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Paper Citation Record · LEDGER

Diffusion-RL Based Air Traffic Conflict Detection and Resolution Method

As of 8 August 2026, this Paper Citation Record lists 52 of 52 outbound references and 0 inbound Pith citation observations for arXiv:2509.03550.

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

pith.paper-citation-record.v1
2509.03550 v1

Coverage vector

measured 52 of 52 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T11:23:28.320292Z

measured 52 of 52 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

52 of 52 outbound references displayed

  • verified exact23
  • verified fuzzy13
  • unresolved14
  • parse uncertain0
  • malformed identifier2
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation dca00475-ea41-4a60-83bc-c6c915fade26 · outbound

This paper cites 2018 -2019 NextGen Implementation Plan,.

Diffusion-RL Based Air Traffic Conflict Detection and Resolution Method 2018 -2019 NextGen Implementation Plan,

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T11:23:40.263148Z

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=2026-08-05T11:23:23.631945Z digest=sha256:2d81261c8cc7bae08a608840642d0dee388f13baff09dae4e82159a321ccbc7c

Observation fc7e15a8-1afa-4bba-8a51-ab6d4f0712f7 · outbound

This paper cites Working Document for the Aviation System Block Upgrades–The Framework for Global Harmonization,.

Diffusion-RL Based Air Traffic Conflict Detection and Resolution Method Working Document for the Aviation System Block Upgrades–The Framework for Global Harmonization,

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T11:23:39.959028Z

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=2026-08-05T11:23:23.651569Z digest=sha256:1068513004b62a935f9e6c2ef010e04ff72d69068d8e8aa88cae3cc12c54008b

Observation 959b5c85-456b-4506-8330-d15c708c455a · outbound

This paper cites European A TM Master Plan – The Roadmap for Delivering High Performing Aviation for Europe, Edition 2015,.

Diffusion-RL Based Air Traffic Conflict Detection and Resolution Method European A TM Master Plan – The Roadmap for Delivering High Performing Aviation for Europe, Edition 2015,

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T11:23:39.677372Z

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=2026-08-05T11:23:23.678044Z digest=sha256:6b01162b85cdcea2c6c8ebe949c74a769418f7f0df25cb446503124223a9e614

Observation 061ba763-956b-4727-ae98-fc08bf17ffff · outbound

This paper cites One to Any: Distributed Conflict Resolution with Deep Multi - Agent Reinforcement Learning and Long Short -Term Memory,.

Diffusion-RL Based Air Traffic Conflict Detection and Resolution Method One to Any: Distributed Conflict Resolution with Deep Multi - Agent Reinforcement Learning and Long Short -Term Memory,

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-05T11:23:23.698634Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T11:23:23.698634Z digest=sha256:8475981cdd8355886986d421faba8c27fa33461004817d97f39f7954fa7a01e8

Observation 2dbfb762-c217-4e3c-b65d-2ad347b7248a · outbound

This paper cites Autonomous Air Traffic Controller: A Deep Multi-Agent Reinforcement Learning Approach.

Diffusion-RL Based Air Traffic Conflict Detection and Resolution Method Autonomous Air Traffic Controller: A Deep Multi-Agent Reinforcement Learning Approach

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-05T11:23:23.724537Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T11:23:23.724537Z digest=sha256:e4cc1b4b5a9afe6f00d61079825b1b613f591f3545b491b973913e1604a0b3ac

Observation d2dc3662-75d9-46f7-a761-a5f85ade4d61 · outbound

This paper cites General Multi-Agent Reinforcement Learning Integrating Adaptive Manoeuvre Strategy for Real -Time Multi-Aircraft Conflict Resolution,.

Diffusion-RL Based Air Traffic Conflict Detection and Resolution Method General Multi-Agent Reinforcement Learning Integrating Adaptive Manoeuvre Strategy for Real -Time Multi-Aircraft Conflict Resolution,

Reference 6

Resolution
verified exact
arxiv_id_nonexistent, observed 2026-08-05T11:23:36.878895Z

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=2026-08-05T11:23:23.749396Z digest=sha256:c56768aed2f1f22c2d5c3ef88af6a7da0353765ac109a7a55c2279d14dc553ba

Observation 76216c6c-8e1e-4f27-ba55-3f98ef7fd09e · outbound

This paper cites General Real -Time Three-Dimensional Multi-Aircraft Conflict Resolution Method Using Multi -Agent Reinforcement Learning,.

