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Paper Citation Record · LEDGER

Diffusion-RL Based Air Traffic Conflict Detection and Resolution Method

As of 13 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 2026-08-12T06:34:41.77262+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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T11:23:23.631945Z digest=sha256:c92bc63e98ab12aa939ae0b86c1be24006507dfe8a53722503182b15769a31ed

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T11:23:23.651569Z digest=sha256:2b044b900768932ae8bd92dd7bb69ba188b2855b9ff1f15237d5aba3d9f100ae

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
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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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T11:23:23.678044Z digest=sha256:812a72d6dc0b68d81c2e62c0745fc92f1ef21d40cb02d50970f83a7b35edfafa

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T11:23:23.749396Z digest=sha256:600d765ed040b3086cdd1b0e86580e55aba017f2b3961f73a0572c736e11538d

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T11:23:23.770692Z digest=sha256:b7e2ea4da781be778aac33485236b2039fcbeb96f2dae3ad72430808ce5885ed

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
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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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T11:23:23.873625Z digest=sha256:cd71e4cd525160cfaddfc60008860f54f9fc671c420b74a3a381a4613444b302

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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T11:23:23.967550Z digest=sha256:e6a4e393461190e83fc1129600cd891369df55013761710cfb2deda63a06a202

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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T11:23:24.105162Z digest=sha256:23a5637b1e90b85ac13bcdcb971fce048287451d28b45ef540664b2a2c1b99b2

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

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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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T11:23:24.194315Z digest=sha256:89af126a65c94db7c4f22faf14de74a3025b1cde21d81d00aab5b55e86d780a6

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T11:23:24.259673Z digest=sha256:f4c26e8bf59082c9e217a4d24af7f32fef76aeca04f6d360d2e9c77990373afb

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T11:23:24.435035Z digest=sha256:1d8f433ebc66b2c00b9ecac8491af77e63b08c53d9f2169db4ebac9e39f7e3fd

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T11:23:24.549143Z digest=sha256:4677570f5505192f74da074b6a17a85e02a3d4bf788781d12274f8203bbfa88a

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T11:23:24.772858Z digest=sha256:04c4a310474e1a2d15f6d67621e699a56ea044dd53e6c488db82180949ff8a62

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T11:23:24.853280Z digest=sha256:724ee3d8db4bf4082267c8ab8308386efd7a1d30261fd2883f784383633994e7

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T11:23:25.002221Z digest=sha256:eb065eba554b1f3ba394728ba21cd67bd8b098bc87a2d2a2347102e9494db1f8

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T11:23:25.165905Z digest=sha256:4a1389a24725014410c7889da42db44753b6055043351ef62449d03f1e8c3bd7

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

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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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T11:23:25.261272Z digest=sha256:80ce3b464d88024c6ba40f8dc997fc9e47461e7006dcd5fff0e37ad537dc9a0c

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

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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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T11:23:25.527318Z digest=sha256:5bec40004404e606a5260efe5d79ab0ab2c062f6237dba5ac2be88e54372738d

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

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

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No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T11:23:25.614861Z digest=sha256:6d0158f524412fde9c07a0dc9e4dcaec796c5ad0a0b35ffa73fb74c1222848d5

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T11:23:25.722780Z digest=sha256:e83d83c64262acb4e2a5aec2ed094d45b4627a86280109258f61195bd7394816

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

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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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T11:23:25.759785Z digest=sha256:c28341113cf0f37bc8128615a028d2f452c8c1f8693729440b873ab0e0ce1b8b

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T11:23:25.969701Z digest=sha256:97c28386efb60396d9edede5c3adfa43a55bb740779e19d975013c9e2459149d

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T11:23:26.050861Z digest=sha256:797f58e850daa54fc8e0e252daa14a6bc9fc826a364fe761c4017434b1b2ae9f

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T11:23:26.176619Z digest=sha256:8b89dd5a525043d0abf769ce67ca77b669727c8c14a2a411a273349788d02512

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T11:23:26.407644Z digest=sha256:aa4f639e7b769804bfa0217433c4e85633b4d578115dacb1889b1bcbb16ae3c5

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T11:23:26.597117Z digest=sha256:c5e722933f92790bca9e1e3df36fafd0526200d58260bfe4d9aa65195177b997

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T11:23:26.689032Z digest=sha256:303b7f69f57e07ebcb18e9bd6e88001b351bba52e36ac6d94f52c6342777c0c0

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
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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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T11:23:26.777673Z digest=sha256:4ff30e2ec635a6660b3b8d5e6b9bd384c38600613ede672b7c189edfbd7258ec

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T11:23:26.823053Z digest=sha256:796100134172ef98c74142688d94abe500b28f571d1b5d9dacd3ff51b5e037a8

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T11:23:27.109079Z digest=sha256:e2d21c73fbe1716a041b7d8640cc557d5ebcb87f1cbf48e3afe1f0fed7541f69

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T11:23:27.200482Z digest=sha256:8249699b69fb5817e7d64153a76ce74c37ce2c70e4064f9e5927a0cf965cc967

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

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unresolved
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=sha256:655313f56408a21f73872cdf27562f043a9d26abad26d9c7350bb6ba93073d50

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

Resolution
unresolved
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:aaf5653592c784ed5720a4e52b6fdd8f79403955dc289af5584fb5721b2df1c4

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=sha256:3cfef639a5c78db4708aeb5536ff2102d0d171b1b63208c60dc1fd8c6cfaee9f

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
unresolved
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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T11:23:27.600810Z digest=sha256:657d3142443aa0c419970156dec4d9ce796d34e7b8aa3f08bcdca9efa2935a3d

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
unresolved
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=sha256:87859ad74837dfec7c4557906f3b42301ada99d42c4131a3dcbb816d2278459a

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=sha256:9135d1ab711557391d3aa8ff91c6bae46c21a1176459dcce8e72fcd8c1a539c2

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T11:23:27.808367Z digest=sha256:b302abcd79a3e165459ef0bd869cc0eaf4c859ac365015079634e82f29c9239b

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T11:23:27.890550Z digest=sha256:85ef957dd9b9840a6a9f8a3c2bb2b96ef2a8d1d435e70b471b22c4f7ed59dd48

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T11:23:28.047140Z digest=sha256:646257d6dfee924a8266894eff954db7fdb34872bc7f8241d76edc337ab08e83

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
unresolved
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
unresolved
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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T11:23:26.353195Z digest=sha256:f7c1ee0ae32984f236ac392728965a7cf07922a442b64c7efea7de6bbb562f03

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T11:23:26.915107Z digest=sha256:7017d63fa705e059850254be3c86c57e9e61607ec33d9daf54d36bb9c1c2f103

Pith citing papers

No inbound Pith citation observations are available.