Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-05T05:27:17.924750Z
Paper Citation Record · LEDGER
Muon Meets Mamba: Spectral Optimization for State Space Models
As of 8 August 2026, this Paper Citation Record lists 25 of 25 outbound references and 0 inbound Pith citation observations for arXiv:2608.03941.
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 2026-08-07T06:34:17.273281+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
Reference resolution
25 of 25 outbound references displayed
- verified exact0
- verified fuzzy9
- unresolved15
- parse uncertain0
- malformed identifier1
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation dba18d82-6b8c-4e8e-b1a2-1215ab9f7bdd · outbound
This paper cites state-spaces/mamba,.
Muon Meets Mamba: Spectral Optimization for State Space Models state-spaces/mamba,
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T05:27:18.446823Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 5771c38c-a299-404e-96a3-f333d271184e · outbound
This paper cites Muon: An optimizer for hidden layers in neural networks,.
Muon Meets Mamba: Spectral Optimization for State Space Models Muon: An optimizer for hidden layers in neural networks,
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T05:27:18.427641Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 9f399ee2-9f90-4427-b087-f7b021cb10d3 · outbound
This paper cites Kellerjordan/Muon,.
Muon Meets Mamba: Spectral Optimization for State Space Models Kellerjordan/Muon,
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T05:27:18.406254Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 7fab7eaf-016d-4f5b-815c-1ebb90ce6aa6 · outbound
This paper cites Efficiently Modeling Long Sequences with Structured State Spaces.
Muon Meets Mamba: Spectral Optimization for State Space Models Efficiently Modeling Long Sequences with Structured State Spaces
Reference 4
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T05:27:16.054688Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 29aceb7e-3aad-468c-96b9-032f32fc1966 · outbound
This paper cites Mamba: Linear-Time Sequence Modeling with Selective State Spaces.
Muon Meets Mamba: Spectral Optimization for State Space Models Mamba: Linear-Time Sequence Modeling with Selective State Spaces
Reference 5
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T05:27:16.186958Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7ee6bfd7-bd06-4b4d-a783-e4d41bf52916 · outbound
This paper cites Transformers are SSMs: Generalized models and efficient algorithms through structured state space duality,.
Muon Meets Mamba: Spectral Optimization for State Space Models Transformers are SSMs: Generalized models and efficient algorithms through structured state space duality,
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T05:27:18.389753Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 537067cc-9465-488d-9aa2-27449e7a7884 · outbound
This paper cites An Empirical Study of Mamba-based Language Models.
Muon Meets Mamba: Spectral Optimization for State Space Models An Empirical Study of Mamba-based Language Models
Reference 7
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T05:27:16.445304Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation be34c337-a8b1-4b52-bf64-66b8ef48351c · outbound
This paper cites Can Mamba Learn How to Learn? A Comparative Study on In-Context Learning Tasks.
Muon Meets Mamba: Spectral Optimization for State Space Models Can Mamba Learn How to Learn? A Comparative Study on In-Context Learning Tasks
Reference 8
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T05:27:16.527335Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f0cf5a20-f2af-4b01-a94c-d2f97136214c · outbound
This paper cites Jamba: A Hybrid Transformer-Mamba Language Model.
Muon Meets Mamba: Spectral Optimization for State Space Models Jamba: A Hybrid Transformer-Mamba Language Model
Reference 9
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T05:27:16.628324Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 03480d38-200e-4ac2-8c6b-625581297d89 · outbound
This paper cites Decoupled weight decay regularization,.
Muon Meets Mamba: Spectral Optimization for State Space Models Decoupled weight decay regularization,
Reference 10
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T05:27:16.747061Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ae8e6214-5bb5-4a97-99ef-c705261f6be6 · outbound
This paper cites Why transformers need adam: A hessian perspective,.
Muon Meets Mamba: Spectral Optimization for State Space Models Why transformers need adam: A hessian perspective,
Reference 11
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T05:27:18.335892Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation d2635f82-f9a4-4d0b-b59f-8d455312eb19 · outbound
This paper cites Heavy- tailed class imbalance and why adam outperforms gradient descent on language models,.
