Paper Citation Record · LEDGER

Latent Reasoning in TRMs is Secretly a Policy Improvement Operator

As of 8 August 2026, this Paper Citation Record lists 12 of 12 outbound references and 1 inbound Pith citation observation for arXiv:2511.16886.

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

pith.paper-citation-record.v1
2511.16886 v5

Coverage vector

measured 12 of 12 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-03T21:06:30.259347Z

measured 13 of 13 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 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-13T14:03:01.974171Z

measured 1 of 1 external citation measurements

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

Source: pith, observed 2026-08-05T02:28:24.338817Z

Reference resolution

12 of 12 outbound references displayed

verified exact0
verified fuzzy0
unresolved12
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

0
pith, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation ff9e43c3-9687-454e-ae99-7924ad2edec2 · outbound

This paper cites Universal Transformers.

Latent Reasoning in TRMs is Secretly a Policy Improvement Operator Universal Transformers

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-03T21:06:29.296424Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation faa93361-0335-4d8e-aeb3-ccb0b08bc471 · outbound

This paper cites Classifier-Free Diffusion Guidance.

Latent Reasoning in TRMs is Secretly a Policy Improvement Operator Classifier-Free Diffusion Guidance

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-03T21:06:29.717017Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d9965a2c-7799-4554-9e43-271b2abce97e · outbound

This paper cites The ConceptARC Benchmark: Evaluating Understanding and Generalization in the ARC Domain.

Latent Reasoning in TRMs is Secretly a Policy Improvement Operator The ConceptARC Benchmark: Evaluating Understanding and Generalization in the ARC Domain

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-03T21:06:30.009675Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f05a28e1-9b46-4a09-90ea-5f15886d9229 · outbound

This paper cites Looped Transformers are Better at Learning Learning Algorithms.

Latent Reasoning in TRMs is Secretly a Policy Improvement Operator Looped Transformers are Better at Learning Learning Algorithms

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-03T21:06:30.161963Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fd0c9e37-1de4-447d-8634-215537f7b208 · outbound

This paper cites Alternative Improvement Generators.As described in §4.2, there are several viable methods to generate intermediate steps.

Latent Reasoning in TRMs is Secretly a Policy Improvement Operator Alternative Improvement Generators.As described in §4.2, there are several viable methods to generate intermediate steps

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-03T21:06:30.259347Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 21bcbd0d-a95d-42de-9a24-1c41b8f413f4 · outbound

This paper cites Hierarchical Reasoning Model.

Latent Reasoning in TRMs is Secretly a Policy Improvement Operator Hierarchical Reasoning Model

Reference 1998

Resolution: unresolved; no resolver link, observed 2026-08-03T21:06:30.093930Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 22b9ddee-1aa1-49cd-a886-ee384d2d7b4a · outbound

This paper cites Dream to Control: Learning Behaviors by Latent Imagination.

Latent Reasoning in TRMs is Secretly a Policy Improvement Operator Dream to Control: Learning Behaviors by Latent Imagination

Reference 2016

Resolution: unresolved; no resolver link, observed 2026-08-03T21:06:29.597655Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 21705f32-f9ce-49ff-a85b-0490e878683c · outbound

This paper cites Diffusion Guidance Is a Controllable Policy Improvement Operator.

Latent Reasoning in TRMs is Secretly a Policy Improvement Operator Diffusion Guidance Is a Controllable Policy Improvement Operator

Reference 2018

Resolution: unresolved; no resolver link, observed 2026-08-03T21:06:29.374560Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4f18f9f3-50c1-426c-954e-c5937e77cede · outbound

This paper cites On the Measure of Intelligence.

Latent Reasoning in TRMs is Secretly a Policy Improvement Operator On the Measure of Intelligence

Reference 2019

Resolution: unresolved; no resolver link, observed 2026-08-03T21:06:29.227914Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 883b64f5-5f91-4300-9ae1-1a2d68106f17 · outbound

This paper cites Less is More: Recursive Reasoning with Tiny Networks.

Latent Reasoning in TRMs is Secretly a Policy Improvement Operator Less is More: Recursive Reasoning with Tiny Networks

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-03T21:06:29.803009Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 53302236-baab-4592-86ae-5d7e6e2ac11a · outbound

This paper cites Adaptive Computation Time for Recurrent Neural Networks.

Latent Reasoning in TRMs is Secretly a Policy Improvement Operator Adaptive Computation Time for Recurrent Neural Networks

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-03T21:06:29.486681Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f10b11f9-6161-40e2-b920-75d1698c4166 · outbound

This paper cites Discrete Diffusion Modeling by Estimating the Ratios of the Data Distribution.

Latent Reasoning in TRMs is Secretly a Policy Improvement Operator Discrete Diffusion Modeling by Estimating the Ratios of the Data Distribution

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-03T21:06:29.881012Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation fa662205-7a44-4221-88c9-4e704fca57ba · inbound

The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook cites this paper.

The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook Latent Reasoning in TRMs is Secretly a Policy Improvement Operator

Reference 4

Resolution: verified exact; local_arxiv, observed 2026-07-13T14:09:38.535527Z

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.