Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-14T14:10:18.922778Z
Paper Citation Record · LEDGER
As of 15 August 2026, this Paper Citation Record lists 49 of 49 outbound references and 0 inbound Pith citation observations for arXiv:1908.03761.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-14T14:10:18.922778Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
49 of 49 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 862c70f3-6737-415e-b002-0ab4058aeedb · outbound
Large-Scale Traffic Signal Control Using a Novel Multi-Agent Reinforcement Learning A survey on reinforcement learning models and algorithms for traffic signal control,
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0743ed74-8e87-492c-b770-dd00bc0deb2e · outbound
Large-Scale Traffic Signal Control Using a Novel Multi-Agent Reinforcement Learning Optimal bidding strategies in electricity markets using reinforcement learning,
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation fae89b98-f757-4268-88ef-bbf13c6eae91 · outbound
Large-Scale Traffic Signal Control Using a Novel Multi-Agent Reinforcement Learning Traffic network micro-simulation model and control algorithm based on approximate dynamic program- ming,
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 8b561d9e-f253-4155-ae5c-6439ba2305ba · outbound
Large-Scale Traffic Signal Control Using a Novel Multi-Agent Reinforcement Learning Traffic signal timing manual
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation eb3252df-5987-4089-84c0-47b99324c6d5 · outbound
Large-Scale Traffic Signal Control Using a Novel Multi-Agent Reinforcement Learning Traffic signal timing optimisation based on genetic algorithm approach, including drivers routing,
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 2c6a11f6-e648-44f7-bd01-5f7bf02cfc1a · outbound
Large-Scale Traffic Signal Control Using a Novel Multi-Agent Reinforcement Learning Swarm intelligence for traffic light scheduling: Application to real urban areas,
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 2f31f8c9-463a-4bb5-ae10-c283bd6e23d8 · outbound
Large-Scale Traffic Signal Control Using a Novel Multi-Agent Reinforcement Learning Two-stage fuzzy logic controller for signalized intersection,
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 497d1143-ece7-4eb0-8d0d-cf2e8762ce90 · outbound
Large-Scale Traffic Signal Control Using a Novel Multi-Agent Reinforcement Learning Neural networks for real- time traffic signal control,
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 2e336541-7ad3-4b39-9e89-f76d41316e33 · outbound
Large-Scale Traffic Signal Control Using a Novel Multi-Agent Reinforcement Learning Unresolved cited work
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation da685d31-04c6-4739-bd87-1c629057b9a9 · outbound
Large-Scale Traffic Signal Control Using a Novel Multi-Agent Reinforcement Learning Intelligent traffic light control,
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation cbd5402d-b3cf-437f-9ccd-8b2f0bb7d6ea · outbound
Large-Scale Traffic Signal Control Using a Novel Multi-Agent Reinforcement Learning Reinforcement learning with function approximation for traffic signal control,
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 364456ff-24e4-42c2-84b3-3a626efff3c0 · outbound
Large-Scale Traffic Signal Control Using a Novel Multi-Agent Reinforcement Learning Deep learning,
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8c5e1a01-e3e2-47e9-b93b-deace2bdc213 · outbound
Large-Scale Traffic Signal Control Using a Novel Multi-Agent Reinforcement Learning Human-level control through deep reinforcement learning,
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ab14d659-08be-4580-b0c9-9ff1b0a94387 · outbound
Large-Scale Traffic Signal Control Using a Novel Multi-Agent Reinforcement Learning Continuous control with deep reinforcement learning
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0ae5d25a-afb5-4e36-ade1-02e8ed350072 · outbound
Large-Scale Traffic Signal Control Using a Novel Multi-Agent Reinforcement Learning Intellilight: A reinforcement learning approach for intelligent traffic light control,
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 1e01c356-8b7a-4d73-886a-6c0f64910947 · outbound
Large-Scale Traffic Signal Control Using a Novel Multi-Agent Reinforcement Learning Deep Deterministic Policy Gradient for Urban Traffic Light Control
