Paper Citation Record · LEDGER

Echo: Simulating Distributed Training At Scale

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 8 inbound Pith citation observations for arXiv:2412.12487.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2412.12487 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 8 of 8 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 8 of 8 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T04:57:52.270151Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-07-04T14:19:54.683703Z

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 48018a51-2778-4d1c-b45a-7798bea4a185 · inbound

A Survey of End-to-End Modeling for Distributed DNN Training: Workloads, Simulators, and TCO cites this paper.

A Survey of End-to-End Modeling for Distributed DNN Training: Workloads, Simulators, and TCO Echo: Simulating Distributed Training At Scale

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-07T04:57:52.270151Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3d940012-5e46-486e-9282-043ede15da10 · inbound

Evaluating Cross-Architecture Performance Modeling of Distributed ML Workloads Using StableHLO cites this paper.

Evaluating Cross-Architecture Performance Modeling of Distributed ML Workloads Using StableHLO Echo: Simulating Distributed Training At Scale

Reference 30

Resolution: verified exact; arxiv_id, observed 2026-05-11T11:16:09.565279Z

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 72983f21-48ff-474d-8117-3f19c1ad5e24 · inbound

Charon: A Unified and Fine-Grained Simulator for Large-Scale LLM Training and Inference cites this paper.

Charon: A Unified and Fine-Grained Simulator for Large-Scale LLM Training and Inference Echo: Simulating Distributed Training At Scale

Reference 4

Resolution: metadata mismatch; arxiv_id, observed 2026-05-20T14:13:21.214924Z

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 d27df8cd-b947-4f38-a8d1-6a9bc076b057 · inbound

Charon: A Unified and Fine-Grained Simulator for Large-Scale LLM Training and Inference cites this paper.

Charon: A Unified and Fine-Grained Simulator for Large-Scale LLM Training and Inference Echo: Simulating Distributed Training At Scale

Reference 5

Resolution: verified exact; arxiv_id, observed 2026-05-21T08:59:55.763826Z

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 d34f3392-d6a5-4ad3-8c64-81cc8b7f32f5 · inbound

Frontier: Towards Comprehensive and Accurate LLM Inference Simulation cites this paper.

Frontier: Towards Comprehensive and Accurate LLM Inference Simulation Echo: Simulating Distributed Training At Scale

Reference 27

Resolution: verified exact; arxiv_id, observed 2026-05-21T03:49:31.117985Z

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 c1023920-e9a2-406c-8119-6488de3b26b2 · inbound

Libra: Efficient Resource Management for Agentic RL Post-Training cites this paper.

Libra: Efficient Resource Management for Agentic RL Post-Training Echo: Simulating Distributed Training At Scale

Reference 11

Resolution: verified exact; arxiv_id, observed 2026-07-02T02:16:27.216566Z

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 ff382ffe-b05d-47ba-bf32-5e5ebf626e98 · inbound

Simulating Unified Tensor Resharding in heterogeneous AI systems cites this paper.

Simulating Unified Tensor Resharding in heterogeneous AI systems Echo: Simulating Distributed Training At Scale

Reference 19

Resolution: verified exact; arxiv_id, observed 2026-07-04T14:19:54.686367Z

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 d50c1229-7fe5-4da3-912f-165a901a2dd1 · inbound

TileSight: A First-Principles Tile-Centric Analytical GPU Performance Model from Cores to Clusters cites this paper.

TileSight: A First-Principles Tile-Centric Analytical GPU Performance Model from Cores to Clusters Echo: Simulating Distributed Training At Scale

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-01T04:49:45.597984Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.