Paper Citation Record · LEDGER

When Does Muon Help Agentic Reinforcement Learning?

As of 10 August 2026, this Paper Citation Record lists 22 of 22 outbound references and 0 inbound Pith citation observations for arXiv:2607.16169.

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

pith.paper-citation-record.v1
2607.16169 v4

Coverage vector

measured 22 of 22 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-04T04:19:39.717440Z

measured 22 of 22 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

22 of 22 outbound references displayed

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unresolved22
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a1c2244b-635d-41eb-bdd2-695eb4c5fb18 · outbound

This paper cites InProceedings of the 62nd Annual Meeting of the Association for Computational Linguistics.

When Does Muon Help Agentic Reinforcement Learning? InProceedings of the 62nd Annual Meeting of the Association for Computational Linguistics

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-04T04:19:37.337225Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9ab76eb5-1731-4888-82ef-7badbef85f51 · outbound

This paper cites ArXiv:2602.22817.

When Does Muon Help Agentic Reinforcement Learning? ArXiv:2602.22817

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-04T04:19:37.610753Z

Source-reported events for the cited work

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Observation 480bcf6f-b36b-4529-b349-a8c5530ef28b · outbound

This paper cites MiMuon: Mixed Muon Optimizer with Improved Generalization for Large Models.

When Does Muon Help Agentic Reinforcement Learning? MiMuon: Mixed Muon Optimizer with Improved Generalization for Large Models

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-04T04:19:37.724140Z

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Observation f0a3e926-f1ad-4016-8abd-f1b2aeac5ec5 · outbound

This paper cites SOAP, Muon, and Beyond: Pushing LLM Pretraining Scales.

When Does Muon Help Agentic Reinforcement Learning? SOAP, Muon, and Beyond: Pushing LLM Pretraining Scales

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-04T04:19:37.877565Z

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Observation 945767c7-a8f1-4104-888d-16bc9aaa08bf · outbound

This paper cites Lion, K.; Hübler, F.; Li, B.; Orvieto, A.; and He, N.

When Does Muon Help Agentic Reinforcement Learning? Lion, K.; Hübler, F.; Li, B.; Orvieto, A.; and He, N

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-04T04:19:38.180888Z

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Observation 5360b176-75a2-4f1a-99f7-d08c326dad6e · outbound

This paper cites Muown: Row-Norm Control for Muon Optimization.

When Does Muon Help Agentic Reinforcement Learning? Muown: Row-Norm Control for Muon Optimization

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-04T04:19:38.316139Z

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Observation 31f5b1af-31b0-4aac-9ee3-6833d9bf061e · outbound

This paper cites Optimizer-Model Consistency: Full Finetuning with the Same Optimizer as Pretraining Forgets Less.

When Does Muon Help Agentic Reinforcement Learning? Optimizer-Model Consistency: Full Finetuning with the Same Optimizer as Pretraining Forgets Less

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-04T04:19:38.424519Z

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Observation 53346f2d-09e9-4009-bfcd-963fb0f8f16b · outbound

This paper cites Muon$^2$: Boosting Muon via Adaptive Second-Moment Preconditioning.

When Does Muon Help Agentic Reinforcement Learning? Muon$^2$: Boosting Muon via Adaptive Second-Moment Preconditioning

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-04T04:19:38.514523Z

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Observation d7029920-6001-4cca-a5b5-91c07e9f138a · outbound

This paper cites Meng, Z.; and Chen, K.

When Does Muon Help Agentic Reinforcement Learning? Meng, Z.; and Chen, K

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-04T04:19:38.715893Z

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Observation ddda07d6-d500-4e11-9822-d809b12448e7 · outbound

This paper cites CRAFT: Counterfactual Credit Assignment from Free Sibling Rollouts for Self-Distilled Agentic Reinforcement Learning.

When Does Muon Help Agentic Reinforcement Learning? CRAFT: Counterfactual Credit Assignment from Free Sibling Rollouts for Self-Distilled Agentic Reinforcement Learning

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-04T04:19:38.920308Z

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Observation 9a2e4e88-102b-4c41-97e4-78687ea8ba3b · outbound

This paper cites HTMuon: Improving Muon via Heavy-Tailed Spectral Correction.

