Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-02T03:08:35.920695Z
Paper Citation Record · LEDGER
As of 9 August 2026, this Paper Citation Record lists 28 of 28 outbound references and 0 inbound Pith citation observations for arXiv:2607.14018.
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 2026-08-02T03:08:35.920695Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+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
28 of 28 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation e48fb2be-2297-48ac-8c9a-88159c794113 · outbound
Transforming Rank: How Architecture Navigates the Spectral Pathologies of Depth Only Large Weights (And Not Skip Connections) Can Prevent the Perils of Rank Collapse
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 00a60409-d957-4b5e-998b-be61f14b88c5 · outbound
Transforming Rank: How Architecture Navigates the Spectral Pathologies of Depth Low-Rank Learning by Design: the Role of Network Architecture and Activation Linearity in Gradient Rank Collapse
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2f78be75-bc4c-4ba5-b114-99c6adc04c26 · outbound
Transforming Rank: How Architecture Navigates the Spectral Pathologies of Depth Each Sk multiplies k branch Jacobians, so it inherits the rank deficiency of a k-fold branch composition, weighted byβ k
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 273679db-de8d-4d2e-aed1-ea71ae1f0cad · outbound
Transforming Rank: How Architecture Navigates the Spectral Pathologies of Depth A dash marks a configuration that does not reach0.4at any learning rate in the sweep (3×10 −5 to10 −2)
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 06080479-a95f-48bf-8ee2-dbbaec113f33 · outbound
Transforming Rank: How Architecture Navigates the Spectral Pathologies of Depth Exact attention sensitivity and the geometry of transformer stability.arXiv preprint arXiv:2602.18849,
Reference 8
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Unavailable: canonical work link unavailable.
Observation a18b744d-80b7-49d7-8bff-d8873eeca8f7 · outbound
Transforming Rank: How Architecture Navigates the Spectral Pathologies of Depth Gemma 2: Improving Open Language Models at a Practical Size
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dee6e0eb-ce83-4d74-a0f4-2e1b2064ac60 · outbound
Transforming Rank: How Architecture Navigates the Spectral Pathologies of Depth Gemma 3 Technical Report
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bff7ff00-57e9-4fef-bd98-e4b29c746f49 · outbound
Transforming Rank: How Architecture Navigates the Spectral Pathologies of Depth Kimi K2: Open Agentic Intelligence
Reference 13
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Unavailable: canonical work link unavailable.
Observation 18987e3a-67f6-440b-b156-fb44c1a64ccb · outbound
Transforming Rank: How Architecture Navigates the Spectral Pathologies of Depth BranchNorm: Robustly scaling extremely deep transformers
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a94b6d69-0fe4-42f2-b1e5-d02798593350 · outbound
Transforming Rank: How Architecture Navigates the Spectral Pathologies of Depth The Llama 3 Herd of Models
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7d316a65-7278-4e75-9304-53ef6fb70121 · outbound
Transforming Rank: How Architecture Navigates the Spectral Pathologies of Depth gpt-oss-120b & gpt-oss-20b Model Card
Reference 17
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Unavailable: canonical work link unavailable.
Observation 9ae25059-0d74-4d40-89f4-ef847f09db69 · outbound
Transforming Rank: How Architecture Navigates the Spectral Pathologies of Depth Qwen3 Technical Report
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 900e3749-5352-4242-bdec-812979d4370d · outbound
Transforming Rank: How Architecture Navigates the Spectral Pathologies of Depth NormFormer: Improved Transformer Pretraining with Extra Normalization
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5889ff37-be9f-4862-aada-7d1bbd9ff7fc · outbound
Transforming Rank: How Architecture Navigates the Spectral Pathologies of Depth B2T connection: Serving stability and performance in deep transformers
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 827d113d-7c31-4d7e-86ac-3bb3ffb716f9 · outbound
Transforming Rank: How Architecture Navigates the Spectral Pathologies of Depth Tensor Programs IVb: Adaptive Optimization in the Infinite-Width Limit
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 87a008c7-51b4-4bbd-9f8e-1c512d8b3f6e · outbound
Transforming Rank: How Architecture Navigates the Spectral Pathologies of Depth Unresolved cited work
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0e816ea9-e4c7-439a-8548-a9838ded34b0 · outbound
Transforming Rank: How Architecture Navigates the Spectral Pathologies of Depth (c)A centered activation has no mean to align (mean−0.000)
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1dd2402c-3f46-455e-9225-5101237e875b · outbound
Transforming Rank: How Architecture Navigates the Spectral Pathologies of Depth We call the expected fraction of units with nonzero derivative the survival rate,p(σ) = Prz∼N(0,1) [σ′(z)̸= 0]
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bc5f3824-41da-44c4-b328-d09da15f831b · outbound
Transforming Rank: How Architecture Navigates the Spectral Pathologies of Depth GLU Variants Improve Transformer
Reference 2014
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Unavailable: canonical work link unavailable.
Observation c4654426-a0e4-448e-b38b-6af51e9993c0 · outbound
Transforming Rank: How Architecture Navigates the Spectral Pathologies of Depth SpanNorm: Reconciling Training Stability and Performance in Deep Transformers
Reference 2016
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 226ffbf1-939e-4791-b448-58554c01edd8 · outbound
Transforming Rank: How Architecture Navigates the Spectral Pathologies of Depth Layer Normalization
Reference 2019
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3621f71f-ef55-46cb-9473-39f0fac4c6ab · outbound
Transforming Rank: How Architecture Navigates the Spectral Pathologies of Depth DeepSeek-V3 Technical Report
Reference 2020
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7a6800d9-0742-4de5-b3a5-7b6ece99915e · outbound
Transforming Rank: How Architecture Navigates the Spectral Pathologies of Depth MiniMax-01: Scaling Foundation Models with Lightning Attention
Reference 2021
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d11e4e1e-c8cd-43b4-981b-c6921e56d763 · outbound
Transforming Rank: How Architecture Navigates the Spectral Pathologies of Depth When do spectral gradient updates help in deep learning?arXiv preprint arXiv:2512.04299,
Reference 2022
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7734077f-6a38-41c1-bf25-19947ff1f201 · outbound
Transforming Rank: How Architecture Navigates the Spectral Pathologies of Depth Gaussian Error Linear Units (GELUs)
Reference 2023
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 36a606cc-72b7-457b-b9f5-7d88010952b2 · outbound
Transforming Rank: How Architecture Navigates the Spectral Pathologies of Depth Post-LayerNorm is back: Stable, ExpressivE, and deep.arXiv preprint arXiv:2601.19895,
Reference 2024
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Unavailable: canonical work link unavailable.
Observation 441c7ac1-0dea-4e4e-8ebd-64729a209e57 · outbound
Transforming Rank: How Architecture Navigates the Spectral Pathologies of Depth On residual network depth.arXiv preprint arXiv:2510.03470,
Reference 2025
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e396381d-7467-4da9-bf64-adcbd04e9bc0 · outbound
Transforming Rank: How Architecture Navigates the Spectral Pathologies of Depth The depth delusion: Why transformers should be wider, not deeper.arXiv preprint arXiv:2601.20994,
Reference 2026
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.