Diffusion-RL Based Air Traffic Conflict Detection and Resolution Method General Real -Time Three-Dimensional Multi-Aircraft Conflict Resolution Method Using Multi -Agent Reinforcement Learning,

Reference 7

Resolution
verified exact
arxiv_id_nonexistent, observed 2026-08-05T11:23:36.389602Z

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=2026-08-05T11:23:23.770692Z digest=sha256:b02c32f3e40888c15e4c690bd0451b8f754a750692c50aace7ec77fdfe3c8bd7

Observation db81b955-fe1c-41e9-a5b9-d0c4566ee88e · outbound

This paper cites Analysis of the Impact of Traffic Density on Training of Reinforcement Learning Based Conflict Resolution Methods for Drones,.

Diffusion-RL Based Air Traffic Conflict Detection and Resolution Method Analysis of the Impact of Traffic Density on Training of Reinforcement Learning Based Conflict Resolution Methods for Drones,

Reference 8

Resolution
verified exact
arxiv_id_nonexistent, observed 2026-08-05T11:23:35.804638Z

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=2026-08-05T11:23:23.873625Z digest=sha256:71ead0e34dab6d28612eef9ed210b8c5292308a31bafdaecc7ec1a0210ce87b3

Observation 3ca1bb99-aff8-41db-809a-37c81c6766e8 · outbound

This paper cites Enhancing Air Traffic Control: A Transparent Deep Reinforcement Learning Framework for Autonomous Conflict Resolution,.

Diffusion-RL Based Air Traffic Conflict Detection and Resolution Method Enhancing Air Traffic Control: A Transparent Deep Reinforcement Learning Framework for Autonomous Conflict Resolution,

Reference 9

Resolution
verified exact
arxiv_id_nonexistent, observed 2026-08-05T11:23:35.435598Z

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

source=pdf_text observed=2026-08-05T11:23:23.967550Z digest=sha256:6ebfaf230a8f0492cda440539bdeec62aed3220a62da803569c175e3e693933e

Observation e443cf43-04e9-4c3f-b044-3f78d849dc5e · outbound

This paper cites Study on the Resolution of Multi-Aircraft Flight Conflicts Based on an IDQN,.

Diffusion-RL Based Air Traffic Conflict Detection and Resolution Method Study on the Resolution of Multi-Aircraft Flight Conflicts Based on an IDQN,

Reference 10

Resolution
verified exact
doi, observed 2026-08-05T11:23:31.632521Z

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

source=pdf_text observed=2026-08-05T11:23:24.105162Z digest=sha256:42cf5737acf09f168eef283b4963ef977bc300baf8f59f5ff55266d30028c033

Observation 7a4455b9-fb20-4977-b3d8-d0a91f9decaa · outbound

This paper cites Graph Reinforcement Learning for Multi- Aircraft Conflict Resolution,.

Diffusion-RL Based Air Traffic Conflict Detection and Resolution Method Graph Reinforcement Learning for Multi- Aircraft Conflict Resolution,

Reference 11

Resolution
malformed identifier
arxiv_id_nonexistent, observed 2026-08-05T11:23:34.975414Z

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

source=pdf_text observed=2026-08-05T11:23:24.194315Z digest=sha256:641142e071c9457ac74710dc4e29ca5741920d04bae8450fdc2f2345de5c60e8

Observation f715fc84-d5d8-4a64-a9dc-f40437b030d9 · outbound

This paper cites Deep Reinforcement Learning in Service of Air Traffic Controllers to Resolve Tactical Conflicts,.

