Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-14T14:52:40.778700Z
Paper Citation Record · LEDGER
A physics-informed reinforcement learning approach for the interfacial area transport in two-phase flow
As of 20 August 2026, this Paper Citation Record lists 26 of 26 outbound references and 0 inbound Pith citation observations for arXiv:1908.02750.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+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
Reference resolution
26 of 26 outbound references displayed
- verified exact1
- verified fuzzy12
- unresolved13
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation e3caad5a-c13f-4ca6-9d85-59ac52074821 · outbound
This paper cites Kocamustafaogullari, M.
A physics-informed reinforcement learning approach for the interfacial area transport in two-phase flow Kocamustafaogullari, M
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T14:52:41.087805Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 3d3675d4-8cf7-483c-8ac3-702eca8a4634 · outbound
This paper cites Continuous control with deep reinforcement learning.
A physics-informed reinforcement learning approach for the interfacial area transport in two-phase flow Continuous control with deep reinforcement learning
Reference 2
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T14:52:40.689788Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5e1c3c69-09b0-4230-a738-ff959d7e0a69 · outbound
This paper cites an unresolved cited work.
A physics-informed reinforcement learning approach for the interfacial area transport in two-phase flow Unresolved cited work
Reference 3
- Resolution
- unresolved
- raw_fallback, observed 2026-08-14T14:52:41.077171Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 3b6aa35e-52b6-4d86-a1d4-ed9a9b61e98b · outbound
This paper cites TRACE, Theory manual.
A physics-informed reinforcement learning approach for the interfacial area transport in two-phase flow TRACE, Theory manual
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T14:52:41.065977Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation c5368861-b4c1-44c3-b290-105bfda8b10d · outbound
This paper cites Ishii, K.
Reference 5
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T14:52:41.054433Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation ef99f5b8-b7b5-46e6-888f-d5b2652e1275 · outbound
This paper cites an unresolved cited work.
A physics-informed reinforcement learning approach for the interfacial area transport in two-phase flow Unresolved cited work
Reference 6
- Resolution
- unresolved
- raw_fallback, observed 2026-08-14T14:52:41.041358Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 4c0b1d29-4325-4bb1-9bb1-5d292deb1e27 · outbound
This paper cites Durbin, A stochastic model of two-particle dispersion and concentra- tion fluctuations in homogeneous turbulence, Journal of Fluid Mechanics 100 (2) (1980) 279–302.
A physics-informed reinforcement learning approach for the interfacial area transport in two-phase flow Durbin, A stochastic model of two-particle dispersion and concentra- tion fluctuations in homogeneous turbulence, Journal of Fluid Mechanics 100 (2) (1980) 279–302
Reference 7
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T14:52:41.027969Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation b7545c59-04f7-4f7c-8f2a-32b37f44a908 · outbound
This paper cites Novikov, Two-particle description of turbulence, markov property, and intermittency, Physics of Fluids A: Fluid Dynamics 1 (2) (1989) 326–330.
A physics-informed reinforcement learning approach for the interfacial area transport in two-phase flow Novikov, Two-particle description of turbulence, markov property, and intermittency, Physics of Fluids A: Fluid Dynamics 1 (2) (1989) 326–330
Reference 8
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T14:52:41.016994Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation e9e618ee-7380-4306-b0d5-86845603d917 · outbound
This paper cites Pedrizzetti, E.
A physics-informed reinforcement learning approach for the interfacial area transport in two-phase flow Pedrizzetti, E
Reference 9
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T14:52:41.005353Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation e7e1dadb-eb9e-4aa1-b27a-c4278a9e0249 · outbound
This paper cites an unresolved cited work.
A physics-informed reinforcement learning approach for the interfacial area transport in two-phase flow Unresolved cited work
Reference 10
- Resolution
- unresolved
- raw_fallback, observed 2026-08-14T14:52:40.993294Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation f41d5c28-f210-4f4f-8bf4-b9ea6efed5e6 · outbound
This paper cites Bellman, A markovian decision process, Journal of mathematics and mechanics (1957) 679–684.
A physics-informed reinforcement learning approach for the interfacial area transport in two-phase flow Bellman, A markovian decision process, Journal of mathematics and mechanics (1957) 679–684
Reference 11
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T14:52:40.724803Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7496b817-f836-4cfa-a463-cbc8c99a98fe · outbound
This paper cites an unresolved cited work.
