Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
Paper Citation Record · LEDGER
Understanding the Difficulty of Training Transformers
As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 9 inbound Pith citation observations for arXiv:2004.08249.
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, observed 2026-08-07T13:10:29.797034Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-07-04T05:19:34.958362Z
Reference resolution
0 of 0 outbound references displayed
- verified exact0
- verified fuzzy0
- unresolved0
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
No outbound reference observations are available for this paper version.
Pith citing papers
Observation 66847ad0-6d38-4560-ae74-b30dcff183ab · inbound
H$_2$O: Heavy-Hitter Oracle for Efficient Generative Inference of Large Language Models cites this paper.
H$_2$O: Heavy-Hitter Oracle for Efficient Generative Inference of Large Language Models Understanding the Difficulty of Training Transformers
Reference 83
- Resolution
- verified exact
- arxiv_id, observed 2026-05-17T18:00:50.203271Z
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 b2b02d37-08a6-438d-ae56-7976968cb27e · inbound
One Rank at a Time: Cascading Error Dynamics in Sequential Learning cites this paper.
One Rank at a Time: Cascading Error Dynamics in Sequential Learning Understanding the Difficulty of Training Transformers
Reference 23
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T13:10:29.797034Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cba16ffd-1a5f-4d76-988d-a4abbe2cb58f · inbound
Scalable Complexity Control Facilitates Reasoning Ability of LLMs cites this paper.
Scalable Complexity Control Facilitates Reasoning Ability of LLMs Understanding the Difficulty of Training Transformers
Reference 38
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T13:01:11.673134Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8d5ed22f-8a93-43e9-bb94-1311996b8197 · inbound
Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities cites this paper.
Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities Understanding the Difficulty of Training Transformers
Reference 51
- Resolution
- verified exact
- arxiv_id, observed 2026-05-19T05:52:07.757730Z
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 dbb8e446-e99e-4367-8166-5e3dca91abff · inbound
One task to rule them all: A closer look at traffic classification generalizability cites this paper.
One task to rule them all: A closer look at traffic classification generalizability Understanding the Difficulty of Training Transformers
Reference 44
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T19:08:52.635579Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 81412f7d-d3c9-443f-b776-78d06309f9d7 · inbound
SoftSignSGD(S3): An Enhanced Optimizer for Practical DNN Training and Loss Spikes Minimization Beyond Adam cites this paper.
SoftSignSGD(S3): An Enhanced Optimizer for Practical DNN Training and Loss Spikes Minimization Beyond Adam Understanding the Difficulty of Training Transformers
Reference 42
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T19:10:16.577022Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6f731f1d-530c-464c-84b5-096da2279561 · inbound
On the Performance of Differentially Private Optimization with Heavy-Tail Class Imbalance cites this paper.
On the Performance of Differentially Private Optimization with Heavy-Tail Class Imbalance Understanding the Difficulty of Training Transformers
Reference 9
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T17:35:00.542162Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 06a6a077-4966-4941-a9c8-77293f1e293c · inbound
Revealing Modular Gradient Noise Imbalance in LLMs: Calibrating Adam via Signal-to-Noise Ratio cites this paper.
Revealing Modular Gradient Noise Imbalance in LLMs: Calibrating Adam via Signal-to-Noise Ratio Understanding the Difficulty of Training Transformers
Reference 19
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T16:41:05.000237Z
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 1d789494-00a5-4c49-837d-c3cd11031bad · inbound
Improving End-to-End Speech Recognition for Dysarthric Speech through In-Domain Data Augmentation cites this paper.
Improving End-to-End Speech Recognition for Dysarthric Speech through In-Domain Data Augmentation Understanding the Difficulty of Training Transformers
Reference 32
- Resolution
- verified exact
- arxiv_id, observed 2026-07-04T05:19:34.960081Z
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.