Diffusion-RL Based Air Traffic Conflict Detection and Resolution Method Deep Reinforcement Learning in Service of Air Traffic Controllers to Resolve Tactical Conflicts,

Reference 12

Resolution
verified exact
arxiv_id_nonexistent, observed 2026-08-05T11:23:34.559777Z

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=2026-08-05T11:23:24.259673Z digest=sha256:f63974481d4c54bab79fe8aa72e5926be714ed3705d6e61f97325f546f6bb9a5

Observation 01861f0a-ab9a-4fb2-aa67-ea1afb5c5033 · outbound

This paper cites A Review of Conflict Detection and Resolution Modeling Methods,.

Diffusion-RL Based Air Traffic Conflict Detection and Resolution Method A Review of Conflict Detection and Resolution Modeling Methods,

Reference 13

Resolution
verified exact
arxiv_id_nonexistent, observed 2026-08-05T11:23:34.115965Z

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=2026-08-05T11:23:24.435035Z digest=sha256:e51d709bfc87af196c462ba6ceb1786ae04216aec0808010c509347aa6de8c75

Observation f5a0a5f6-9d1f-4bee-8bd4-49a275dc186f · outbound

This paper cites Conflict Resolution for Air Traffic Management: A Study in Multiagent Hybrid Systems,.

Diffusion-RL Based Air Traffic Conflict Detection and Resolution Method Conflict Resolution for Air Traffic Management: A Study in Multiagent Hybrid Systems,

Reference 14

Resolution
verified exact
doi, observed 2026-08-05T11:23:31.382592Z

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=2026-08-05T11:23:24.549143Z digest=sha256:cef29e73cca16fc6ecbf577612fb5fa3a71edbe38e12a73ba8bc74df91e55bfc

Observation b37bff91-6214-43bc-9568-d55805f46787 · outbound

This paper cites A Time -Dependent Hamilton -Jacobi Formulation of Reachable Sets for Continuous Dynamic Games,.

Diffusion-RL Based Air Traffic Conflict Detection and Resolution Method A Time -Dependent Hamilton -Jacobi Formulation of Reachable Sets for Continuous Dynamic Games,

Reference 15

Resolution
verified exact
arxiv_id_nonexistent, observed 2026-08-05T11:23:33.699166Z

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=2026-08-05T11:23:24.772858Z digest=sha256:b5a6095e6a82f93b7b34a35b8cc39b8c5786a17835b78b730f39fe29ee09e5a4

Observation 91f03fcd-fa22-4d87-9b42-b67c654926aa · outbound

This paper cites Automated Conflict Resolution for Air Traffic Control,.

Diffusion-RL Based Air Traffic Conflict Detection and Resolution Method Automated Conflict Resolution for Air Traffic Control,

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T11:23:39.391756Z

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=2026-08-05T11:23:24.853280Z digest=sha256:1744bf3b214071fa6d70a4c89e92063d9b2818a2865015aa2b9f250efd9e6f3d

Observation ac89a8a0-605d-44d4-942a-c3bc949f0097 · outbound

This paper cites Automated Conflict Resolution, Arrival Management and Weather Avoidance for ATM,.

Diffusion-RL Based Air Traffic Conflict Detection and Resolution Method Automated Conflict Resolution, Arrival Management and Weather Avoidance for ATM,

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T11:23:39.157148Z

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=2026-08-05T11:23:25.002221Z digest=sha256:13f48e9aebe1905e82f1908c1abd73344b611d2b13690da3e63e892908b770a9

Observation 44d4d9ad-5399-497b-bf74-3865e8706c1d · outbound

This paper cites Automated Conflict Resolution: A Simulation Evaluation Under High Demand Including Merging Arrivals,.

Diffusion-RL Based Air Traffic Conflict Detection and Resolution Method Automated Conflict Resolution: A Simulation Evaluation Under High Demand Including Merging Arrivals,

Reference 18

Resolution
verified exact
doi, observed 2026-08-05T11:23:31.125905Z

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=2026-08-05T11:23:25.165905Z digest=sha256:0655c4e5862bfd1d9dbd66266cf2cd7d3d36ad769a8356a8a46b49604e79a9b1

Observation aba48f47-e6a3-44d9-8253-ba485549b8eb · outbound

This paper cites Conflict Resolution Problems for Air Traffic Management Systems Solved with Mixed Integer Programming,.

