Pith. sign in

Paper Citation Record · LEDGER

Diffusion-RL Based Air Traffic Conflict Detection and Resolution Method

As of 22 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 2026-08-22T06:32:14.747728+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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T11:23:23.631945Z digest=sha256:af3396b661b8d94467f3d10675dc69711d7d5f5ddcba88efbffebb31e061f3aa

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T11:23:23.651569Z digest=sha256:1246fe25f9d403baec1a8e2c6ec9f57ac2949db13a3d09b07a90e581ef3888fd

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T11:23:23.678044Z digest=sha256:e5acd9ac5f35c50638e601914af32066f5a3a0086b0c2190459db0ff809d59ce

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=sha256:87867ee11390a505d6fe6b774fa58a6c25d869d12a1b9762c353371a3cf0e98a

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T11:23:23.749396Z digest=sha256:ab1cded1fc707665bddee3f8947afada7ae2a6aa6b2c5d3b662c06024e278ce0

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T11:23:23.770692Z digest=sha256:d6e01ff799fea814d66f258b6c92d2c1907e743ea54c3f61d734aa6f43ee3bae

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T11:23:23.873625Z digest=sha256:e91be0cd7ef8a203da3a2890ef7181b88d0c3639d15eab74ac50a8b862b3444c

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T11:23:23.967550Z digest=sha256:85450ce43362b54ab82c248ecfb443b226dffa315b9a071509e3dbbb067b35bf

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T11:23:24.105162Z digest=sha256:3ebcca02a6737b2d09f48017dfa580fa19dbec69bd229ca5c78ce314bdafdf84

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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T11:23:24.194315Z digest=sha256:36b729e1696bf8aa7dadce90a33fb4e8c1e6b412ba6a205747f4a98e57255a37

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T11:23:24.259673Z digest=sha256:f7a6c9e4bd1d2620db4cc7788007a882f9628c1c6aa28cac262a1bd45f2aa008

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T11:23:24.435035Z digest=sha256:b45ca619da86a9ab45faa8f1347745a749268c3a3d0c3a5e4df265f3631b4a35

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T11:23:24.549143Z digest=sha256:99e4c590b4b89319f1ed1a39d9bc8e316b78609e5b3c5962014f7273e878bc1a

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T11:23:24.772858Z digest=sha256:d4b6a27b7ae5b1dc92ec6bb0cf3ceb61d7eff5062b65b5ee612c49d3d570ca0e

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T11:23:24.853280Z digest=sha256:12c2edcedff9d2f176f61aaf1e05f80c0216413dfd25ce60e8fa282fd18e4f12

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T11:23:25.002221Z digest=sha256:ca952d95d1711c27061d43c8d9014b8d219b2cb738a4ad7a5ef35183a7dec058

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T11:23:25.165905Z digest=sha256:190b4e7b0c046ca4062f41d386d3582d3d14a3e56c96139a2f12874cc76497f9

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T11:23:25.261272Z digest=sha256:79011bec0dfe8dd1f68aa5e9a8cec7d6a6c19bf4f56521ad19c8bc79b4270310

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T11:23:25.527318Z digest=sha256:e8e5f0190691981d5af89a56014b51d092817b862a5ae8101fc32e28ad86b5f2

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T11:23:25.614861Z digest=sha256:0967f3fcc281d8374da0163ee585a5530deb06781ce40d7814317942b2045957

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T11:23:25.722780Z digest=sha256:6ff1cbc998cbc8d61d47e785a2ea559b8ee3d34c3e2c423c9bbbfa21db0edea9

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T11:23:25.759785Z digest=sha256:d7d1b3770c09b8141277dcc710fa10f8b4b7beb91f4c2fb4b6d7ee72669c72b3

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T11:23:25.969701Z digest=sha256:0bfd23878d84709f5cb7cd1ffcfe4bc83fbc240ac2a5d2f2dc20999a7410f8d0

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T11:23:26.050861Z digest=sha256:bc2be37b5eb05605295401d8a9fdf6cd7e7afe59d380306d284ff6b8222d44bd

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T11:23:26.176619Z digest=sha256:6a903db8266970dddee4444db484c21f7b933f1f4aca3648340373844352e8b4

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T11:23:26.407644Z digest=sha256:69ffbfd13bc36c0b078fb00c6a0f4f06066ebeefd32dca4fa5db114176fb2883

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T11:23:26.597117Z digest=sha256:d98ff76562a419b48ac0278806ea0ec57be5184208190278122180029803523a

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T11:23:26.689032Z digest=sha256:68b0d1b36a855b82fe8355c0d68302a1d5fe8dd35e50955c7754f41b418a2a04

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T11:23:26.777673Z digest=sha256:ca42010c8758b7003c9eb8af73034c1c8d10df0cb0861020b73b9694c17bef5d

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T11:23:26.823053Z digest=sha256:73e8c6fd45bc8cacf18bc0aa5383b0bd85462d5b985b5c22cf0ea00272ff91a4

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T11:23:27.109079Z digest=sha256:0d3e2f136846d9cf7d4153a75a3431fc9c7e854767712619a027c7f5b1b40bcc

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T11:23:27.200482Z digest=sha256:fe4d3775ef4880f95c8ac4a2e907e5b2717483f7be4be2791e0ae6cb21e25578

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
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=sha256:01f1eb8259ca2f3c8d33c88ae26fbbdfb50193cb46e3db94b4dea93803c31830

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:a22bca26053f327ce7352ef29b3c26eb2ba8e8a5a80642b75847ea26b3f83ada

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T11:23:27.600810Z digest=sha256:5b5fdc1341cac0ac8fd0d65cc5f86e8c08b4fb824a78ff0c4a2e9978de1d7d79

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=sha256:7e6d194805b8d62510569fefda749c73e7109625c5b4fdb2ca1e874831afbddf

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=sha256:6c9906bc56f2dfb22cd0332f8365d4ac76f6eb66f18a1053eb1360d5041d1626

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T11:23:27.808367Z digest=sha256:1f3f171fb9f4da0f3a2a80df72a31a83d91b97155c7870e84dff38c8ea3d6752

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T11:23:27.890550Z digest=sha256:5852d76a6610b53b95ab236e3c7ec4486fcc9d97f253c5f57ca5cd4cd9b9ea49

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
unresolved
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:fe098f3935fbdd1b72a683078bbe6929e602a7571fa79c1ab22b9cb44cac4924

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T11:23:28.047140Z digest=sha256:9dad261e9ed4db2f77229f1580032e8fdffa06d72877c6b7759a40f5d81dc0af

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=sha256:8aefc52042e22bf27590a7e6d90263d07cde72dedd9c88bde5d1d272ac8a392e

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=sha256:69bac132ef4de544bb94cf362bb6def014fc3bb0271c5bd4f9fb262ac4c3f60e

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T11:23:26.353195Z digest=sha256:dff1863c250e775c6178394876d3a6f5a4ec3edd913e2509c7c51c9e9242c11c

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T11:23:26.915107Z digest=sha256:145b81a64ec3aea8472d2093df6357e70de6f4877990f5df28ffd6c0b0d9f726

Pith citing papers

No inbound Pith citation observations are available.