2

Resolution
unresolved
no resolver link, observed 2026-06-28T14:20:49.775628Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T14:20:49.775628Z digest=sha256:803b4c950de708786677f8e4eb6f8606752e171d39eeafec152ae95205a75d1d

Observation 2bdc887e-7619-4cf8-9775-e97132aa27e3 · outbound

This paper cites Representation Learning: A Review and New Perspectives.

A Mathematical Conflict Framework for Contextual Data Modulation Representation Learning: A Review and New Perspectives

Reference 3

Resolution
verified exact
local_arxiv, observed 2026-07-01T23:26:22.757749Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-06-28T14:20:49.775628Z digest=sha256:5a66c40ec10b86f9d24c28d2ea2a81a8626622751c67d27584258fc54ab14004

Observation e75cc35b-0650-4b61-b553-df7b09908ed2 · outbound

This paper cites an unresolved cited work.

A Mathematical Conflict Framework for Contextual Data Modulation Unresolved cited work

Reference 4

Resolution
verified exact
doi, observed 2026-06-28T14:22:17.907977Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-06-28T14:20:49.775628Z digest=sha256:64a6029b226f3c9f55d8a3bb9e2add2a851c19e87071fa143541ce9811ac41f8

Observation 91d69087-3d12-40bd-8917-15070a10beb8 · outbound

This paper cites Berger.Statistical Infer- ence.

A Mathematical Conflict Framework for Contextual Data Modulation Berger.Statistical Infer- ence

Reference 5

Resolution
unresolved
no resolver link, observed 2026-06-28T14:20:49.775628Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T14:20:49.775628Z digest=sha256:d27d28032df39ef1171032ba0d78244feabec12422587523aed2e615aab65b89

Observation 0c43c164-205c-4b9b-8e31-ab19018baac1 · outbound

This paper cites Cover and Joy A.

A Mathematical Conflict Framework for Contextual Data Modulation Cover and Joy A

Reference 6

Resolution
verified exact
doi, observed 2026-06-28T14:22:17.910044Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-06-28T14:20:49.775628Z digest=sha256:37af880c2cfc10ea575442f5c9105b0ab10635c30146fa32ab183ff7e3764655

Observation dd54ff9e-8113-43dd-b454-d9a1b03ccbb7 · outbound

This paper cites Information-type measures of difference of probability distributions and indirect observation.Stu- dia Scientiarum Mathematicarum Hungarica, 2:299–318, 1967.

A Mathematical Conflict Framework for Contextual Data Modulation Information-type measures of difference of probability distributions and indirect observation.Stu- dia Scientiarum Mathematicarum Hungarica, 2:299–318, 1967

Reference 7

Resolution
unresolved
no resolver link, observed 2026-06-28T14:20:49.775628Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T14:20:49.775628Z digest=sha256:d441c319ce44123c9cb97ab9813173c3cab192ea814c6c503dc308fabbe97287

Observation 542b08a8-54b3-4b20-9b1b-05c81d8818b9 · outbound

This paper cites an unresolved cited work.

A Mathematical Conflict Framework for Contextual Data Modulation Unresolved cited work

Reference 8

Resolution
unresolved
no resolver link, observed 2026-06-28T14:20:49.775628Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T14:20:49.775628Z digest=sha256:c4f742626e50b586fcf6ba06072019840b8699ebccb614536e45e9c59249bbb5

Observation 2265cf3c-026f-423e-8e8e-b342880a17b0 · outbound

This paper cites A Geometric Heuristic for Rectilinear Crossing Minimization.

A Mathematical Conflict Framework for Contextual Data Modulation A Geometric Heuristic for Rectilinear Crossing Minimization

Reference 9

Resolution
malformed identifier
doi_truncated, observed 2026-06-28T14:22:17.915535Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-06-28T14:20:49.775628Z digest=sha256:c91df133f0644bec714cf99e5019d3584862efde4149a452957f6d749311d440

Observation 53f9b523-59e5-4d1f-8d29-ae68b9b99183 · outbound

This paper cites Fusion of quantitative and qualitative information in multi-criteria decision mak- ing: A triple information fusion model and an in- novative approach in ahp.TechRxiv, 2025(1022),.

A Mathematical Conflict Framework for Contextual Data Modulation Fusion of quantitative and qualitative information in multi-criteria decision mak- ing: A triple information fusion model and an in- novative approach in ahp.TechRxiv, 2025(1022),

Reference 10

Resolution
unresolved
no resolver link, observed 2026-06-28T14:20:49.775628Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T14:20:49.775628Z digest=sha256:728b61af01a198bd2870ebdfaea0fffa8d5441113ac6d8e5e0a725eea3d69b51

Observation ef82c97a-5e71-4ccd-996f-39a1b69cfa8e · outbound

This paper cites URL https://www.techrxiv.org/doi/abs/10.36227/techrxiv.

A Mathematical Conflict Framework for Contextual Data Modulation URL https://www.techrxiv.org/doi/abs/10.36227/techrxiv

Reference 11

Resolution
verified exact
arxiv_id, observed 2026-06-28T14:22:17.913754Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-06-28T14:20:49.775628Z digest=sha256:10ee74e0c576dfbed0e03f232ce3f6cb62ddb4fff1627be04e8d4fe6385e70f5

Observation 88d0a2c6-753d-4623-bed5-2853f96187a4 · outbound

This paper cites C-softmax: Contextual softmax op- erator incorporating row and column priorities.TechRxiv, 2025(0829), 2025.

