Paper Citation Record · LEDGER

Latent Thought Credit: Multi-Answer Credit Assignment for Latent Reasoning

As of 23 August 2026, this Paper Citation Record lists 31 of 31 outbound references and 0 inbound Pith citation observations for arXiv:2608.01593.

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

pith.paper-citation-record.v1
2608.01593 v1

Coverage vector

measured 31 of 31 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T15:12:34.170790Z

measured 31 of 31 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

31 of 31 outbound references displayed

verified exact0
verified fuzzy7
unresolved24
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 578fc279-775d-4aff-85c9-d603de39be93 · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

Latent Thought Credit: Multi-Answer Credit Assignment for Latent Reasoning DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-15T15:12:34.022951Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e184a1f5-d9eb-4c7f-8a9a-ee96703a0e2e · outbound

This paper cites Training Large Language Models to Reason in a Continuous Latent Space.

Latent Thought Credit: Multi-Answer Credit Assignment for Latent Reasoning Training Large Language Models to Reason in a Continuous Latent Space

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-15T15:12:34.030793Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 196afc7b-55a6-44e7-90b6-8e5cf44dd064 · outbound

This paper cites Plan Then Action:High-Level Planning Guidance Reinforcement Learning for LLM Reasoning.

Latent Thought Credit: Multi-Answer Credit Assignment for Latent Reasoning Plan Then Action:High-Level Planning Guidance Reinforcement Learning for LLM Reasoning

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-15T15:12:34.037287Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 05592b22-e71e-42d2-9ba6-3916ab22e03e · outbound

This paper cites 2026 , eprint=.

Latent Thought Credit: Multi-Answer Credit Assignment for Latent Reasoning 2026 , eprint=

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:12:34.713737Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 5b5bbf0d-2e8a-4b09-b1a6-c183d4595d40 · outbound

This paper cites Advances in Neural Information Processing Systems , volume=.

Latent Thought Credit: Multi-Answer Credit Assignment for Latent Reasoning Advances in Neural Information Processing Systems , volume=

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:12:34.700001Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 7f71ccb3-23ae-41de-9cc1-2fd769d82abd · outbound

This paper cites arXiv preprint arXiv:2511.06411 , year=.

Latent Thought Credit: Multi-Answer Credit Assignment for Latent Reasoning arXiv preprint arXiv:2511.06411 , year=

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-15T15:12:34.051305Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 90ab0c7a-3909-49e7-a03f-4d197d883c44 · outbound

This paper cites Prioritize the Process, Not Just the Outcome: Rewarding Latent Thought Trajectories Improves Reasoning in Looped Language Models.

Latent Thought Credit: Multi-Answer Credit Assignment for Latent Reasoning Prioritize the Process, Not Just the Outcome: Rewarding Latent Thought Trajectories Improves Reasoning in Looped Language Models

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-15T15:12:34.055977Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7e27ede1-5611-4e0e-aea6-44a5cbb1d766 · outbound

This paper cites 2025 , eprint=.

Latent Thought Credit: Multi-Answer Credit Assignment for Latent Reasoning 2025 , eprint=

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-15T15:12:34.062183Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 30c15806-fff3-43bf-9556-0f5836377b1a · outbound

This paper cites arXiv preprint arXiv:2601.08808 , year=.

Latent Thought Credit: Multi-Answer Credit Assignment for Latent Reasoning arXiv preprint arXiv:2601.08808 , year=

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-15T15:12:34.067957Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8256d474-3a6e-4730-8d9f-48eac2aa2050 · outbound

This paper cites Token Assorted: Mixing Latent and Text Tokens for Improved Language Model Reasoning.

Latent Thought Credit: Multi-Answer Credit Assignment for Latent Reasoning Token Assorted: Mixing Latent and Text Tokens for Improved Language Model Reasoning

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-15T15:12:34.074264Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e6bb7891-9aad-412b-837c-c5baf1bd8e78 · outbound

This paper cites 2025 , eprint=.

Latent Thought Credit: Multi-Answer Credit Assignment for Latent Reasoning 2025 , eprint=

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-15T15:12:34.078868Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 006fa657-f42c-4e73-a109-8216acc35c57 · outbound

This paper cites 2025 , eprint=.

Latent Thought Credit: Multi-Answer Credit Assignment for Latent Reasoning 2025 , eprint=

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:12:34.670845Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 597c2644-94b4-4542-916f-efb216f7a08b · outbound

This paper cites 2025 , eprint=.

Latent Thought Credit: Multi-Answer Credit Assignment for Latent Reasoning 2025 , eprint=

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:12:34.658274Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation bf070498-a1ed-463f-9464-1fd26b3d1710 · outbound

This paper cites 2025 , eprint=.

