Pith. sign in

Paper Citation Record · LEDGER

MobiDiff: Semantic-Aware Multi-Channel Discrete Diffusion for Human Mobility Data Generation

As of 8 August 2026, this Paper Citation Record lists 25 of 25 outbound references and 0 inbound Pith citation observations for arXiv:2607.08357.

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

pith.paper-citation-record.v1
2607.08357 v1

Coverage vector

measured 25 of 25 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-10T08:48:05.188219Z

measured 25 of 25 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+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

25 of 25 outbound references displayed

  • verified exact9
  • verified fuzzy4
  • unresolved11
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 85f927af-7157-43de-bda2-471b1d6369cf · outbound

This paper cites Johnson, Jonathan Ho, Daniel Tarlow, and Rianne van den Berg.

MobiDiff: Semantic-Aware Multi-Channel Discrete Diffusion for Human Mobility Data Generation Johnson, Jonathan Ho, Daniel Tarlow, and Rianne van den Berg

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T08:56:59.592343Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-07-10T08:48:05.188219Z digest=sha256:431177035910e7c4d2854790cba9f0c91da8d22c27a162234ba02911d8f966df

Observation 228e6f60-7e1a-488a-8b66-b6b1226b61f7 · outbound

This paper cites an unresolved cited work.

MobiDiff: Semantic-Aware Multi-Channel Discrete Diffusion for Human Mobility Data Generation Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-07-10T08:56:59.594164Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-07-10T08:48:05.188219Z digest=sha256:828ff3f2bff9d4d02c5281aecc5045904a4765334fccfcd3002148a758ad04d1

Observation 8a3fc151-8da3-415a-9aec-78858b958973 · outbound

This paper cites Exploring automatic diagnosis of covid-19 from crowdsourced respiratory sound data.

MobiDiff: Semantic-Aware Multi-Channel Discrete Diffusion for Human Mobility Data Generation Exploring automatic diagnosis of covid-19 from crowdsourced respiratory sound data

Reference 3

Resolution
verified exact
arxiv_id, observed 2026-07-10T08:56:58.849666Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-07-10T08:48:05.188219Z digest=sha256:affd3ef5ca45f287e1e3af7465602741a9886a8902457f7a5ee73dbc8a5c6e03

Observation 815a93da-d9cc-48d6-b3ea-65e0a992cbf5 · outbound

This paper cites an unresolved cited work.

MobiDiff: Semantic-Aware Multi-Channel Discrete Diffusion for Human Mobility Data Generation Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-07-10T08:56:59.595993Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-07-10T08:48:05.188219Z digest=sha256:2d27b009c4936771dc94b2aa0b09eb6cdf28bbd84fc720ac04b960d28171048b

Observation 1ccc9ae0-f084-45bb-95e5-fa8e548784b2 · outbound

This paper cites an unresolved cited work.

MobiDiff: Semantic-Aware Multi-Channel Discrete Diffusion for Human Mobility Data Generation Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-07-10T08:56:59.588615Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-07-10T08:48:05.188219Z digest=sha256:0a0fc30f51eea8ee1f3db90d12f6a76bf3e1c984bed4da8531350e5788ca1d25

Observation 4eb820ad-b9b6-42f1-b488-66ffc60c93ec · outbound

This paper cites InAdvances in Neural Information Processing Systems, Vol.

MobiDiff: Semantic-Aware Multi-Channel Discrete Diffusion for Human Mobility Data Generation InAdvances in Neural Information Processing Systems, Vol

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T08:56:59.588257Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-07-10T08:48:05.188219Z digest=sha256:86d34d58497924c5e90e6ff3d9f0d092042ecacc8c91a78ab3a999f9950cf3df

Observation a15897c4-0962-461c-b708-36708562ccd1 · outbound

This paper cites an unresolved cited work.

MobiDiff: Semantic-Aware Multi-Channel Discrete Diffusion for Human Mobility Data Generation Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-07-10T08:56:59.599566Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-07-10T08:48:05.188219Z digest=sha256:374dd27420b3d5d78da177d581e2d650de5727dda280eed12ca4512cc361705f

Observation 034bba51-b4a8-478c-8568-b3bdecfb9b34 · outbound

This paper cites an unresolved cited work.

MobiDiff: Semantic-Aware Multi-Channel Discrete Diffusion for Human Mobility Data Generation Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-07-10T08:56:59.586967Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-07-10T08:48:05.188219Z digest=sha256:79f603735664a0c7348c8061ed5a423bb00a07cc599b4957888751f5e91e2923

Observation ec59199e-ce30-4c8e-a8ee-6450aad2dbb3 · outbound

This paper cites Available: https://doi.org/10.1007/s10462-023-10598-x.

