Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T17:00:37.130390Z
Paper Citation Record · LEDGER
As of 20 August 2026, this Paper Citation Record lists 35 of 35 outbound references and 0 inbound Pith citation observations for arXiv:2508.18610.
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 2026-08-15T17:00:37.130390Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
35 of 35 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation a1ccb0fa-313c-4560-bab7-dbb515f52a75 · outbound
Scalable Fairness Shaping with LLM-Guided Multi-Agent Reinforcement Learning for Peer-to-Peer Electricity Markets Peer -to-peer energy systems for connected communities: A review of recent advances and emerging challenges,
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 204935dc-1f74-49c8-8eb5-340898594380 · outbound
Scalable Fairness Shaping with LLM-Guided Multi-Agent Reinforcement Learning for Peer-to-Peer Electricity Markets Hierarchical Hybrid Multi -Agent Deep Reinforcement Learning for Peer -to-Peer Energy Trading Among Multiple Heterogeneous Microgrids,
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 54abf9cd-01b5-4218-bb96-05a252d680f0 · outbound
Scalable Fairness Shaping with LLM-Guided Multi-Agent Reinforcement Learning for Peer-to-Peer Electricity Markets A dynamic internal trading price strategy for networked microgrids: A deep reinforcement learning-based game-theoretic approach,
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 56bd2882-ae5b-40cb-abb6-b5d2063d58c2 · outbound
Scalable Fairness Shaping with LLM-Guided Multi-Agent Reinforcement Learning for Peer-to-Peer Electricity Markets A deep reinforcement learning -based bidding strategy for participants in a peer-to-peer energy trading scenario,
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0a21755a-9454-48f6-a267-7c6ad3009da7 · outbound
Scalable Fairness Shaping with LLM-Guided Multi-Agent Reinforcement Learning for Peer-to-Peer Electricity Markets Federated reinforcement learning for smart building joint peer-to-peer energy and carbon allowance trading,
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7cf12dec-347f-4ba6-8d00-5a7bcec03f77 · outbound
Scalable Fairness Shaping with LLM-Guided Multi-Agent Reinforcement Learning for Peer-to-Peer Electricity Markets A critical review of safe reinforcement learning strategies in power and energy systems,
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 20a256e2-290e-41d6-aec1-e3be9744f1da · outbound
Scalable Fairness Shaping with LLM-Guided Multi-Agent Reinforcement Learning for Peer-to-Peer Electricity Markets Market Mechanisms for Local Electricity Markets: A review of models, solution concepts and algorithmic techniques,
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation edaba129-e507-4096-a910-a5b0cfcc9523 · outbound
Scalable Fairness Shaping with LLM-Guided Multi-Agent Reinforcement Learning for Peer-to-Peer Electricity Markets Designing microgrid energy markets: A case study: The Brooklyn Microgrid,
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 2d6824a8-69dd-4d58-a2af-b3798f85ebd7 · outbound
Scalable Fairness Shaping with LLM-Guided Multi-Agent Reinforcement Learning for Peer-to-Peer Electricity Markets Peer-to-Peer Energy Trading of Solar and Energy Storage: A Networked Multiagent Reinforcement Learning Approach
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 3b8f72a1-f403-4b0c-b4f1-ef1b23856cef · outbound
Scalable Fairness Shaping with LLM-Guided Multi-Agent Reinforcement Learning for Peer-to-Peer Electricity Markets Comparative analysis of auction mechanisms and bidding strategies for peer-to-peer solar transactive energy markets,
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 067d4c9e-6ae6-44e1-a74c-cd328a58ab68 · outbound
Scalable Fairness Shaping with LLM-Guided Multi-Agent Reinforcement Learning for Peer-to-Peer Electricity Markets Framework design and optimal bidding strategy for ancillary service provision from a peer -to-peer energy trading community,
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation c874e32c-d086-4516-b8b4-488efb1f32b7 · outbound
Scalable Fairness Shaping with LLM-Guided Multi-Agent Reinforcement Learning for Peer-to-Peer Electricity Markets Energy Peer -to-Peer Trading in Virtual Microgrids in Smart Grids: A Game-Theoretic Approach,
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 439893d6-f143-4540-9d33-5d066e142fc8 · outbound
Scalable Fairness Shaping with LLM-Guided Multi-Agent Reinforcement Learning for Peer-to-Peer Electricity Markets State-of-the-Art Analysis and Perspectives for Peer- to-Peer Energy Trading,
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation e248fd11-a531-4eb6-ad3b-f818505427a5 · outbound
Scalable Fairness Shaping with LLM-Guided Multi-Agent Reinforcement Learning for Peer-to-Peer Electricity Markets Reinforcement Learning Enabled Peer -to-Peer Energy Trading for Dairy Farms,
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 157ee8e7-cae2-46be-874f-1fde53dcb595 · outbound
Scalable Fairness Shaping with LLM-Guided Multi-Agent Reinforcement Learning for Peer-to-Peer Electricity Markets Designing fairness in autonomous peer -to-peer energy trading,
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation f7e369af-19ac-4fa4-8412-e9ec40c27a61 · outbound
Scalable Fairness Shaping with LLM-Guided Multi-Agent Reinforcement Learning for Peer-to-Peer Electricity Markets Distributionally Fair Peer-to-Peer Electricity Trading
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation f126901f-3e78-441a-b1d0-3353687ef935 · outbound
