Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
Paper Citation Record · LEDGER
As of 5 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 6 inbound Pith citation observations for arXiv:2310.19956.
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
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-04T23:33:34.671155Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-05-21T07:59:50.296785Z
0 of 0 outbound references displayed
External citation measurements
No source-named external measurement is stored.
No outbound reference observations are available for this paper version.
Observation 18b57abd-bed7-4bec-a6b2-0a3d5ddee524 · inbound
Crown, Frame, Reverse: Layer-Wise Scaling Variants for LLM Pre-Training The Impact of Depth on Compositional Generalization in Transformer Language Models
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cda07176-c96d-4846-9525-0d478dccbbda · inbound
Scaling Laws Meet Model Architecture: Toward Inference-Efficient LLMs The Impact of Depth on Compositional Generalization in Transformer Language Models
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation be930955-5536-4955-8876-4bdcce09ee12 · inbound
Generalization in LLM Problem Solving: The Case of the Shortest Path The Impact of Depth on Compositional Generalization in Transformer Language Models
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 56738cc4-0a4d-4533-ad79-d04a2d94d4f5 · inbound
DECO: Sparse Mixture-of-Experts with Dense-Comparable Performance on End-Side Devices The Impact of Depth on Compositional Generalization in Transformer Language Models
Reference 144
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 5418ddd6-ec5c-4c0f-9a06-6f8d1b2c0ef7 · inbound
DECO: Sparse Mixture-of-Experts with Dense-Comparable Performance on End-Side Devices The Impact of Depth on Compositional Generalization in Transformer Language Models
Reference 144
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 79164dc0-e272-4b9d-ac9b-714348f9be84 · inbound
DECO: Sparse Mixture-of-Experts with Dense-Comparable Performance on End-Side Devices The Impact of Depth on Compositional Generalization in Transformer Language Models
Reference 144
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.