MobiDiff: Semantic-Aware Multi-Channel Discrete Diffusion for Human Mobility Data Generation Available: https://doi.org/10.1007/s10462-023-10598-x

Reference 9

Resolution
verified exact
doi, observed 2026-07-10T08:56:58.858591Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-07-10T08:48:05.188219Z digest=sha256:d34c04fd71bb19085318fc6a20abfae87ade2a8de67e7a733cd47c2d4e7d6c88

Observation 6225097e-2096-45c3-9ab9-4287f91d2fc9 · outbound

This paper cites Enhancing contrastive learning for geolocalization by discovering hard negatives on semivari- ograms.

MobiDiff: Semantic-Aware Multi-Channel Discrete Diffusion for Human Mobility Data Generation Enhancing contrastive learning for geolocalization by discovering hard negatives on semivari- ograms

Reference 10

Resolution
metadata mismatch
arxiv_id, observed 2026-07-10T08:56:58.844081Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-07-10T08:48:05.188219Z digest=sha256:28c87f3d40a159a749dec186a2b659bd8c3fbacc41a4c41ea3c7170c11e218a8

Observation 11a675e5-1ad9-4203-a486-ce4ae16e590e · outbound

This paper cites URL http://dx.doi.org/10.1109/ICASSP48485.2024.10447579.

MobiDiff: Semantic-Aware Multi-Channel Discrete Diffusion for Human Mobility Data Generation URL http://dx.doi.org/10.1109/ICASSP48485.2024.10447579

Reference 11

Resolution
verified exact
arxiv_id, observed 2026-07-10T08:56:58.856135Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-07-10T08:48:05.188219Z digest=sha256:81b9587214777e3d2575584ee20e5b537a33b3c3193a5622d4e4414a2372f93a

Observation dfeee996-2688-44a2-8545-909083801168 · outbound

This paper cites Geo-Llama: Leveraging LLMs for Human Mobility Trajectory Generation with Spatiotemporal Constraints.

MobiDiff: Semantic-Aware Multi-Channel Discrete Diffusion for Human Mobility Data Generation Geo-Llama: Leveraging LLMs for Human Mobility Trajectory Generation with Spatiotemporal Constraints

Reference 12

Resolution
verified exact
local_arxiv, observed 2026-07-10T08:56:59.070914Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-07-10T08:48:05.188219Z digest=sha256:dcc0c374c67e2d1bf742d86de9f814f51d88fe25efa4cc23b93e1daa9c17203f

Observation e69d4418-40d1-4735-bb0e-9ef9b24101ee · outbound

This paper cites an unresolved cited work.

MobiDiff: Semantic-Aware Multi-Channel Discrete Diffusion for Human Mobility Data Generation Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-07-10T08:56:59.590441Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-07-10T08:48:05.188219Z digest=sha256:6a649bb152b4034973bbd4043580297bd9f92a1cc2ab4a4a86cc244521070929

Observation a7399208-2e52-4fd4-bfa3-d9b474ed3f78 · outbound

This paper cites InProceedings of the 1st ACM SIGSPATIAL International Workshop on Spatial Intelligence for Smart and Connected Communities.

MobiDiff: Semantic-Aware Multi-Channel Discrete Diffusion for Human Mobility Data Generation InProceedings of the 1st ACM SIGSPATIAL International Workshop on Spatial Intelligence for Smart and Connected Communities

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T08:56:59.596264Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-07-10T08:48:05.188219Z digest=sha256:bbf96e3a58752d41a11b5dbfa801c898eee59ed9c5c94dd94368c20c04160615

Observation 8f831f46-89ed-4cd6-bb92-17465cc8a30a · outbound

This paper cites an unresolved cited work.

MobiDiff: Semantic-Aware Multi-Channel Discrete Diffusion for Human Mobility Data Generation Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-07-10T08:56:59.578970Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-07-10T08:48:05.188219Z digest=sha256:c952957dbc85ff9d3aa41c6c7cef96c5002b6467c8daec96053fb9d67d8c6777

Observation e2cb74ca-9426-4610-a89d-0225f2ba55de · outbound

This paper cites an unresolved cited work.

MobiDiff: Semantic-Aware Multi-Channel Discrete Diffusion for Human Mobility Data Generation Unresolved cited work

Reference 16

Resolution
verified exact
doi, observed 2026-07-10T08:56:58.859849Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-07-10T08:48:05.188219Z digest=sha256:7b7e8486090984a1ee7732abeac82b8e1541a4a4830343f539c780ce1d005a8b

Observation 21ec20c1-b61d-4e13-a389-a7ed801e34c3 · outbound

This paper cites an unresolved cited work.