Scalable Fairness Shaping with LLM-Guided Multi-Agent Reinforcement Learning for Peer-to-Peer Electricity Markets A Peer -to-Peer Energy Trading Model for Optimizing Both Efficiency and Fairness,
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation a3a3bd13-86ef-4648-b0f5-70dc40e089a2 · outbound
Scalable Fairness Shaping with LLM-Guided Multi-Agent Reinforcement Learning for Peer-to-Peer Electricity Markets Federated Reinforcement Learning for Energy Management of Multiple Smart Homes With Distributed Energy Resources,
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation f8929653-e290-42a6-b999-8b4553767e40 · outbound
Scalable Fairness Shaping with LLM-Guided Multi-Agent Reinforcement Learning for Peer-to-Peer Electricity Markets Multi-Residential Energy Scheduling Under Time-of-Use and Demand Charge Tariffs With Federated Reinforcement Learning,
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 272a95fe-34c0-4275-b1a4-4981f42d6979 · outbound
Scalable Fairness Shaping with LLM-Guided Multi-Agent Reinforcement Learning for Peer-to-Peer Electricity Markets Multi-agent reinforcement learning for optimal energy trading and scheduling in integrated electricity and heating networks,
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 77bbd8c8-62b7-4562-b082-99eda8c2afba · outbound
Scalable Fairness Shaping with LLM-Guided Multi-Agent Reinforcement Learning for Peer-to-Peer Electricity Markets Equity -aware peer -to-peer trading with constrained Markov games,
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fedc67d2-0ac1-4a25-9d87-6bd305c17679 · outbound
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 20c43c12-a653-4d82-9f61-3629208b47a8 · outbound
Scalable Fairness Shaping with LLM-Guided Multi-Agent Reinforcement Learning for Peer-to-Peer Electricity Markets Electricity market design for the prosumer era,
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 370dd987-9443-48d2-9d4c-f137bae3a85a · outbound
Scalable Fairness Shaping with LLM-Guided Multi-Agent Reinforcement Learning for Peer-to-Peer Electricity Markets Peer -to-peer and community-based markets: A comprehensive review,
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 306052b6-7511-45e0-ad39-2cf0d1c07450 · outbound
Scalable Fairness Shaping with LLM-Guided Multi-Agent Reinforcement Learning for Peer-to-Peer Electricity Markets Peer-to-peer energy trading: A review of the literature,
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation e3849424-b25b-4657-948a-173ff0226114 · outbound
Scalable Fairness Shaping with LLM-Guided Multi-Agent Reinforcement Learning for Peer-to-Peer Electricity Markets Using peer-to-peer energy-trading platforms to incentivize prosumers to form federated power plants,
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation f72cb1ad-c894-4d82-b571-dd761d39cff8 · outbound
Scalable Fairness Shaping with LLM-Guided Multi-Agent Reinforcement Learning for Peer-to-Peer Electricity Markets Federated reinforcement learning for decentralized peer-to-peer energy trading,
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 33285091-e77e-4628-a635-d5e1771892f6 · outbound
Scalable Fairness Shaping with LLM-Guided Multi-Agent Reinforcement Learning for Peer-to-Peer Electricity Markets Multi -Agent Reinforcement Learning for Automated Peer-to-Peer Energy Trading in Double-Side Auction Market,
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 965dfb19-bdfb-4f6a-ade6-147358f4dd1c · outbound
Scalable Fairness Shaping with LLM-Guided Multi-Agent Reinforcement Learning for Peer-to-Peer Electricity Markets Probabilistic forecasting of photovoltaic generation: An efficient statistical approach,
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation c32b76a5-4e11-45fa-a18b-bb7f0a71d5ad · outbound
Scalable Fairness Shaping with LLM-Guided Multi-Agent Reinforcement Learning for Peer-to-Peer Electricity Markets Forecasting spot electricity prices: Deep learning approaches and empirical comparison of traditional algorithms,
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation df20218f-b1a7-4b16-bded-b95c08c666a5 · outbound
Scalable Fairness Shaping with LLM-Guided Multi-Agent Reinforcement Learning for Peer-to-Peer Electricity Markets A game -theoretic approach to energy trading in the smart grid,
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation a6f00c01-1edf-449c-aa84-b117028c9718 · outbound
Scalable Fairness Shaping with LLM-Guided Multi-Agent Reinforcement Learning for Peer-to-Peer Electricity Markets Overview of current development in electrical energy storage technologies and the application potential in power system operation,
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 17774f85-89e2-4776-847f-15f575d364c8 · outbound
Scalable Fairness Shaping with LLM-Guided Multi-Agent Reinforcement Learning for Peer-to-Peer Electricity Markets Peer -to-peer electricity market analysis: From variational to generalized Nash equilibrium,
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation bef992c7-2a9d-4b3d-9b3f-6e7261fe1d74 · outbound
Scalable Fairness Shaping with LLM-Guided Multi-Agent Reinforcement Learning for Peer-to-Peer Electricity Markets Proximal Policy Optimization Algorithms
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a18736ef-15c6-4a7f-9f75-0769bab83859 · outbound
Scalable Fairness Shaping with LLM-Guided Multi-Agent Reinforcement Learning for Peer-to-Peer Electricity Markets Trading strategy optimization for a prosumer in continuous double auction-based peer-to-peer market: A prediction-integration model,
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
No inbound Pith citation observations are available.