Paper Citation Record · LEDGER

Training Nonlinear Transformers for Chain-of-Thought Inference: A Theoretical Generalization Analysis

As of 17 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 4 inbound Pith citation observations for arXiv:2410.02167.

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

pith.paper-citation-record.v1
2410.02167 v3

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 4 of 4 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T12:27:30.386240Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-28T23:42:49.909870Z

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 c7c79e20-81ab-452a-9b04-425cc2007592 · inbound

A Theoretical Framework for OOD Robustness in Transformers using Gevrey Classes cites this paper.

A Theoretical Framework for OOD Robustness in Transformers using Gevrey Classes Training Nonlinear Transformers for Chain-of-Thought Inference: A Theoretical Generalization Analysis

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-16T12:27:30.386240Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a87cda34-ab35-4ad1-91e6-5dfdb3acde01 · inbound

How Transformers Learn Regular Language Recognition: A Theoretical Study on Training Dynamics and Implicit Bias cites this paper.

How Transformers Learn Regular Language Recognition: A Theoretical Study on Training Dynamics and Implicit Bias Training Nonlinear Transformers for Chain-of-Thought Inference: A Theoretical Generalization Analysis

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-16T04:39:55.057589Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ad87d678-5dd5-4b33-b52d-34cff4bcd6ea · inbound

How Can Mamba Learn In Context with Outliers and Generalize Provably? cites this paper.

How Can Mamba Learn In Context with Outliers and Generalize Provably? Training Nonlinear Transformers for Chain-of-Thought Inference: A Theoretical Generalization Analysis

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-04T13:29:31.110979Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 39c00a81-aed5-45f4-ab03-fa863ea8ead9 · inbound

Agentic Transformers Provably Learn to Search via Reinforcement Learning cites this paper.

Agentic Transformers Provably Learn to Search via Reinforcement Learning Training Nonlinear Transformers for Chain-of-Thought Inference: A Theoretical Generalization Analysis

Reference 32

Resolution: verified exact; arxiv_id, observed 2026-06-28T23:42:49.911181Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.