A physics-informed reinforcement learning approach for the interfacial area transport in two-phase flow Unresolved cited work
Reference 12
- Resolution
- unresolved
- raw_fallback, observed 2026-08-14T14:52:40.976626Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 18f40df3-e55f-4784-809f-d63b26908388 · outbound
This paper cites Two-phase interfacial structure of bubbly-to-slug transition flows in a 12.7 mm ID vertical tube.
A physics-informed reinforcement learning approach for the interfacial area transport in two-phase flow Two-phase interfacial structure of bubbly-to-slug transition flows in a 12.7 mm ID vertical tube
Reference 13
- Resolution
- verified exact
- local_arxiv, observed 2026-08-14T14:52:40.829866Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 319b3e59-e3be-4c56-9ab4-4d64fe696f52 · outbound
This paper cites Hibiki, M.
Reference 14
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T14:52:40.965081Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation acf8e119-a7db-4d5f-899e-fdf99a4e7cbb · outbound
This paper cites Hibiki, M.
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T14:52:40.953805Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation f3ea48d2-962f-4d96-b386-60bbfd21d763 · outbound
This paper cites Silver, G.
Reference 16
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T14:52:40.942114Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation dad44068-15b3-4361-9f24-6ebaebaac462 · outbound
This paper cites Bhatnagar, M.
A physics-informed reinforcement learning approach for the interfacial area transport in two-phase flow Bhatnagar, M
Reference 17
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T14:52:40.931785Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 84c58ffb-dde8-46d4-9188-83de21fbbea4 · outbound
This paper cites an unresolved cited work.
A physics-informed reinforcement learning approach for the interfacial area transport in two-phase flow Unresolved cited work
Reference 18
- Resolution
- unresolved
- raw_fallback, observed 2026-08-14T14:52:40.921494Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 2f90ce52-3fe3-42b6-8986-175777b9c432 · outbound
This paper cites Hibiki, M.
Reference 19
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T14:52:40.909217Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation af84a669-213f-4f4d-87c2-50d30ceab40c · outbound
This paper cites an unresolved cited work.
A physics-informed reinforcement learning approach for the interfacial area transport in two-phase flow Unresolved cited work
Reference 20
- Resolution
- unresolved
- raw_fallback, observed 2026-08-14T14:52:40.898104Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 73392a87-6c9d-4976-af69-557aded62843 · outbound
This paper cites an unresolved cited work.
A physics-informed reinforcement learning approach for the interfacial area transport in two-phase flow Unresolved cited work
Reference 21
- Resolution
- unresolved
- raw_fallback, observed 2026-08-14T14:52:40.887514Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 9ae395f3-a2d3-40c2-aba5-b5ad979a7506 · outbound
This paper cites an unresolved cited work.
A physics-informed reinforcement learning approach for the interfacial area transport in two-phase flow Unresolved cited work
Reference 22
- Resolution
- unresolved
- raw_fallback, observed 2026-08-14T14:52:40.876126Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 0b87c216-b76e-4992-b9c5-10c5fa04d0bd · outbound
This paper cites Sun, Two-group interfacial area transport equation for a confined test section (2001).
A physics-informed reinforcement learning approach for the interfacial area transport in two-phase flow Sun, Two-group interfacial area transport equation for a confined test section (2001)
Reference 23
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T14:52:40.864178Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 586d82cd-80f3-4435-87fc-a00b354de257 · outbound
This paper cites an unresolved cited work.
A physics-informed reinforcement learning approach for the interfacial area transport in two-phase flow Unresolved cited work
Reference 24
- Resolution
- unresolved
- raw_fallback, observed 2026-08-14T14:52:40.852218Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 44e711da-5cf3-4bd6-9caa-f3d80d34d02a · outbound
This paper cites Soft Actor-Critic: Off-Policy Maximum Entropy Deep Reinforcement Learning with a Stochastic Actor.
A physics-informed reinforcement learning approach for the interfacial area transport in two-phase flow Soft Actor-Critic: Off-Policy Maximum Entropy Deep Reinforcement Learning with a Stochastic Actor
Reference 25
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T14:52:40.775003Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9758d47d-73ab-44cb-a5c5-5336480e97f0 · outbound
This paper cites Adam: A Method for Stochastic Optimization.
A physics-informed reinforcement learning approach for the interfacial area transport in two-phase flow Adam: A Method for Stochastic Optimization
Reference 26
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T14:52:40.778700Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Pith citing papers
No inbound Pith citation observations are available.