Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-20T13:10:14.001670Z
Paper Citation Record · LEDGER
AMO: Adaptive Muon Orthogonalization
As of 22 August 2026, this Paper Citation Record lists 75 of 75 outbound references and 2 inbound Pith citation observations for arXiv:2605.17806.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-04T04:19:39.717440Z
A source-named dated measurement, never combined with another source.
Source: cited_works
Reference resolution
75 of 75 outbound references displayed
- verified exact0
- verified fuzzy66
- unresolved9
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation f66dd17e-8c1a-47f9-a6a8-cc3cc1229983 · outbound
This paper cites Dion: Distributed orthonormalized updates.
AMO: Adaptive Muon Orthogonalization Dion: Distributed orthonormalized updates
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T13:13:29.057654Z
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.
Observation 7de508b3-4b24-4a94-84c6-03e345a7662c · outbound
This paper cites an unresolved cited work.
AMO: Adaptive Muon Orthogonalization Unresolved cited work
Reference 2
- Resolution
- unresolved
- raw_fallback, observed 2026-05-20T13:13:29.055734Z
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.
Observation cd2f222f-7781-4f96-8fa7-b41e0c1101f3 · outbound
This paper cites Llama 3 model card.
AMO: Adaptive Muon Orthogonalization Llama 3 model card
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T13:13:29.025124Z
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.
Observation 2327240a-a125-4bd0-9ffd-585a5ec5989b · outbound
This paper cites GQA: Training generalized multi-query transformer models from multi-head checkpoints.
AMO: Adaptive Muon Orthogonalization GQA: Training generalized multi-query transformer models from multi-head checkpoints
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T13:13:29.045131Z
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.
Observation f4187e38-761a-4f4b-b227-284abe9e0af7 · outbound
This paper cites an unresolved cited work.
AMO: Adaptive Muon Orthogonalization Unresolved cited work
Reference 5
- Resolution
- unresolved
- raw_fallback, observed 2026-05-20T13:13:29.046264Z
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.
Observation 293cf173-611e-4a68-95e4-401e6dc9df54 · outbound
This paper cites ASGO: Adaptive structured gradient optimization.
AMO: Adaptive Muon Orthogonalization ASGO: Adaptive structured gradient optimization
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T13:13:29.090813Z
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.
Observation 9cc78b0b-266b-453e-a884-6d68bbd64a8a · outbound
This paper cites Perplexed by perplexity: Perplexity-based data pruning with small reference models.
AMO: Adaptive Muon Orthogonalization Perplexed by perplexity: Perplexity-based data pruning with small reference models
Reference 7
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T13:13:29.001819Z
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.
Observation 17858284-bb59-4de2-a05f-60dfc0fc97b9 · outbound
This paper cites Efficient pretraining data selection for language models via multi-actor collaboration.
AMO: Adaptive Muon Orthogonalization Efficient pretraining data selection for language models via multi-actor collaboration
Reference 8
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T13:13:29.079367Z
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.
Observation 14c60cad-02eb-4df7-9af2-fe6149e86726 · outbound
This paper cites Piqa: Reasoning about physical commonsense in natural language.
AMO: Adaptive Muon Orthogonalization Piqa: Reasoning about physical commonsense in natural language
Reference 9
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T13:13:29.073272Z
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.
Observation 6912005f-adb1-4064-8423-e6ee571a6fb6 · outbound
This paper cites Turbo-muon: Accelerating orthogonality-based optimization with pre-conditioning.
AMO: Adaptive Muon Orthogonalization Turbo-muon: Accelerating orthogonality-based optimization with pre-conditioning
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T13:13:29.042621Z
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.
Observation 3c193ee9-4eee-4fce-a1c1-c5cec32228bf · outbound
This paper cites Calian, Gregory Farquhar, Iurii Kemaev, Luisa Zintgraf, Matteo Hessel, Jeremy Shar, Junhyuk Oh, András György, Tom Schaul, Jeff Dean, Hado van Hasselt, and David Silver.
AMO: Adaptive Muon Orthogonalization Calian, Gregory Farquhar, Iurii Kemaev, Luisa Zintgraf, Matteo Hessel, Jeremy Shar, Junhyuk Oh, András György, Tom Schaul, Jeff Dean, Hado van Hasselt, and David Silver
Reference 11
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T13:13:29.043364Z
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.