Diffusion-RL Based Air Traffic Conflict Detection and Resolution Method Conflict Resolution Problems for Air Traffic Management Systems Solved with Mixed Integer Programming,

Reference 19

Resolution
verified exact
arxiv_id_nonexistent, observed 2026-08-05T11:23:33.356895Z

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=2026-08-05T11:23:25.261272Z digest=sha256:202dc69f9708ca03c14e392b85b5e40e88d50ef00dfd9f44bd181afb77a0d636

Observation c5dc9f8e-d773-4f87-8d6d-0b15ffed1a27 · outbound

This paper cites Reciprocal N-Body Collision Avoidance,.

Diffusion-RL Based Air Traffic Conflict Detection and Resolution Method Reciprocal N-Body Collision Avoidance,

Reference 20

Resolution
malformed identifier
no resolver link, observed 2026-08-05T11:23:25.391455Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T11:23:25.391455Z digest=sha256:a34b4c8d4eda8285c9d3259dcf3dbe10efdb61100c38a31ad11874380e793314

Observation 357cc27d-6238-4131-a6f6-5b4b92e6c438 · outbound

This paper cites BlueSky ATC Simulator Project: An Open Data and Open Source Approach.

Diffusion-RL Based Air Traffic Conflict Detection and Resolution Method BlueSky ATC Simulator Project: An Open Data and Open Source Approach

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T11:23:38.870852Z

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=2026-08-05T11:23:25.527318Z digest=sha256:6f1ebf357c91d8420e64c577f0543c40e1d955ea3209a707d58073407ae013fa

Observation 261fc4bd-102a-461f-b027-d4c3d9efac42 · outbound

This paper cites BlueSky-Gym: Reinforcement Learning Environments for Air Traffic Applications.

Diffusion-RL Based Air Traffic Conflict Detection and Resolution Method BlueSky-Gym: Reinforcement Learning Environments for Air Traffic Applications

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T11:23:38.571902Z

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=2026-08-05T11:23:25.614861Z digest=sha256:917329d0ce6fe8fe1b4cdc8f49ac1cee2f003edcfc08f2db28a7315af7cd15c4

Observation fe19f499-dc64-41f4-b916-8fd48a940e90 · outbound

This paper cites A Deep Multi-Agent Reinforcement Learning Approach to Autonomous Separation Assurance.

Diffusion-RL Based Air Traffic Conflict Detection and Resolution Method A Deep Multi-Agent Reinforcement Learning Approach to Autonomous Separation Assurance

Reference 23

Resolution
verified exact
local_arxiv, observed 2026-08-05T11:23:30.820177Z

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=2026-08-05T11:23:25.722780Z digest=sha256:446b2b36aea29e71df04a498297f72bf6ab00b474c22bea124a8c7df6a1de927

Observation c76eaed3-721f-4989-99ab-82f9555dd70a · outbound

This paper cites Improving Autonomous Separation Assurance through Distributed Reinforcement Learning with Attention Networks,.

Diffusion-RL Based Air Traffic Conflict Detection and Resolution Method Improving Autonomous Separation Assurance through Distributed Reinforcement Learning with Attention Networks,

Reference 24

Resolution
verified exact
doi, observed 2026-08-05T11:23:30.547758Z

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=2026-08-05T11:23:25.759785Z digest=sha256:597d87caa7ac16a29a06ca4f9d133d82459d891a2e6d8e522757c147fb68b46d

Observation f12b03d9-f6a2-45f4-82e3-aacecd9e62dd · outbound

This paper cites Automating the resolution of flight conflicts: Deep reinforcement learning in service of air traffic controllers.