A Mathematical Conflict Framework for Contextual Data Modulation C-softmax: Contextual softmax op- erator incorporating row and column priorities.TechRxiv, 2025(0829), 2025

Reference 12

Resolution
verified exact
doi, observed 2026-06-28T14:22:17.917727Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-06-28T14:20:49.775628Z digest=sha256:8563f1677b30a5237271b4ca84b1e223427f84fcae006e10d9d0ce73b897cbe7

Observation 2355111d-28a5-44a0-84e2-4ebd160f3443 · outbound

This paper cites Otsu, A threshold selection method from gray-level histograms.

A Mathematical Conflict Framework for Contextual Data Modulation Otsu, A threshold selection method from gray-level histograms

Reference 13

Resolution
verified exact
doi, observed 2026-06-28T14:22:17.902944Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-06-28T14:20:49.775628Z digest=sha256:1c6df828932cf7d6f3935910775e6465c927bcd34a0e93bf2702cfb6a876e9f3

Observation 587015f1-cc07-4b87-bf9a-ec590f329f9d · outbound

This paper cites Duncan Luce.

A Mathematical Conflict Framework for Contextual Data Modulation Duncan Luce

Reference 14

Resolution
malformed identifier
no resolver link, observed 2026-06-28T14:20:49.775628Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T14:20:49.775628Z digest=sha256:6755e3a2940d010f1b5f3fd81224920fc42bb17dab5f0a3cad6ebe1550e8d762

Observation 8f793875-e5de-4cf5-87b7-6b594e659ce1 · outbound

This paper cites McGraw-Hill, New York, NY , USA, 3 edition, 1976.

A Mathematical Conflict Framework for Contextual Data Modulation McGraw-Hill, New York, NY , USA, 3 edition, 1976

Reference 15

Resolution
unresolved
no resolver link, observed 2026-06-28T14:20:49.775628Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T14:20:49.775628Z digest=sha256:ce79708dc97ad2be47beac28384bae0e0e10ed4b1e2c075bd9b65a49c4470356

Observation 157c4ed1-0c0d-4219-929f-0d649baf1be8 · outbound

This paper cites Multi-Task Learning as Multi-Objective Optimization.

A Mathematical Conflict Framework for Contextual Data Modulation Multi-Task Learning as Multi-Objective Optimization

Reference 16

Resolution
verified exact
local_arxiv, observed 2026-07-01T23:26:22.749250Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-06-28T14:20:49.775628Z digest=sha256:ea0ac453e3f6ce998bfe85c3854c0a1ec5badb7dcfe778b6e53bc220539931bf

Observation 946a3e26-bac8-4766-92b3-08c4b94c0d75 · outbound

This paper cites an unresolved cited work.

A Mathematical Conflict Framework for Contextual Data Modulation Unresolved cited work

Reference 17

Resolution
unresolved
no resolver link, observed 2026-06-28T14:20:49.775628Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T14:20:49.775628Z digest=sha256:9b109506f458fa6b30207495de44cb37770d628987c3d8e6e25636a2b4e0e2b3

Observation a415db43-e550-42e1-8b0c-11de9775587d · outbound

This paper cites The Bell System Tech- nical Journal27(3), 379–423 (1948) https://doi.org/10.1002/j.1538-7305.1948.

A Mathematical Conflict Framework for Contextual Data Modulation The Bell System Tech- nical Journal27(3), 379–423 (1948) https://doi.org/10.1002/j.1538-7305.1948

Reference 18

Resolution
metadata mismatch
arxiv_id, observed 2026-06-28T14:22:17.905853Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-06-28T14:20:49.775628Z digest=sha256:916169dababebe59343496980129d521cac408116e44a6349bfde4d13b68f9c3

Observation 8afac1d0-fd10-4839-bc75-5765d749c7be · outbound

This paper cites Attention Is All You Need.

A Mathematical Conflict Framework for Contextual Data Modulation Attention Is All You Need

Reference 19

Resolution
verified exact
local_arxiv, observed 2026-07-01T23:26:22.753992Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-06-28T14:20:49.775628Z digest=sha256:fbf6163ac57a3bbd49fdfb900d35086523302169f6bd7fe0afeecf00792bbe3d

Observation 918ab06a-1ebb-4ac6-92a9-2389104ebd7d · outbound

This paper cites Princeton University Press, 1944.

A Mathematical Conflict Framework for Contextual Data Modulation Princeton University Press, 1944

Reference 20

Resolution
unresolved
no resolver link, observed 2026-06-28T14:20:49.775628Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T14:20:49.775628Z digest=sha256:1c98a5afed0250b7f18106a7d56b13e8a0f943fbe4b05d961fc342bfe4a44326

Observation 9a584980-763a-4586-a3e4-ec62d7492c35 · outbound

This paper cites Gradient Surgery for Multi-Task Learning.

A Mathematical Conflict Framework for Contextual Data Modulation Gradient Surgery for Multi-Task Learning

Reference 21

Resolution
verified exact
arxiv_id, observed 2026-07-01T23:26:22.743888Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-06-28T14:20:49.775628Z digest=sha256:8f159221a0e2ab36418cb371e4de583dda93c0768221a352f14b4137a7d58b38

Pith citing papers

No inbound Pith citation observations are available.