Observation 1b0e4bd3-21cc-4ed5-8a00-ecf589c10ff8 · outbound
This paper cites Think you have solved question answering? try arc, the ai2 reasoning challenge.
AMO: Adaptive Muon Orthogonalization Think you have solved question answering? try arc, the ai2 reasoning challenge
Reference 12
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T13:13:29.029212Z
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.
Observation 5f9c1ee0-37ee-4f26-b605-c2d93d638357 · outbound
This paper cites Flashattention-2: Faster attention with better parallelism and work partitioning.
AMO: Adaptive Muon Orthogonalization Flashattention-2: Faster attention with better parallelism and work partitioning
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T13:13:29.037076Z
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.
Observation 1f1f871b-c095-4f82-b6c2-d759688736b6 · outbound
This paper cites Deepseek-v4: Towards highly efficient million-token context intelligence.
AMO: Adaptive Muon Orthogonalization Deepseek-v4: Towards highly efficient million-token context intelligence
Reference 14
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T13:13:28.983591Z
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.
Observation 26af7492-1c60-4f18-92e8-7548775fa1a5 · outbound
This paper cites DsDm: Model-aware dataset selection with datamodels.
AMO: Adaptive Muon Orthogonalization DsDm: Model-aware dataset selection with datamodels
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T13:13:29.110326Z
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.
Observation 9f0b7478-dc43-4ac1-9af9-501731c84325 · outbound
This paper cites What really matters in matrix-whitening optimizers?.
AMO: Adaptive Muon Orthogonalization What really matters in matrix-whitening optimizers?
Reference 16
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T13:13:29.087560Z
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.
Observation 303a8914-3c92-4c26-9de9-bcb43450ba04 · outbound
This paper cites The language model evaluation harness, 07 2024.
AMO: Adaptive Muon Orthogonalization The language model evaluation harness, 07 2024
Reference 17
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T13:13:29.099124Z
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.
Observation 9b1ddce9-3ea3-4385-820f-d3ce4d79a0ae · outbound
This paper cites Glm-5: from vibe coding to agentic engineering.
AMO: Adaptive Muon Orthogonalization Glm-5: from vibe coding to agentic engineering
Reference 18
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T13:13:29.095871Z
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.
Observation 6d7923ba-a472-47a0-a320-b7d8a7c44509 · outbound
This paper cites Accelerating newton-schulz iteration for orthogonalization via chebyshev-type polynomials.
AMO: Adaptive Muon Orthogonalization Accelerating newton-schulz iteration for orthogonalization via chebyshev-type polynomials
Reference 19
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T13:13:29.076899Z
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.
Observation d74118e9-a32c-43a0-9a86-f82756398814 · outbound
This paper cites Drop-muon: Update less, converge faster.
AMO: Adaptive Muon Orthogonalization Drop-muon: Update less, converge faster
Reference 20
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T13:13:29.098305Z
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.
Observation 4e285ad1-925c-4425-a43b-1a5a8640586f · outbound
This paper cites Data selection via optimal control for language models.
AMO: Adaptive Muon Orthogonalization Data selection via optimal control for language models
Reference 21
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T13:13:29.103020Z
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.
Observation 7d12e7df-fc38-4353-9436-2cf8b32c6a3a · outbound
This paper cites Root: Robust orthogonalized optimizer for neural network training.
AMO: Adaptive Muon Orthogonalization Root: Robust orthogonalized optimizer for neural network training
Reference 22
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T13:13:29.104983Z
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.
Observation df0440fd-5863-4774-9c8d-965e85c32a5b · outbound
This paper cites Measuring massive multitask language understanding.
AMO: Adaptive Muon Orthogonalization Measuring massive multitask language understanding
Reference 23
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T13:13:29.000729Z
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.
Observation 26c375ce-72d5-4729-8c65-044dff308ac3 · outbound
This paper cites Rae, Oriol Vinyals, and Laurent Sifre.
AMO: Adaptive Muon Orthogonalization Rae, Oriol Vinyals, and Laurent Sifre
Reference 24
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T13:13:28.988036Z
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.