Diffusion-RL Based Air Traffic Conflict Detection and Resolution Method Automating the resolution of flight conflicts: Deep reinforcement learning in service of air traffic controllers

Reference 25

Resolution
verified exact
local_arxiv, observed 2026-08-05T11:23:30.312841Z

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=2026-08-05T11:23:25.969701Z digest=sha256:e9ec9507b57cdf7fe5fb52557be66e18a4366e374d5450a4aaa7e6ee9edc6a34

Observation 88a59f3d-35bf-4c50-a1fd-8eba70602b12 · outbound

This paper cites Conflict Resolution Strategy Based on Deep Reinforcement Learning for Air Traffic Management,.

Diffusion-RL Based Air Traffic Conflict Detection and Resolution Method Conflict Resolution Strategy Based on Deep Reinforcement Learning for Air Traffic Management,

Reference 26

Resolution
verified exact
arxiv_id_nonexistent, observed 2026-08-05T11:23:32.909624Z

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=2026-08-05T11:23:26.050861Z digest=sha256:54521ebde9a58f6acdd7757bc421ade8495c1a467765095338aa54d7556b94c2

Observation a48a5042-e1b8-4dc8-b850-99107938b57a · outbound

This paper cites Review of Deep Reinforcement Learning Approaches for Conflict Resolution in Air Traffic Control,.

Diffusion-RL Based Air Traffic Conflict Detection and Resolution Method Review of Deep Reinforcement Learning Approaches for Conflict Resolution in Air Traffic Control,

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T11:23:38.317801Z

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=2026-08-05T11:23:26.176619Z digest=sha256:b8a24e058b5610ad7196e65be0f1419a6ebb8a4a1a760355744f6c2fe517e81d

Observation b10e2e56-1fa5-4991-966a-c2bb82709bb3 · outbound

This paper cites Joint Autonomous Decision- Making of Conflict Resolution and Aircraft Scheduling Based on Triple-Aspect Improved Multi- Agent Reinforcement Learning,.

Diffusion-RL Based Air Traffic Conflict Detection and Resolution Method Joint Autonomous Decision- Making of Conflict Resolution and Aircraft Scheduling Based on Triple-Aspect Improved Multi- Agent Reinforcement Learning,

Reference 28

Resolution
verified exact
arxiv_id_nonexistent, observed 2026-08-05T11:23:32.520885Z

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=2026-08-05T11:23:26.407644Z digest=sha256:333858fdb38c01314300961e4b59b4e7e70401c9dc5a58a9de6e402117c9b9c0

Observation 2be6bb74-823f-4b49-b8c4-420e54844cae · outbound

This paper cites Toward Conflict Resolution with Deep Multi-Agent Reinforcement Learning,.

Diffusion-RL Based Air Traffic Conflict Detection and Resolution Method Toward Conflict Resolution with Deep Multi-Agent Reinforcement Learning,

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-05T11:23:26.490880Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T11:23:26.490880Z digest=sha256:cf27ffe6e3ccfca8175bb4b37a3f345b46af2264503d5c6f529ed3ecdffa2a83

Observation b01fcc96-d78d-4340-b303-f1de9060ee39 · outbound

This paper cites Physics Informed Deep Reinforcement Learning for Aircraft Conflict Resolution,.

Diffusion-RL Based Air Traffic Conflict Detection and Resolution Method Physics Informed Deep Reinforcement Learning for Aircraft Conflict Resolution,

Reference 30

Resolution
verified exact
arxiv_id_nonexistent, observed 2026-08-05T11:23:32.109627Z

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=2026-08-05T11:23:26.597117Z digest=sha256:6db1bcf45e472d4f37886d9207127f9650c8cfb153d6a84592f1d8890f564a87

Observation f09921a6-4e86-4858-be74-b2fb6e9304e2 · outbound

This paper cites Tactical Conflict Solver Assisting Air Traffic Controllers Using Deep Reinforcement Learning,.

Diffusion-RL Based Air Traffic Conflict Detection and Resolution Method Tactical Conflict Solver Assisting Air Traffic Controllers Using Deep Reinforcement Learning,

Reference 31

Resolution
verified exact
doi, observed 2026-08-05T11:23:29.734971Z

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=2026-08-05T11:23:26.689032Z digest=sha256:c611cb75b9eecf1705bd8299537cd7f66cd8bc534d91617eba514caa2b3fb891

Observation 8f7ea5e4-04a5-4eb3-bd8c-1a22c260787a · outbound

This paper cites Self -Prioritizing Multi-Agent Reinforcement Learning for Conflict Resolution in Air Traffic Control with Limited Instructions,.

