Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-06-29T22:35:33.048963Z
Paper Citation Record · LEDGER
As of 6 August 2026, this Paper Citation Record lists 7 of 7 outbound references and 0 inbound Pith citation observations for arXiv:2605.25161.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-06-29T22:35:33.048963Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
7 of 7 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 429ce352-4609-476f-b5d1-d4940e326caf · outbound
FMSIM: A Multimodal Flow Matching Framework for Conditional Geomodeling Accurate representation of geological heterogeneity is essential because spatial variations in facies architecture strongly control fluid flow pathways and connectivity
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2b109292-9ee3-471f-9856-dfabe28100f3 · outbound
FMSIM: A Multimodal Flow Matching Framework for Conditional Geomodeling channel density, overlap, tortuosity
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4cefc50b-54f9-4ce1-b53d-75e49f2c4eda · outbound
FMSIM: A Multimodal Flow Matching Framework for Conditional Geomodeling (2021a) using object-based modeling within the commercial Petrel software
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 29968141-d2af-4526-bf51-806e87a545e7 · outbound
FMSIM: A Multimodal Flow Matching Framework for Conditional Geomodeling We employed a cosine annealing learning rate scheduler with initial and minimum learning rates of 2 × 10−4 and 1 × 10−6 , respectively, and a batch size of 256
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 11c64669-6760-44cd-8ea0-b78387962160 · outbound
FMSIM: A Multimodal Flow Matching Framework for Conditional Geomodeling As sampling progresses (𝑡𝑠 = 30 − 40), coherent channel structures and connectivity emerge, accompanied by a clear movement toward the reference distribution
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f4806f5d-450a-4777-9c62-ef6618360566 · outbound
FMSIM: A Multimodal Flow Matching Framework for Conditional Geomodeling Failed cases
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 45ccfa36-7f6c-45a3-8a24-dcb695b999d4 · outbound
FMSIM: A Multimodal Flow Matching Framework for Conditional Geomodeling Unresolved cited work
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
No inbound Pith citation observations are available.