Paper Citation Record · LEDGER

Aggregate in the Advantage, Not the Ratio: A Canonical-Form Analysis of Cooperative Multi-Agent Policy Optimization

As of 10 August 2026, this Paper Citation Record lists 12 of 12 outbound references and 0 inbound Pith citation observations for arXiv:2607.17924.

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

pith.paper-citation-record.v1
2607.17924 v1

Coverage vector

measured 12 of 12 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-01T16:42:04.090374Z

measured 12 of 12 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+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

12 of 12 outbound references displayed

verified exact0
verified fuzzy0
unresolved12
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation dfb80bfe-04ff-4c44-bc48-6d234cb14935 · outbound

This paper cites Is Independent Learning All You Need in the StarCraft Multi-Agent Challenge?.

Aggregate in the Advantage, Not the Ratio: A Canonical-Form Analysis of Cooperative Multi-Agent Policy Optimization Is Independent Learning All You Need in the StarCraft Multi-Agent Challenge?

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-01T16:42:02.462350Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e86fa2a0-4660-40d3-8c4f-a290712c33d6 · outbound

This paper cites Bridging MARL to SARL: An Order-Independent Multi-Agent Transformer via Latent Consensus.

Aggregate in the Advantage, Not the Ratio: A Canonical-Form Analysis of Cooperative Multi-Agent Policy Optimization Bridging MARL to SARL: An Order-Independent Multi-Agent Transformer via Latent Consensus

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-01T16:42:03.341501Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7f9ffecb-a468-438e-b0bc-786abaf1f2c7 · outbound

This paper cites an unresolved cited work.

Aggregate in the Advantage, Not the Ratio: A Canonical-Form Analysis of Cooperative Multi-Agent Policy Optimization Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-01T16:42:03.917531Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3d652191-670e-4ac6-beae-fb61a0474d0f · outbound

This paper cites an unresolved cited work.

Aggregate in the Advantage, Not the Ratio: A Canonical-Form Analysis of Cooperative Multi-Agent Policy Optimization Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-01T16:42:04.090374Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 70fece1c-6a00-458e-a4cf-a8cf22f55e76 · outbound

This paper cites High-Dimensional Continuous Control Using Generalized Advantage Estimation.

Aggregate in the Advantage, Not the Ratio: A Canonical-Form Analysis of Cooperative Multi-Agent Policy Optimization High-Dimensional Continuous Control Using Generalized Advantage Estimation

Reference 1994

Resolution: unresolved; no resolver link, observed 2026-08-01T16:42:03.179272Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 98b8ac4a-bf9b-41ac-bb3d-c29bff3ef3e2 · outbound

This paper cites an unresolved cited work.

Aggregate in the Advantage, Not the Ratio: A Canonical-Form Analysis of Cooperative Multi-Agent Policy Optimization Unresolved cited work

Reference 2011

Resolution: unresolved; no resolver link, observed 2026-08-01T16:42:03.687268Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 28c4cdc4-dd85-4fcf-88e9-e25e415ddba4 · outbound

This paper cites A Comprehensive Survey on Multi-Agent Cooperative Decision-Making: Scenarios, Approaches, Challenges and Perspectives.

Aggregate in the Advantage, Not the Ratio: A Canonical-Form Analysis of Cooperative Multi-Agent Policy Optimization A Comprehensive Survey on Multi-Agent Cooperative Decision-Making: Scenarios, Approaches, Challenges and Perspectives

Reference 2018

Resolution: unresolved; no resolver link, observed 2026-08-01T16:42:02.557564Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a830c2a8-6882-4e8d-9f3e-8dd3eb6a4478 · outbound

This paper cites Sumo–simulation of urban mobility: an overview.

Aggregate in the Advantage, Not the Ratio: A Canonical-Form Analysis of Cooperative Multi-Agent Policy Optimization Sumo–simulation of urban mobility: an overview

Reference 2019

Resolution: unresolved; no resolver link, observed 2026-08-01T16:42:02.386172Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9cdcdc7e-db66-4795-8f60-5af32579eef5 · outbound

This paper cites Markov games as a framework for multi-agent reinforcement learning.

Aggregate in the Advantage, Not the Ratio: A Canonical-Form Analysis of Cooperative Multi-Agent Policy Optimization Markov games as a framework for multi-agent reinforcement learning

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-01T16:42:02.957872Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 647be801-6234-4bea-b8bc-1ab307dcc323 · outbound

This paper cites 13 B.2 Proof of Lemma 2 (multiplicative variance).

Aggregate in the Advantage, Not the Ratio: A Canonical-Form Analysis of Cooperative Multi-Agent Policy Optimization 13 B.2 Proof of Lemma 2 (multiplicative variance)

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-01T16:42:03.520863Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1326ed37-126f-4953-9039-bc2868288590 · outbound

This paper cites Generalized per-agent advantage estimation for multi-agent policy optimization.arXiv preprint arXiv:2603.02654,.

Aggregate in the Advantage, Not the Ratio: A Canonical-Form Analysis of Cooperative Multi-Agent Policy Optimization Generalized per-agent advantage estimation for multi-agent policy optimization.arXiv preprint arXiv:2603.02654,

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-01T16:42:02.678810Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 45d08777-a3d6-49ab-accc-75a350072ee6 · outbound

This paper cites Trust region policy optimisation in multi-agent reinforcement learning.

Aggregate in the Advantage, Not the Ratio: A Canonical-Form Analysis of Cooperative Multi-Agent Policy Optimization Trust region policy optimisation in multi-agent reinforcement learning

Reference 2026

Resolution: unresolved; no resolver link, observed 2026-08-01T16:42:02.792432Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.