Observation 45cdd622-534b-407f-8fb0-d16447d57911 · outbound
This paper cites Datamodels: Predicting predictions from training data.
AMO: Adaptive Muon Orthogonalization Datamodels: Predicting predictions from training data
Reference 25
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T13:13:29.005502Z
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.
Observation 928efab7-d208-4276-84db-5c8f19300e3b · outbound
This paper cites Muon: An optimizer for hidden layers in neural networks.
AMO: Adaptive Muon Orthogonalization Muon: An optimizer for hidden layers in neural networks
Reference 26
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T13:13:29.057878Z
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.
Observation 752d7af3-5d21-48ee-b1cc-e3e273d8eddf · outbound
This paper cites Muonbp: Faster muon via block-periodic orthogonalization.
AMO: Adaptive Muon Orthogonalization Muonbp: Faster muon via block-periodic orthogonalization
Reference 27
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T13:13:29.078714Z
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.
Observation 67b3f2dc-b9f7-4a90-b458-7bccbec01fcd · outbound
This paper cites Kingma and Jimmy Ba.
AMO: Adaptive Muon Orthogonalization Kingma and Jimmy Ba
Reference 28
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T13:13:29.102815Z
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.
Observation 5ba43b4b-3b4e-4655-8890-f5f20f542d92 · outbound
This paper cites RACE: Large-scale ReAding comprehension dataset from examinations.
AMO: Adaptive Muon Orthogonalization RACE: Large-scale ReAding comprehension dataset from examinations
Reference 29
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T13:13:29.106607Z
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.
Observation a872b7c0-4c34-433f-8d5c-02063e619cb6 · outbound
This paper cites Normuon: Making muon more efficient and scalable.
AMO: Adaptive Muon Orthogonalization Normuon: Making muon more efficient and scalable
Reference 30
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T13:13:29.044387Z
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.
Observation 17a21048-1efe-485d-81a9-93a5c42d075c · outbound
This paper cites Sophia: A scalable stochastic second-order optimizer for language model pre-training.
AMO: Adaptive Muon Orthogonalization Sophia: A scalable stochastic second-order optimizer for language model pre-training
Reference 31
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T13:13:29.048897Z
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.
Observation 4846a463-3b63-4584-84ee-0519d44b84bf · outbound
This paper cites Muon is scalable for llm training.
AMO: Adaptive Muon Orthogonalization Muon is scalable for llm training
Reference 32
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T13:13:29.076912Z
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.
Observation 6c544fbd-ca59-4acb-b67c-178d69441b74 · outbound
This paper cites Cosmos: A hybrid adaptive optimizer for memory-efficient training of llms.
AMO: Adaptive Muon Orthogonalization Cosmos: A hybrid adaptive optimizer for memory-efficient training of llms
Reference 33
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T13:13:29.031244Z
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.
Observation 349ff9e1-7d05-4754-a89e-7fc3678df575 · outbound
This paper cites Decoupled weight decay regularization.
AMO: Adaptive Muon Orthogonalization Decoupled weight decay regularization
Reference 34
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T13:13:29.094784Z
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.
Observation 5a775d65-01cb-40f2-af99-0e727b0c9aef · outbound
This paper cites How learning rate decay wastes your best data in curriculum-based LLM pretraining.
AMO: Adaptive Muon Orthogonalization How learning rate decay wastes your best data in curriculum-based LLM pretraining
Reference 35
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T13:13:29.054556Z
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.
Observation 7f2f45d0-941b-45cd-a731-d66bd2a40835 · outbound
This paper cites Can a suit of armor conduct electricity? a new dataset for open book question answering.
AMO: Adaptive Muon Orthogonalization Can a suit of armor conduct electricity? a new dataset for open book question answering
Reference 36
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T13:13:29.059783Z
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.
Observation 5124ac76-df99-4306-8f1c-b8cd61ea5d0d · outbound
This paper cites Prodigy: An expeditiously adaptive parameter-free learner.
AMO: Adaptive Muon Orthogonalization Prodigy: An expeditiously adaptive parameter-free learner
Reference 37
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T13:13:29.074747Z
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.
Observation 26c5c09e-b16c-406d-855c-aa41ff1ef6b7 · outbound
This paper cites an unresolved cited work.