Muon Meets Mamba: Spectral Optimization for State Space Models Heavy- tailed class imbalance and why adam outperforms gradient descent on language models,
Reference 12
- Resolution
- malformed identifier
- raw_fallback, observed 2026-08-05T05:27:18.317090Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 4e96dacf-3e2f-44a5-9d04-d6acdee852fa · outbound
This paper cites Deconstructing What Makes a Good Optimizer for Language Models.
Muon Meets Mamba: Spectral Optimization for State Space Models Deconstructing What Makes a Good Optimizer for Language Models
Reference 13
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T05:27:16.990675Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 92a61aa8-8026-47ed-84e0-966267665168 · outbound
This paper cites Scalable Second Order Optimization for Deep Learning.
Muon Meets Mamba: Spectral Optimization for State Space Models Scalable Second Order Optimization for Deep Learning
Reference 14
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T05:27:17.150662Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6ec7bf56-7c37-4897-b8e9-256fc8d7d013 · outbound
This paper cites A Distributed Data-Parallel PyTorch Implementation of the Distributed Shampoo Optimizer for Training Neural Networks At-Scale.
Muon Meets Mamba: Spectral Optimization for State Space Models A Distributed Data-Parallel PyTorch Implementation of the Distributed Shampoo Optimizer for Training Neural Networks At-Scale
Reference 15
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T05:27:17.313102Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fb9ccb0d-38e0-45fa-a16c-bc11f2f208f1 · outbound
This paper cites Muon is Scalable for LLM Training.
Muon Meets Mamba: Spectral Optimization for State Space Models Muon is Scalable for LLM Training
Reference 16
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T05:27:17.426695Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d8a27319-3479-42da-a504-320ca13f9df6 · outbound
This paper cites Old Optimizer, New Norm: An Anthology.
Muon Meets Mamba: Spectral Optimization for State Space Models Old Optimizer, New Norm: An Anthology
Reference 17
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T05:27:17.478041Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6e03d072-2279-4b47-86ce-f4814c5d1017 · outbound
This paper cites Modular Duality in Deep Learning.
Muon Meets Mamba: Spectral Optimization for State Space Models Modular Duality in Deep Learning
Reference 18
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T05:27:17.610179Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c8fe9f5f-ed44-42f9-9b6d-bb39f296ca82 · outbound
This paper cites Exact solutions to the nonlinear dynamics of learning in deep linear neural networks.
Muon Meets Mamba: Spectral Optimization for State Space Models Exact solutions to the nonlinear dynamics of learning in deep linear neural networks
Reference 19
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T05:27:17.679584Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2b43c7eb-dc96-4b24-80fe-2d184cf0c31a · outbound
This paper cites Implicit self-regularization in deep neural networks: Evidence from random matrix theory and implications for learning,.
Muon Meets Mamba: Spectral Optimization for State Space Models Implicit self-regularization in deep neural networks: Evidence from random matrix theory and implications for learning,
Reference 20
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T05:27:18.297472Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 1f5958f0-1f77-4adc-b31a-3da73ef2ed13 · outbound
This paper cites The effective rank: A measure of effective dimensionality,.
Muon Meets Mamba: Spectral Optimization for State Space Models The effective rank: A measure of effective dimensionality,
Reference 21
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T05:27:18.276049Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 695a283b-5ca5-4c9c-818a-ce67faec670c · outbound
This paper cites OpenWebText cor- pus,.
Muon Meets Mamba: Spectral Optimization for State Space Models OpenWebText cor- pus,
Reference 22
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T05:27:18.253295Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 6aff4842-cbb2-41f5-822c-5f85a33b7786 · outbound
This paper cites The FineWeb Datasets: Decanting the Web for the Finest Text Data at Scale.
Muon Meets Mamba: Spectral Optimization for State Space Models The FineWeb Datasets: Decanting the Web for the Finest Text Data at Scale
Reference 23
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T05:27:17.920028Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a7b33d02-6171-40ef-a367-3e88236a310b · outbound
This paper cites Training Compute-Optimal Large Language Models.
Muon Meets Mamba: Spectral Optimization for State Space Models Training Compute-Optimal Large Language Models
Reference 24
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T05:27:17.924750Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation eb38cf7d-da4b-4470-87ce-f33426d6853b · outbound
This paper cites 10 041–10 071.
Muon Meets Mamba: Spectral Optimization for State Space Models 10 041–10 071
Reference 235
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T05:27:18.371727Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Pith citing papers
No inbound Pith citation observations are available.