MobiDiff: Semantic-Aware Multi-Channel Discrete Diffusion for Human Mobility Data Generation Unresolved cited work

Reference 17

Resolution
verified exact
doi, observed 2026-07-10T08:56:58.845948Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-07-10T08:48:05.188219Z digest=sha256:6a2159d007dc53ff784f63a45f3a3a244bf1d2becf51239497194c65230576c6

Observation fbe80b76-c821-457b-b538-b8934700e7f4 · outbound

This paper cites SynHAT: A Two-stage Coarse-to-Fine Diffusion Framework for Synthesizing Human Activity Traces.

MobiDiff: Semantic-Aware Multi-Channel Discrete Diffusion for Human Mobility Data Generation SynHAT: A Two-stage Coarse-to-Fine Diffusion Framework for Synthesizing Human Activity Traces

Reference 18

Resolution
verified exact
local_arxiv, observed 2026-07-10T08:56:59.065663Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-07-10T08:48:05.188219Z digest=sha256:7f35226e17c4f7d9861d08ad23c9777633382b238d3689d9aa83c8f6608b026c

Observation c4bb3fba-a4a6-4a1d-a1d1-6b9a89bebce3 · outbound

This paper cites an unresolved cited work.

MobiDiff: Semantic-Aware Multi-Channel Discrete Diffusion for Human Mobility Data Generation Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-07-10T08:56:59.575308Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-07-10T08:48:05.188219Z digest=sha256:46e65a34a51173e295832532fab352515d53b8942215465070e5b43570f3317b

Observation 2cb83371-bb6b-4ed7-9fb2-d26b4cf44ee7 · outbound

This paper cites HealthMamba: An Uncertainty-aware Spatiotemporal Graph State Space Model for Effective and Reliable Healthcare Facility Visit Prediction.

MobiDiff: Semantic-Aware Multi-Channel Discrete Diffusion for Human Mobility Data Generation HealthMamba: An Uncertainty-aware Spatiotemporal Graph State Space Model for Effective and Reliable Healthcare Facility Visit Prediction

Reference 20

Resolution
verified exact
local_arxiv, observed 2026-07-10T08:56:59.065146Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-07-10T08:48:05.188219Z digest=sha256:d5583d3b98d567b4fb2940c804d136e567387200a01d369b9fe65c6cca907c32

Observation 91742432-38a4-4772-99f7-414339664e78 · outbound

This paper cites an unresolved cited work.

MobiDiff: Semantic-Aware Multi-Channel Discrete Diffusion for Human Mobility Data Generation Unresolved cited work

Reference 21

Resolution
verified exact
doi, observed 2026-07-10T08:56:58.852693Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-07-10T08:48:05.188219Z digest=sha256:386aa2bc417d03367e61ea1f3f70ac9b4a61691551fdc162c8ddcd76650287a5

Observation 33083aa9-40dd-4659-85f5-996e54374002 · outbound

This paper cites an unresolved cited work.

MobiDiff: Semantic-Aware Multi-Channel Discrete Diffusion for Human Mobility Data Generation Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-07-10T08:56:59.597857Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-07-10T08:48:05.188219Z digest=sha256:09d8d0d0a41b7a25c4222aef32daae9e8cb3054755f6bb9915f28b156607a653

Observation a1b1aaa0-bc5a-46e7-8608-a2da387447bb · outbound

This paper cites an unresolved cited work.

MobiDiff: Semantic-Aware Multi-Channel Discrete Diffusion for Human Mobility Data Generation Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-07-10T08:56:59.577543Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-07-10T08:48:05.188219Z digest=sha256:7b712531bfb540eff85bb863d43ca54ca04dc073af3c4fe62ca620a2514a0893

Observation bb5c35e5-95a2-4ae2-9e89-51f5387989a7 · outbound

This paper cites an unresolved cited work.

MobiDiff: Semantic-Aware Multi-Channel Discrete Diffusion for Human Mobility Data Generation Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-07-10T08:56:59.577322Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-07-10T08:48:05.188219Z digest=sha256:4d40d03c236b3ec5c8ff0f200e2caa07553c556799c6932e2bf37bdec2db9923

Observation 61aec7d8-7371-4532-9024-33a532e8a3f3 · outbound

This paper cites InProceedings of the 37th Annual Conference on Neural Information Processing Systems.

MobiDiff: Semantic-Aware Multi-Channel Discrete Diffusion for Human Mobility Data Generation InProceedings of the 37th Annual Conference on Neural Information Processing Systems

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T08:56:59.583128Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-07-10T08:48:05.188219Z digest=sha256:ad642e9385fb0c8c6fd4fe56cff75e9aa460a46e9f088bc56e798b304d4f6354

Pith citing papers

No inbound Pith citation observations are available.