Paper Citation Record · LEDGER

TransZero: Parallel Tree Expansion in MuZero using Transformer Networks

As of 13 August 2026, this Paper Citation Record lists 16 of 16 outbound references and 2 inbound Pith citation observations for arXiv:2509.11233.

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

pith.paper-citation-record.v1
2509.11233 v1

Coverage vector

measured 16 of 16 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-04T16:58:12.995957Z

measured 18 of 18 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-22T09:54:26.251503Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-22T09:54:46.510542Z

Reference resolution

16 of 16 outbound references displayed

verified exact0
verified fuzzy0
unresolved16
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 3133ae39-7270-4fde-9258-e81fa9ecc887 · outbound

This paper cites In: van den Herik, H.J., Xu, X., Ma, Z., Winands, M.H.M.

TransZero: Parallel Tree Expansion in MuZero using Transformer Networks In: van den Herik, H.J., Xu, X., Ma, Z., Winands, M.H.M

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-04T16:58:12.947125Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4b08209f-d611-4923-a8c2-29f06838838d · outbound

This paper cites TransDreamer: Reinforcement Learning with Transformer World Models.

TransZero: Parallel Tree Expansion in MuZero using Transformer Networks TransDreamer: Reinforcement Learning with Transformer World Models

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-04T16:58:12.951096Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bfb1e61b-d86d-48dc-8763-d4429f3ea71e · outbound

This paper cites In: Computers and Games (2006), https://api.semanticscholar.org/CorpusID: 16724115.

TransZero: Parallel Tree Expansion in MuZero using Transformer Networks In: Computers and Games (2006), https://api.semanticscholar.org/CorpusID: 16724115

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-04T16:58:12.954361Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f0c88624-ca0a-427d-a335-d3e58c9d70b5 · outbound

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

TransZero: Parallel Tree Expansion in MuZero using Transformer Networks Dream to Control: Learning Behaviors by Latent Imagination

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-04T16:58:12.957436Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 93efc107-a7b4-4cc6-b692-559e5f580628 · outbound

This paper cites Perceiver: General Perception with Iterative Attention.

TransZero: Parallel Tree Expansion in MuZero using Transformer Networks Perceiver: General Perception with Iterative Attention

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-04T16:58:12.960697Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e5b76461-b6e5-4047-97d2-450ef39f266d · outbound

This paper cites Master’s thesis, Delft University of Technology (2024), https://repository.tudelft.nl/record/uuid: 5d5fd035-eed6-4176-85d3-f31deecb6133.

TransZero: Parallel Tree Expansion in MuZero using Transformer Networks Master’s thesis, Delft University of Technology (2024), https://repository.tudelft.nl/record/uuid: 5d5fd035-eed6-4176-85d3-f31deecb6133

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-04T16:58:12.963905Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8fd140f3-b169-41c9-868c-417a0186c275 · outbound

This paper cites Master’s thesis, Delft University of Technology (2025), https://resolver.

TransZero: Parallel Tree Expansion in MuZero using Transformer Networks Master’s thesis, Delft University of Technology (2025), https://resolver

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-04T16:58:12.967180Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b3cabe2a-48d2-421e-adae-6a74c33524e4 · outbound

This paper cites Transformers are Sample-Efficient World Models.

TransZero: Parallel Tree Expansion in MuZero using Transformer Networks Transformers are Sample-Efficient World Models

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-04T16:58:12.970112Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 31051bbb-56e7-4f5a-b332-ed83dd41e4b9 · outbound

This paper cites Mastering Chess with a Transformer Model.

TransZero: Parallel Tree Expansion in MuZero using Transformer Networks Mastering Chess with a Transformer Model

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-04T16:58:12.973350Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 35ef9eaa-ed04-4ec7-896d-7181d97eb292 · outbound

This paper cites an unresolved cited work.

TransZero: Parallel Tree Expansion in MuZero using Transformer Networks Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-04T16:58:12.977525Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fd4a96a0-65d4-4244-a14b-056c4870268d · outbound

This paper cites Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model.

TransZero: Parallel Tree Expansion in MuZero using Transformer Networks Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-04T16:58:12.980404Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2ba9165f-9eef-4791-a0dd-8e727850b511 · outbound

This paper cites Nature529, 484–489 (01 2016).

TransZero: Parallel Tree Expansion in MuZero using Transformer Networks Nature529, 484–489 (01 2016)

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-04T16:58:12.983823Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e3d5166e-e192-4b50-9afd-3bbb249ff6f5 · outbound

This paper cites Mastering Chess and Shogi by Self-Play with a General Reinforcement Learning Algorithm.

TransZero: Parallel Tree Expansion in MuZero using Transformer Networks Mastering Chess and Shogi by Self-Play with a General Reinforcement Learning Algorithm

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-04T16:58:12.987074Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b5c1a228-a8f6-4cbd-8a98-61af9df00168 · outbound

This paper cites The MIT Press, second edn.

TransZero: Parallel Tree Expansion in MuZero using Transformer Networks The MIT Press, second edn

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-04T16:58:12.990278Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 955e3b2c-0984-4b8e-8853-8686fad9045b · outbound

This paper cites an unresolved cited work.

TransZero: Parallel Tree Expansion in MuZero using Transformer Networks Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-04T16:58:12.993115Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1035d515-0ad5-4e1a-ba4b-5a59695ffcd6 · outbound

This paper cites Mastering Atari Games with Limited Data.

TransZero: Parallel Tree Expansion in MuZero using Transformer Networks Mastering Atari Games with Limited Data

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-04T16:58:12.995957Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 573ec5a6-3176-4899-94e0-0452e621d6e3 · inbound

PMCTS: Particle Monte Carlo Tree Search for Principled Parallelized Inference Time Scaling cites this paper.

PMCTS: Particle Monte Carlo Tree Search for Principled Parallelized Inference Time Scaling TransZero: Parallel Tree Expansion in MuZero using Transformer Networks

Reference 62

Resolution: verified exact; arxiv_id, observed 2026-05-12T02:51:17.717560Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation d5ac490f-65c7-43cb-b2c1-db687270410b · inbound

PMCTS: Particle Monte Carlo Tree Search for Principled Parallelized Inference Time Scaling cites this paper.

PMCTS: Particle Monte Carlo Tree Search for Principled Parallelized Inference Time Scaling TransZero: Parallel Tree Expansion in MuZero using Transformer Networks

Reference 61

Resolution: verified exact; arxiv_id, observed 2026-05-22T09:54:46.514300Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.