AMO: Adaptive Muon Orthogonalization Unresolved cited work
Reference 38
- Resolution
- unresolved
- raw_fallback, observed 2026-05-20T13:13:29.085741Z
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.
Observation 68cf6166-53a3-4777-9a21-bf5ffc212785 · outbound
This paper cites The fineweb datasets: Decanting the web for the finest text data at scale.
AMO: Adaptive Muon Orthogonalization The fineweb datasets: Decanting the web for the finest text data at scale
Reference 39
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T13:13:29.062415Z
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.
Observation 2e174cb5-81d0-4c0b-a6c6-89577e70f332 · outbound
This paper cites Winogrande: An adversarial winograd schema challenge at scale.
AMO: Adaptive Muon Orthogonalization Winogrande: An adversarial winograd schema challenge at scale
Reference 40
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T13:13:29.066580Z
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.
Observation 20a47ee9-9cdd-4043-b2fb-6f62c90659d5 · outbound
This paper cites Glu variants improve transformer.
AMO: Adaptive Muon Orthogonalization Glu variants improve transformer
Reference 41
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T13:13:28.962923Z
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.
Observation 47bccd3e-146d-4a82-a798-38ff1ff9c787 · outbound
This paper cites Predictive data selection: The data that predicts is the data that teaches.
AMO: Adaptive Muon Orthogonalization Predictive data selection: The data that predicts is the data that teaches
Reference 42
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T13:13:29.091152Z
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.
Observation 31a29616-48a6-4659-91b4-f0a920aaddeb · outbound
This paper cites Adamuon: Adaptive muon optimizer.
AMO: Adaptive Muon Orthogonalization Adamuon: Adaptive muon optimizer
Reference 43
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T13:13:29.034840Z
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.
Observation 7eaa2468-9ec1-409f-a57b-a00842991004 · outbound
This paper cites CommonsenseQA: A question answering challenge targeting commonsense knowledge.
AMO: Adaptive Muon Orthogonalization CommonsenseQA: A question answering challenge targeting commonsense knowledge
Reference 44
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T13:13:29.072809Z
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.
Observation c290401f-d680-46f9-8e6b-eea5a62946ae · outbound
This paper cites ADOPT: Modified adam can converge with any $\beta_2$ with the optimal rate.
AMO: Adaptive Muon Orthogonalization ADOPT: Modified adam can converge with any $\beta_2$ with the optimal rate
Reference 45
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T13:13:29.060244Z
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.
Observation 832f53ad-c87d-428a-b1ce-81d394745fa5 · outbound
This paper cites Kimi k2: Open agentic intelligence.
AMO: Adaptive Muon Orthogonalization Kimi k2: Open agentic intelligence
Reference 46
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T13:13:29.100671Z
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.
Observation 646d35df-98fb-41f7-8c15-4f3dd8f9b4b6 · outbound
This paper cites an unresolved cited work.
AMO: Adaptive Muon Orthogonalization Unresolved cited work
Reference 47
- Resolution
- unresolved
- raw_fallback, observed 2026-05-20T13:13:29.035019Z
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.
Observation 57983c81-04f5-4203-b87c-18ce807f63fd · outbound
This paper cites an unresolved cited work.
AMO: Adaptive Muon Orthogonalization Unresolved cited work
Reference 48
- Resolution
- unresolved
- raw_fallback, observed 2026-05-20T13:13:29.080339Z
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.
Observation 11c86f75-6130-4d8b-a1ab-de9a4159a97d · outbound
This paper cites an unresolved cited work.
AMO: Adaptive Muon Orthogonalization Unresolved cited work
Reference 49
- Resolution
- unresolved
- raw_fallback, observed 2026-05-20T13:13:29.064444Z
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.
Observation 90aab9ad-8e0e-4443-8809-15a9c874f159 · outbound
This paper cites Mmlu-pro: A more robust and challenging multi-task language understanding benchmark.
AMO: Adaptive Muon Orthogonalization Mmlu-pro: A more robust and challenging multi-task language understanding benchmark
Reference 50
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T13:13:29.052307Z
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.
Observation 59bcf92e-700b-4100-a04c-4f3a0b107f83 · outbound
This paper cites Liu, and Matt Gardner.