When Does Muon Help Agentic Reinforcement Learning? HTMuon: Improving Muon via Heavy-Tailed Spectral Correction

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-04T04:19:39.069342Z

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Observation b1eade41-a668-4039-9b4c-41f2e10aca10 · outbound

This paper cites Qu, X.; Huang, P.; and Horvath, S.

When Does Muon Help Agentic Reinforcement Learning? Qu, X.; Huang, P.; and Horvath, S

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-04T04:19:39.222709Z

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Observation 734d5f15-22eb-4cf3-ab53-819cfdfae2a3 · outbound

This paper cites Can Muon Fine-tune Adam-Pretrained Models?.

When Does Muon Help Agentic Reinforcement Learning? Can Muon Fine-tune Adam-Pretrained Models?

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-04T04:19:39.354599Z

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Observation cffaf9cb-68a8-49bc-8848-b2a9d3007c82 · outbound

This paper cites EnvRL: Learn from Environment Dynamics in Agentic Reinforcement Learning.

When Does Muon Help Agentic Reinforcement Learning? EnvRL: Learn from Environment Dynamics in Agentic Reinforcement Learning

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-04T04:19:39.533735Z

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Observation 7240a8e5-bb55-401b-8e5d-251fa0ed7eac · outbound

This paper cites Semantic Consistency Policy Optimization for Reinforcement Learning of LLM Agents.

When Does Muon Help Agentic Reinforcement Learning? Semantic Consistency Policy Optimization for Reinforcement Learning of LLM Agents

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-04T04:19:39.560422Z

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Observation 9c92c0b1-3975-449c-ad1e-73d115cea13c · outbound

This paper cites StraTA: Incentivizing Agentic Reinforcement Learning with Strategic Trajectory Abstraction.

When Does Muon Help Agentic Reinforcement Learning? StraTA: Incentivizing Agentic Reinforcement Learning with Strategic Trajectory Abstraction

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-04T04:19:39.591203Z

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Observation 1da60b44-fa0d-46f8-af08-cc2b65a7413e · outbound

This paper cites Qwen2.5 Technical Report.

When Does Muon Help Agentic Reinforcement Learning? Qwen2.5 Technical Report

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-04T04:19:39.628532Z

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Observation a8fccb79-8244-48ba-b63a-72a5f0c9bda9 · outbound

This paper cites DAPO: An Open-Source LLM Reinforcement Learning System at Scale.

When Does Muon Help Agentic Reinforcement Learning? DAPO: An Open-Source LLM Reinforcement Learning System at Scale

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-04T04:19:39.663587Z

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Observation e22bd75c-120a-4213-9c03-f5f540262eab · outbound

This paper cites AMO: Adaptive Muon Orthogonalization.

When Does Muon Help Agentic Reinforcement Learning? AMO: Adaptive Muon Orthogonalization

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-04T04:19:39.717440Z

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Observation 9f85e988-4666-48a2-8404-79b41df5d528 · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

When Does Muon Help Agentic Reinforcement Learning? DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-04T04:19:39.483270Z

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Observation 19c581b5-bdb8-4dea-8192-c779640ef290 · outbound

This paper cites Kimi K2: Open Agentic Intelligence.

When Does Muon Help Agentic Reinforcement Learning? Kimi K2: Open Agentic Intelligence

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-04T04:19:38.028406Z

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Observation bbe6a394-062b-4864-a496-6a5b3836f254 · outbound

This paper cites Rethinking Muon Beyond Pretraining: Spectral Failures and High-Pass Remedies for VLA and RLVR.

When Does Muon Help Agentic Reinforcement Learning? Rethinking Muon Beyond Pretraining: Spectral Failures and High-Pass Remedies for VLA and RLVR

Reference 2026

Resolution: unresolved; no resolver link, observed 2026-08-04T04:19:37.465048Z

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Pith citing papers

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