Diffusion-RL Based Air Traffic Conflict Detection and Resolution Method Self -Prioritizing Multi-Agent Reinforcement Learning for Conflict Resolution in Air Traffic Control with Limited Instructions,

Reference 32

Resolution
verified exact
doi, observed 2026-08-05T11:23:29.493788Z

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=2026-08-05T11:23:26.777673Z digest=sha256:94007a66a7cb1e9ee957f80f340b585017b3a88efda611bcc0d097390525e626

Observation 0fdc4bc9-9797-4d62-97f5-d758e017edb1 · outbound

This paper cites Autonomous Air Traffic Separation Assurance through Machine Learning,.

Diffusion-RL Based Air Traffic Conflict Detection and Resolution Method Autonomous Air Traffic Separation Assurance through Machine Learning,

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T11:23:38.117724Z

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=2026-08-05T11:23:26.823053Z digest=sha256:0b07aa515ad7cb50d6e8ec827a5c23a7a1d78c3d2aa26dfcf2fd439b468e2cce

Observation a6ce544b-a38e-4aaf-90e0-75f29f6340e4 · outbound

This paper cites Autonomous Conflict Resolution in Urban Air Mobility: A Deep Multi- Agent Reinforcement Learning Approach,.

Diffusion-RL Based Air Traffic Conflict Detection and Resolution Method Autonomous Conflict Resolution in Urban Air Mobility: A Deep Multi- Agent Reinforcement Learning Approach,

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-05T11:23:27.009136Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T11:23:27.009136Z digest=sha256:67a1f899168510c952a03d62eb8b03a225c9b0f80894ea08b4ed25dae616d0c4

Observation 5a92d38e-2135-4747-8bda-095351de8f97 · outbound

This paper cites An Efficient Aircraft Conflict Detection and Resolution Method Based on an Improved Reinforcement Learning Framework,.

Diffusion-RL Based Air Traffic Conflict Detection and Resolution Method An Efficient Aircraft Conflict Detection and Resolution Method Based on an Improved Reinforcement Learning Framework,

Reference 35

Resolution
verified exact
doi, observed 2026-08-05T11:23:28.885248Z

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=2026-08-05T11:23:27.109079Z digest=sha256:e0b0838c556c7d808dd438f52961a10e7303529ca7fdbbcc2944f83e07a6ae7f

Observation 60879a2d-8ee8-47a4-945d-679e181feba9 · outbound

This paper cites Autonomous Aircraft Sequencing and Separation with Hierarchical Deep Reinforcement Learning,.

Diffusion-RL Based Air Traffic Conflict Detection and Resolution Method Autonomous Aircraft Sequencing and Separation with Hierarchical Deep Reinforcement Learning,

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T11:23:37.860240Z

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=2026-08-05T11:23:27.200482Z digest=sha256:6e35c581d8d2f3fa3cdc62353fe324d41ba5a1eb9fd9c67b1c3bba8c314c50e2

Observation 9a2d0fbf-fb50-4d24-a873-2d156c83b044 · outbound

This paper cites Policy Representation via Diffusion Probability Model for Reinforcement Learning.

Diffusion-RL Based Air Traffic Conflict Detection and Resolution Method Policy Representation via Diffusion Probability Model for Reinforcement Learning

Reference 37

Resolution
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no resolver link, observed 2026-08-05T11:23:27.271442Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T11:23:27.271442Z digest=sha256:70b047832503ce72370b10e43dc9f12e9ddd466d235e50436f784932a107eb31

Observation cfacb3a9-9f64-4285-b382-e1bf72ae8d2b · outbound

This paper cites Diffusion Policies as an Expressive Policy Class for Offline Reinforcement Learning.