AMO: Adaptive Muon Orthogonalization Liu, and Matt Gardner
Reference 51
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T13:13:29.104670Z
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.
Observation f06343a5-6fa6-4825-988a-fc26a6d92e52 · outbound
This paper cites Fantastic pretraining optimizers and where to find them.
AMO: Adaptive Muon Orthogonalization Fantastic pretraining optimizers and where to find them
Reference 52
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T13:13:29.050879Z
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.
Observation 48cce87e-26e6-4b92-9eb7-d7a93b74999b · outbound
This paper cites Qurating: Selecting high- quality data for training language models.
AMO: Adaptive Muon Orthogonalization Qurating: Selecting high- quality data for training language models
Reference 53
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T13:13:29.011502Z
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.
Observation 3498cd93-5573-4832-bdae-3fc695fbc0af · outbound
This paper cites Organize the web: Constructing domains enhances pre-training data curation.
AMO: Adaptive Muon Orthogonalization Organize the web: Constructing domains enhances pre-training data curation
Reference 54
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T13:13:29.088441Z
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.
Observation ea2078e6-671b-4f49-a29d-1294177efaaf · outbound
This paper cites Data selection for language models via importance resampling.
AMO: Adaptive Muon Orthogonalization Data selection for language models via importance resampling
Reference 55
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T13:13:29.013005Z
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.
Observation 229d53d1-02a7-4401-9ccb-844dfd4c2c72 · outbound
This paper cites Adan: Adaptive nesterov momentum algorithm for faster optimizing deep models.IEEE Transactions on Pattern Analysis and Machine Intelligence, 46(12):9508–9520.
AMO: Adaptive Muon Orthogonalization Adan: Adaptive nesterov momentum algorithm for faster optimizing deep models.IEEE Transactions on Pattern Analysis and Machine Intelligence, 46(12):9508–9520
Reference 56
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T13:13:29.054136Z
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.
Observation 0afed93a-bbb2-4306-a76a-c175785d16b1 · outbound
This paper cites Qwen3 technical report.
AMO: Adaptive Muon Orthogonalization Qwen3 technical report
Reference 57
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T13:13:28.981622Z
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.
Observation e1334df9-1ffa-49f9-8af9-baefc677e973 · outbound
This paper cites Benjamin Erichson, and Michael W.
AMO: Adaptive Muon Orthogonalization Benjamin Erichson, and Michael W
Reference 58
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T13:13:29.114455Z
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.
Observation 3b289c5f-ad5f-4707-b3ea-b5ba517ea492 · outbound
This paper cites MATES: Model-aware data selection for efficient pretraining with data influence models.
AMO: Adaptive Muon Orthogonalization MATES: Model-aware data selection for efficient pretraining with data influence models
Reference 59
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T13:13:29.112598Z
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.
Observation ed4ba3c4-fdce-4491-9c66-137b712d2999 · outbound
This paper cites MARS: Unleashing the power of variance reduction for training large models.
AMO: Adaptive Muon Orthogonalization MARS: Unleashing the power of variance reduction for training large models
Reference 60
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T13:13:29.108518Z
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.
Observation 74736359-5397-4520-8dfe-ed4f6b53be16 · outbound
This paper cites an unresolved cited work.
AMO: Adaptive Muon Orthogonalization Unresolved cited work
Reference 61
- Resolution
- unresolved
- raw_fallback, observed 2026-05-20T13:13:29.106765Z
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.
Observation 94736dd7-a16d-4245-8379-686db3be7e31 · outbound
This paper cites Root mean square layer normalization.
AMO: Adaptive Muon Orthogonalization Root mean square layer normalization
Reference 62
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T13:13:29.067388Z
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.
Observation d9321ca5-1e94-42ea-bd23-e20cb7e4fceb · outbound
This paper cites Harnessing diversity for important data selection in pretraining large language models.
AMO: Adaptive Muon Orthogonalization Harnessing diversity for important data selection in pretraining large language models
Reference 63
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T13:13:29.064984Z
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.
Observation 87686c74-8c3d-491d-88fe-96ecec5bfa2b · outbound
This paper cites Gram newton-schulz.
AMO: Adaptive Muon Orthogonalization Gram newton-schulz
Reference 64
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T13:13:29.061528Z
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.