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 02a3cf30-6870-42f6-a414-8bd32077d9c5 · outbound
Large-Scale Traffic Signal Control Using a Novel Multi-Agent Reinforcement Learning The dynamics of reinforcement learning in cooperative multiagent systems,
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ae7a9682-bbc2-4d89-980d-0d42b2c68df3 · outbound
Large-Scale Traffic Signal Control Using a Novel Multi-Agent Reinforcement Learning A distributed approach for coordination between traffic lights based on game theory
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation f836fbc8-3693-4b4d-b336-a0ab1675ea5f · outbound
Large-Scale Traffic Signal Control Using a Novel Multi-Agent Reinforcement Learning Reinforcement learning-based multi-agent system for network traffic signal control,
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 2396dc4d-aad2-4bc3-b9f2-395c65d0ae4a · outbound
Large-Scale Traffic Signal Control Using a Novel Multi-Agent Reinforcement Learning Traffic light control in non-stationary environments based on multi agent q-learning,
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 3fdde02c-6389-4454-a10b-c694ed59834d · outbound
Large-Scale Traffic Signal Control Using a Novel Multi-Agent Reinforcement Learning Multi-agent reinforcement learning: Independent vs. cooper- ative agents,
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 82d79b6f-06c2-41b9-a932-657bbaf5838c · outbound
Large-Scale Traffic Signal Control Using a Novel Multi-Agent Reinforcement Learning Multiagent rein- forcement learning for urban traffic control using coordination graphs,
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 61fabeb4-c0da-4f8a-b317-e212c81b5d4b · outbound
Large-Scale Traffic Signal Control Using a Novel Multi-Agent Reinforcement Learning Multi-agent deep reinforcement learning for large-scale traffic signal control,
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c570c8fe-b17d-49ce-8fa1-2c7a225282e8 · outbound
Large-Scale Traffic Signal Control Using a Novel Multi-Agent Reinforcement Learning Double q-learning,
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 475937c2-5a97-4ea2-bb67-2a414718a093 · outbound
Large-Scale Traffic Signal Control Using a Novel Multi-Agent Reinforcement Learning Finite-time analysis of the multiarmed bandit problem,
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b0ace0a7-d999-4f1f-b5f1-5a5c7fae7b58 · outbound
Large-Scale Traffic Signal Control Using a Novel Multi-Agent Reinforcement Learning Unresolved cited work
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation da88a2e6-83d8-4104-9f3a-de8336a58df4 · outbound
Large-Scale Traffic Signal Control Using a Novel Multi-Agent Reinforcement Learning Mean Field Multi-Agent Reinforcement Learning
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f998c9f5-81bf-48bb-bde4-7b37372a0ed2 · outbound
Large-Scale Traffic Signal Control Using a Novel Multi-Agent Reinforcement Learning Deep reinforcement learning with double q-learning,
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation afd3646e-a4cf-4466-92b2-9c496af9c4b2 · outbound
Large-Scale Traffic Signal Control Using a Novel Multi-Agent Reinforcement Learning The optimizers curse: Skepticism and postdecision surprise in decision analysis,
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 5ff7c61e-3442-4e4d-874f-4b63478a46ed · outbound
Large-Scale Traffic Signal Control Using a Novel Multi-Agent Reinforcement Learning Stochastic games,
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 8d480387-ef36-4c35-8845-ed726e91073b · outbound
Large-Scale Traffic Signal Control Using a Novel Multi-Agent Reinforcement Learning Markov games as a framework for multi-agent rein- forcement learning,
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d293c8be-9d44-4ce6-af4f-ec41e1881842 · outbound
Large-Scale Traffic Signal Control Using a Novel Multi-Agent Reinforcement Learning Multi-agent reinforce- ment learning for traffic signal control,
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation d22cc704-e909-4aed-9ff8-e6d409aff68b · outbound
Large-Scale Traffic Signal Control Using a Novel Multi-Agent Reinforcement Learning Analyzing and visualizing multiagent rewards in dynamic and stochastic domains,
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 2e592a8c-c3e0-4f92-a23a-95a968294ae2 · outbound