Diffusion-RL Based Air Traffic Conflict Detection and Resolution Method Diffusion Policies as an Expressive Policy Class for Offline Reinforcement Learning

Reference 38

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no resolver link, observed 2026-08-05T11:23:27.342828Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T11:23:27.342828Z digest=sha256:5b7ab13ec39c470c27b1421f8022d2dfc334f87d55b8be778e967251a5a33dc1

Observation 732187d5-93f6-4e0b-b9bf-a45953edc453 · outbound

This paper cites Diffusion Policy: Visuomotor Policy Learning via Action Diffusion.

Diffusion-RL Based Air Traffic Conflict Detection and Resolution Method Diffusion Policy: Visuomotor Policy Learning via Action Diffusion

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-05T11:23:27.441676Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T11:23:27.441676Z digest=sha256:ce92f45b0aefb62c1417b7f81cfb268c827e6ed7833c21e2f12771be4baf59f6

Observation 17617162-4c3b-4b97-b87f-20a020daf4c2 · outbound

This paper cites Is Conditional Generative Modeling all you need for Decision-Making?.

Diffusion-RL Based Air Traffic Conflict Detection and Resolution Method Is Conditional Generative Modeling all you need for Decision-Making?

Reference 40

Resolution
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no resolver link, observed 2026-08-05T11:23:27.519834Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T11:23:27.519834Z digest=sha256:e33c7f7e4880faa0a31573bc1d25d65b01fcc7070ce545db508145951eccdd34

Observation 10825527-42fd-4c95-ad3e-526f24ab2d54 · outbound

This paper cites Efficient Diffusion Policies For Off line Reinforcement Learning,.

Diffusion-RL Based Air Traffic Conflict Detection and Resolution Method Efficient Diffusion Policies For Off line Reinforcement Learning,

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T11:23:37.559252Z

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=2026-08-05T11:23:27.600810Z digest=sha256:0c4c537ca1d35ba75f5425e147f8b9a87ce32041f9a7b5fd289ee89448907903

Observation e18c0bc6-49b1-46a6-b59d-0438466cf568 · outbound

This paper cites Policy-Guided Diffusion.

Diffusion-RL Based Air Traffic Conflict Detection and Resolution Method Policy-Guided Diffusion

Reference 42

Resolution
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no resolver link, observed 2026-08-05T11:23:27.663071Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T11:23:27.663071Z digest=sha256:b6851370df3c0f573bf77e26a591559e281c6734659fefa626e9830e592af1c4

Observation 7b45f7d0-db9f-44ce-8210-96a464c428be · outbound

This paper cites Diffusion-based Reinforcement Learning via Q-weighted Variational Policy Optimization.

Diffusion-RL Based Air Traffic Conflict Detection and Resolution Method Diffusion-based Reinforcement Learning via Q-weighted Variational Policy Optimization

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-05T11:23:27.730238Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T11:23:27.730238Z digest=sha256:8a981b98f548c0106d32b515a7301726f24d40204d04c1ef786fb3ec7779f0b6

Observation 9bb3ad3f-940e-4f06-ae2a-a7b694e8484f · outbound

This paper cites DreamFuser: Value -Guided Diffusion Policy for Offline Reinforcement Learning,.

Diffusion-RL Based Air Traffic Conflict Detection and Resolution Method DreamFuser: Value -Guided Diffusion Policy for Offline Reinforcement Learning,

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T11:23:37.344783Z

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=2026-08-05T11:23:27.808367Z digest=sha256:efe6c7db3745bf28eddc3353ce673dcfa27bb2f5c40fd306a80e135a9a98f07a

Observation 3a878499-a7a7-4226-bba2-7b32b919e04f · outbound

This paper cites ReDiffuser: Reliable Decision -Making Using a Diffuserwith Confidence Estimation.

Diffusion-RL Based Air Traffic Conflict Detection and Resolution Method ReDiffuser: Reliable Decision -Making Using a Diffuserwith Confidence Estimation

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T11:23:37.119783Z

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=2026-08-05T11:23:27.890550Z digest=sha256:79662cc987dd1392f0981e8ced98903bb533efb9511164b94bfed4ab1a4ee685

Observation 2d786222-d7f8-4638-bd94-1b854de13bc4 · outbound

This paper cites Diffusion Models for Reinforcement Learning: A Survey.

