Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
Paper Citation Record · LEDGER
As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 4 inbound Pith citation observations for arXiv:2102.03161.
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 2026-08-08T06:32:00.761636+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-06T18:50:52.957871Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-07-04T13:29:51.165701Z
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 80025e5d-515b-403d-b32b-77c3118d7720 · inbound
PyTorch FSDP: Experiences on Scaling Fully Sharded Data Parallel PipeTransformer: Automated Elastic Pipelining for Distributed Training of Transformers
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 118d9b7d-202d-4873-b31d-4ed9e938fea5 · inbound
Compute Can't Handle the Truth: Why Communication Tax Prioritizes Memory and Interconnects in Modern AI Infrastructure PipeTransformer: Automated Elastic Pipelining for Distributed Training of Transformers
Reference 218
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d462edb3-af16-4089-bd76-e6206c0da3d3 · inbound
An Analysis of Layer-Freezing Strategies for Enhanced Transfer Learning in YOLO Architectures PipeTransformer: Automated Elastic Pipelining for Distributed Training of Transformers
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d43a72b2-361b-47cc-8418-693c7b36b951 · inbound
Structure Before Collapse: Transient semantic geometry in next-token prediction PipeTransformer: Automated Elastic Pipelining for Distributed Training of Transformers
Reference 190
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.