Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-07-13T21:49:42.006847Z
Paper Citation Record · LEDGER
As of 9 August 2026, this Paper Citation Record lists 26 of 26 outbound references and 0 inbound Pith citation observations for arXiv:2603.19954.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-07-13T21:49:42.006847Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
26 of 26 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 26ed432b-aa5d-4f14-8f94-e438d9dc98f3 · outbound
On the Ability of Transformers to Verify Plans Jiang, H., Hahn, M., Zetzsche, G., and Lin, A
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b91be800-59b6-4fc9-8730-d150fc366dbe · outbound
On the Ability of Transformers to Verify Plans Average-Hard Attention Transformers are Constant-Depth Uniform Threshold Circuits
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 76c8f42b-7f86-483c-97f2-e55bca13327f · outbound
On the Ability of Transformers to Verify Plans Weiss, G., Goldberg, Y ., and Yahav, E
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a99faea7-446c-4fc9-9c37-85500eb14a99 · outbound
On the Ability of Transformers to Verify Plans Zhou, H., Bradley, A., Littwin, E., Razin, N., Saremi, O., Susskind, J
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c823c4da-c828-46b4-9a8d-ac89dbca3471 · outbound
On the Ability of Transformers to Verify Plans Proof of Statement 1
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6212d31f-e16d-4c38-8846-a55425a3cf6a · outbound
On the Ability of Transformers to Verify Plans Unresolved cited work
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation db927e49-ea64-4815-a2cc-da28b9c4eefb · outbound
On the Ability of Transformers to Verify Plans Let a∈A be a specific ground action, defined by schema α and argument objects u�,
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 460c3017-e49a-4bff-a4d9-24b40cbc6a83 · outbound
On the Ability of Transformers to Verify Plans These sets will be fixed and known a priori, given our fixed objects and domain
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f460ab86-5950-4aed-ae6d-9ec26db43501 · outbound
On the Ability of Transformers to Verify Plans • Well-Formed: Because of well-formedness, the truth value of a proposition toggles (False → True → False)
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 574821ea-b37f-4a12-806b-4a30d0e8dd6f · outbound
On the Ability of Transformers to Verify Plans We need to check that all the preconditions are satisfiedbeforethe action effect takes place
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e5136e6a-fa09-4ca6-958d-ea7eab42d3eb · outbound
On the Ability of Transformers to Verify Plans We iterate over our ground propositions
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 498c8253-041b-4c23-8bee-7181ee726c3d · outbound
On the Ability of Transformers to Verify Plans In particular, generalization from both limited number of objects and plan lengths during training to a increased number of objects and plan lengths is expected
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 727d93c7-0151-42bd-a034-77d9a14a8eb0 · outbound
On the Ability of Transformers to Verify Plans Generalization to instances with longer plans or increased number of objects is thus not expected
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9f1c0613-b6c5-48cf-99f1-70835788c2ff · outbound
On the Ability of Transformers to Verify Plans Unresolved cited work
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5fcd9452-a670-419a-9fef-d97d1134af34 · outbound
On the Ability of Transformers to Verify Plans •F P �: The set of action names along with placeholder object arguments α∈� that have p in their delete-effects (eff(α)� )
Reference 15
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Unavailable: canonical work link unavailable.
Observation 684d3c85-a18e-4331-bc31-0e664a62b30f · outbound
On the Ability of Transformers to Verify Plans Unresolved cited work
Reference 16
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Unavailable: canonical work link unavailable.
Observation c2a7a78e-5530-4553-af5a-1e251adcfc55 · outbound
On the Ability of Transformers to Verify Plans Thus, we compare them exclusively through their positions relative to the object names
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 45921eba-38b4-4086-8c64-bdd0fd79a3f4 · outbound
On the Ability of Transformers to Verify Plans Unresolved cited work
Reference 18
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Unavailable: canonical work link unavailable.
Observation 086ea9d7-af8d-4e68-864c-9c24b50fb72e · outbound
On the Ability of Transformers to Verify Plans We iterate over all predicates p∈ P
Reference 19
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Unavailable: canonical work link unavailable.
Observation 1f5a84be-e5a3-4592-9ed0-83c87c4dd0f0 · outbound
On the Ability of Transformers to Verify Plans Unresolved cited work
Reference 20
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Unavailable: canonical work link unavailable.
Observation b13f33ae-5848-4875-81d5-38164bd60d80 · outbound
On the Ability of Transformers to Verify Plans Thus, the interaction collapses to aConstant
Reference 21
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Unavailable: canonical work link unavailable.
Observation 85ea120c-79c5-4c39-9733-3b061988739f · outbound
On the Ability of Transformers to Verify Plans There existsC emb >0such that: sup ��� ∥� �∥ ≤C emb andsup ��� ∥�� ∥ ≤C emb (13)
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bfb2e083-4046-48ed-9131-f943fc324922 · outbound
On the Ability of Transformers to Verify Plans Unresolved cited work
Reference 23
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Unavailable: canonical work link unavailable.
Observation f57f6f71-10de-4942-8db5-7af4bdfb87d1 · outbound
On the Ability of Transformers to Verify Plans There exists dff ∈� such that � � :H →� � ff and � � :� � ff → H
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 41fe2f9e-8ae9-4d87-9043-526d732136ed · outbound
On the Ability of Transformers to Verify Plans Each product function must evaluate to a number in p-bit precision, for some fixed p∈�
Reference 25
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Unavailable: canonical work link unavailable.
Observation e25eb964-9801-49b3-9e8e-caa68b864eb3 · outbound
On the Ability of Transformers to Verify Plans Unresolved cited work
Reference 26
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Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.