Diffusion-RL Based Air Traffic Conflict Detection and Resolution Method Diffusion Models for Reinforcement Learning: A Survey

Reference 46

Resolution
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no resolver link, observed 2026-08-05T11:23:27.972831Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T11:23:27.972831Z digest=sha256:29354f24836ce52705eede2bad496ed5ddc3076822319c44159f5f9b6e911626

Observation 76f70607-9e13-4e55-8e78-e5f13735988e · outbound

This paper cites Is Exploration All You Need? Effective Exploration Characteristics for Transfer in Reinforcement Learning.

Diffusion-RL Based Air Traffic Conflict Detection and Resolution Method Is Exploration All You Need? Effective Exploration Characteristics for Transfer in Reinforcement Learning

Reference 47

Resolution
verified exact
local_arxiv, observed 2026-08-05T11:23:28.533480Z

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=2026-08-05T11:23:28.047140Z digest=sha256:c2006c122f94c58b8222f0cd395710165e882041f833a89b7ea9e084c0cbcc78

Observation 2a5910a6-660b-4db7-b60c-31c87cb4cf20 · outbound

This paper cites A Survey of Safe Reinforcement Learning and Constrained MDPs: A Technical Survey on Single-Agent and Multi-Agent Safety.

Diffusion-RL Based Air Traffic Conflict Detection and Resolution Method A Survey of Safe Reinforcement Learning and Constrained MDPs: A Technical Survey on Single-Agent and Multi-Agent Safety

Reference 48

Resolution
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no resolver link, observed 2026-08-05T11:23:28.145069Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T11:23:28.145069Z digest=sha256:cbebaaf4901b9ca784ab4f8125fcf62d1d22ae54fbb8ec6fd3c91354d072c461

Observation 395f73e3-d288-4f63-a59e-99788dcc5054 · outbound

This paper cites Proximal Policy Optimization Algorithms.

Diffusion-RL Based Air Traffic Conflict Detection and Resolution Method Proximal Policy Optimization Algorithms

Reference 49

Resolution
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no resolver link, observed 2026-08-05T11:23:28.221307Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T11:23:28.221307Z digest=sha256:b64d979d6b1ff2cee644b0f3cbd3068c167003823b0b41d65e2f4d614b30f7c6

Observation 5593d103-2d9f-4cc6-bb85-ad17f5573ae9 · outbound

This paper cites Addressing Function Approximation Error in Actor-Critic Methods.

Diffusion-RL Based Air Traffic Conflict Detection and Resolution Method Addressing Function Approximation Error in Actor-Critic Methods

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-05T11:23:28.320292Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T11:23:28.320292Z digest=sha256:43f5693664d91f93d9cb1974f897611ffe4b98dee81f0dd0e0eddf0b76288cef

Observation a62155f3-b9e5-4883-8ae4-f0fd03210203 · outbound

This paper cites an unresolved cited work.

Diffusion-RL Based Air Traffic Conflict Detection and Resolution Method Unresolved cited work

Reference 294

Resolution
verified exact
doi, observed 2026-08-05T11:23:29.977692Z

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=2026-08-05T11:23:26.353195Z digest=sha256:f9fab47378003fd8703f1467e9f95d52b21864bd18c197e736e1c29463dcff47

Observation 3d2ad316-b6f0-4c94-9ede-097afd6cfd44 · outbound

This paper cites an unresolved cited work.

Diffusion-RL Based Air Traffic Conflict Detection and Resolution Method Unresolved cited work

Reference 3204

Resolution
verified exact
doi, observed 2026-08-05T11:23:29.170547Z

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=2026-08-05T11:23:26.915107Z digest=sha256:95533730ff1a994f41757468c5a0f9534e25a3a7a6eac3c91f6906f4b7012df6

Pith citing papers

No inbound Pith citation observations are available.