Large-Scale Traffic Signal Control Using a Novel Multi-Agent Reinforcement Learning Multi-agent actor-critic for mixed cooperative-competitive environ- ments,
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 335ca4f3-b591-4bea-a568-577fbdef626b · outbound
Large-Scale Traffic Signal Control Using a Novel Multi-Agent Reinforcement Learning Efficient ridesharing order dispatching with mean field multi-agent reinforcement learning,
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation daa96648-8cf0-452a-b99b-a4f67ed73a2f · outbound
Large-Scale Traffic Signal Control Using a Novel Multi-Agent Reinforcement Learning Convergence of stochastic iterative dynamic programming algorithms,
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation de4f5e7d-33c1-4fec-8fa9-01f542c3a20a · outbound
Large-Scale Traffic Signal Control Using a Novel Multi-Agent Reinforcement Learning A unified analysis of value-function- based reinforcement-learning algorithms,
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 964c8418-0dc4-459e-bf6c-efda623bb842 · outbound
Large-Scale Traffic Signal Control Using a Novel Multi-Agent Reinforcement Learning Adaptive traffic signal control with actor-critic methods in a real-world traffic network with different traffic disruption events,
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d208bf45-36cf-455f-b257-b6c076dd30e5 · outbound
Large-Scale Traffic Signal Control Using a Novel Multi-Agent Reinforcement Learning Multiagent rein- forcement learning for integrated network of adaptive traffic signal controllers (marlin-atsc): methodology and large-scale application on downtown toronto,
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f0c0fdeb-b8d2-43b7-b00c-c5a20bf228e7 · outbound
Large-Scale Traffic Signal Control Using a Novel Multi-Agent Reinforcement Learning Adaptive group-based signal control by reinforcement learning,
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 627abbdb-8de3-4d5e-b3ec-d5ce4826bd65 · outbound
Large-Scale Traffic Signal Control Using a Novel Multi-Agent Reinforcement Learning Cooperative deep reinforcement learning for large-scale traffic grid signal control,
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 16e57bbd-97b8-40c1-a9db-edcc42bb39a8 · outbound
Large-Scale Traffic Signal Control Using a Novel Multi-Agent Reinforcement Learning Large-scale traffic grid signal control with regional reinforcement learning,
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation e9d04554-b067-4850-9738-ed08298f4467 · outbound
Large-Scale Traffic Signal Control Using a Novel Multi-Agent Reinforcement Learning Monaco sumo traffic (most) scenario: A 3d mobility scenario for cooperative its,
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation f373a301-af4c-4aac-bac8-43b72162dd9c · outbound
Large-Scale Traffic Signal Control Using a Novel Multi-Agent Reinforcement Learning Agent-based traffic flow optimization at multiple signalized intersec- tions,
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 18e7ebba-152a-460b-9f76-23547abc2355 · outbound
Large-Scale Traffic Signal Control Using a Novel Multi-Agent Reinforcement Learning OpenAI Gym
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bc7489e9-9b59-449f-8622-65553bed4db4 · outbound
Large-Scale Traffic Signal Control Using a Novel Multi-Agent Reinforcement Learning Sim2real viewpoint invariant visual servoing by recurrent control,
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 7d4ccbfe-874b-4dd7-98d3-c954d9ce3ae6 · outbound
Large-Scale Traffic Signal Control Using a Novel Multi-Agent Reinforcement Learning Feudal networks for hierarchical rein- forcement learning,
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 84a59941-8c86-4cb4-a2b7-dd6bc8de423c · outbound
Large-Scale Traffic Signal Control Using a Novel Multi-Agent Reinforcement Learning Max pressure control of a network of signalized intersec- tions,
Reference 48
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 00ed7121-abb7-4300-b0ff-a4343132512d · outbound
Large-Scale Traffic Signal Control Using a Novel Multi-Agent Reinforcement Learning Distributed traffic signal control using the cell transmission model via the alternating direction method of multipliers,
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
No inbound Pith citation observations are available.