Latent Thought Credit: Multi-Answer Credit Assignment for Latent Reasoning 2025 , eprint=

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-15T15:12:34.093993Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ed01d261-0bb6-4864-9ee5-c8c825b4cbd7 · outbound

This paper cites 2025 , eprint=.

Latent Thought Credit: Multi-Answer Credit Assignment for Latent Reasoning 2025 , eprint=

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-15T15:12:34.098324Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 353b0420-3ebf-4ac5-a165-4fd3ee156db1 · outbound

This paper cites 2025 , eprint=.

Latent Thought Credit: Multi-Answer Credit Assignment for Latent Reasoning 2025 , eprint=

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:12:34.628293Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation f655054e-3d93-40f1-b005-a317d0fec788 · outbound

This paper cites 2025 , eprint=.

Latent Thought Credit: Multi-Answer Credit Assignment for Latent Reasoning 2025 , eprint=

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:12:34.615272Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation e5c014d8-8767-4236-b162-976e218743be · outbound

This paper cites 2023 , eprint=.

Latent Thought Credit: Multi-Answer Credit Assignment for Latent Reasoning 2023 , eprint=

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-15T15:12:34.111816Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4256ecbc-a323-482c-802a-bcfff6d79ed9 · outbound

This paper cites 2023 , eprint=.

Latent Thought Credit: Multi-Answer Credit Assignment for Latent Reasoning 2023 , eprint=

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-15T15:12:34.116554Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 00b2db8b-133f-400f-905d-d701162cde6d · outbound

This paper cites 2023 , eprint=.

Latent Thought Credit: Multi-Answer Credit Assignment for Latent Reasoning 2023 , eprint=

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-15T15:12:34.120790Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 737c6d9c-2475-41dd-b0c4-deb1ae37a26b · outbound

This paper cites 2021 , eprint=.

Latent Thought Credit: Multi-Answer Credit Assignment for Latent Reasoning 2021 , eprint=

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-15T15:12:34.124754Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e5d28d17-30bd-48f3-ab0b-875499fa41db · outbound

This paper cites 2023 , eprint=.

Latent Thought Credit: Multi-Answer Credit Assignment for Latent Reasoning 2023 , eprint=

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-15T15:12:34.129265Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 934ea08c-b6b1-421e-925b-5f66882b5eba · outbound

This paper cites an unresolved cited work.

Latent Thought Credit: Multi-Answer Credit Assignment for Latent Reasoning Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-15T15:12:34.134806Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 81601a2e-b33e-43f9-9ad4-b683f8f13207 · outbound

This paper cites 2017 , eprint=.

Latent Thought Credit: Multi-Answer Credit Assignment for Latent Reasoning 2017 , eprint=

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-15T15:12:34.140069Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 32ab10b1-62f4-436c-b5a5-f0192838f97c · outbound

This paper cites 2017 , eprint=.

Latent Thought Credit: Multi-Answer Credit Assignment for Latent Reasoning 2017 , eprint=

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-15T15:12:34.144314Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a18947d8-0681-4efc-9e20-8c3301a8685d · outbound

This paper cites 2017 , eprint=.

Latent Thought Credit: Multi-Answer Credit Assignment for Latent Reasoning 2017 , eprint=

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-15T15:12:34.149398Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a548446c-2383-46e9-8e39-ee4178070937 · outbound

This paper cites 2021 , eprint=.

Latent Thought Credit: Multi-Answer Credit Assignment for Latent Reasoning 2021 , eprint=

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-15T15:12:34.153432Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6151ecff-79f1-4a40-b082-efc3d74c95c1 · outbound

This paper cites 2021 , eprint=.

Latent Thought Credit: Multi-Answer Credit Assignment for Latent Reasoning 2021 , eprint=

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-15T15:12:34.157244Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f475066c-ac82-46e0-b829-e7b2b34c78b2 · outbound

This paper cites 2018 , eprint=.

Latent Thought Credit: Multi-Answer Credit Assignment for Latent Reasoning 2018 , eprint=

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-15T15:12:34.161113Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4151b836-5cfb-4dba-ac3f-48383a3760f6 · outbound

This paper cites CoRR , volume=.

Latent Thought Credit: Multi-Answer Credit Assignment for Latent Reasoning CoRR , volume=

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:12:34.500426Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 414a36c7-69ea-4f06-b17c-0574071b80e0 · outbound

This paper cites 2021 , eprint=.

Latent Thought Credit: Multi-Answer Credit Assignment for Latent Reasoning 2021 , eprint=

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-15T15:12:34.170790Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.