Observation 0b443299-6641-4a1e-9a10-a30008e1017a · outbound
This paper cites Adagrad meets muon: Adaptive stepsizes for orthogonal updates.
AMO: Adaptive Muon Orthogonalization Adagrad meets muon: Adaptive stepsizes for orthogonal updates
Reference 65
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T13:13:29.083977Z
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.
Observation 922d1b69-16f3-41cf-9ec5-13c185e24d3b · outbound
This paper cites Why transformers need adam: A hessian perspective.
AMO: Adaptive Muon Orthogonalization Why transformers need adam: A hessian perspective
Reference 66
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T13:13:29.039279Z
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.
Observation 189af959-a40a-4f28-b9f9-d918824c4d1c · outbound
This paper cites Adam-mini: Use fewer learning rates to gain more.
AMO: Adaptive Muon Orthogonalization Adam-mini: Use fewer learning rates to gain more
Reference 67
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T13:13:28.989720Z
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.
Observation 17f02308-b38f-432c-bd84-88b6ced3b5c4 · outbound
This paper cites an unresolved cited work.
AMO: Adaptive Muon Orthogonalization Unresolved cited work
Reference 68
- Resolution
- unresolved
- raw_fallback, observed 2026-05-20T13:13:29.029027Z
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.
Observation d347796b-047e-461e-b02a-b965f1a445ee · outbound
This paper cites AGIEval: A human-centric benchmark for evaluating foundation models.
AMO: Adaptive Muon Orthogonalization AGIEval: A human-centric benchmark for evaluating foundation models
Reference 69
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T13:13:29.069196Z
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.
Observation 59be0100-5501-4f29-a341-aa09b544c574 · outbound
This paper cites an unresolved cited work.
AMO: Adaptive Muon Orthogonalization Unresolved cited work
Reference 70
- Resolution
- unresolved
- raw_fallback, observed 2026-05-20T13:13:29.050410Z
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.
Observation a7661c3c-a495-4971-981b-e0633195501d · outbound
This paper cites How to set the learning rate for large-scale pre-training?.
AMO: Adaptive Muon Orthogonalization How to set the learning rate for large-scale pre-training?
Reference 71
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T13:13:29.070926Z
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.
Observation e425d6fd-1b85-46b9-b350-9133d417ed12 · outbound
This paper cites Meta-rater: A multi-dimensional data selection method for pre-training language models.
AMO: Adaptive Muon Orthogonalization Meta-rater: A multi-dimensional data selection method for pre-training language models
Reference 72
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T13:13:29.041309Z
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.
Observation 44993881-b488-4cf9-a536-3d590ced2449 · outbound
This paper cites 16 A.2 Optimality Analysis.
AMO: Adaptive Muon Orthogonalization 16 A.2 Optimality Analysis
Reference 73
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T13:13:29.081440Z
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.
Observation e4b5434c-97e6-4e11-ba1b-4804679e6cfa · outbound
This paper cites Muon optimizer.Muon [ 26] is a recently proposed optimizer designed for the hidden-layer param- eters of neural networks.
AMO: Adaptive Muon Orthogonalization Muon optimizer.Muon [ 26] is a recently proposed optimizer designed for the hidden-layer param- eters of neural networks
Reference 74
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T13:13:29.101222Z
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.
Observation ccf2decc-9ff3-4e56-a80b-be9c7dc5e2e5 · outbound
This paper cites Complementing instance-level methods, several approaches addresscorpus-level diversity.
AMO: Adaptive Muon Orthogonalization Complementing instance-level methods, several approaches addresscorpus-level diversity
Reference 75
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T13:13:28.997878Z
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.
Pith citing papers
Observation 0bb0d378-f214-4134-960c-6089c7ca4310 · inbound
When Does Muon Help Agentic Reinforcement Learning? cites this paper.
When Does Muon Help Agentic Reinforcement Learning? AMO: Adaptive Muon Orthogonalization
Reference 22
- Resolution
- unresolved
- no resolver link, observed 2026-08-01T21:13:40.673395Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e22bd75c-120a-4213-9c03-f5f540262eab · inbound
When Does Muon Help Agentic Reinforcement Learning? cites this paper.
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.