Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-06-29T08:30:32.915006Z
Paper Citation Record · LEDGER
As of 21 August 2026, this Paper Citation Record lists 10 of 10 outbound references and 0 inbound Pith citation observations for arXiv:2605.30479.
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 2026-06-29T08:30:32.915006Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+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
10 of 10 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation e208efe4-46d0-4bfe-9b28-7bf5d910229d · outbound
Universal Multiclass Transductive Online Learning A theory of PAC learnability of partial concept classes
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1667a31e-27a6-4643-85c5-cfe5f7b1b2ef · outbound
Universal Multiclass Transductive Online Learning Unresolved cited work
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 30dbcf04-2bbf-48dc-ac1d-84c769d7dd98 · outbound
Universal Multiclass Transductive Online Learning Unresolved cited work
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9137846d-a641-47b3-b4a2-eeb62dd39fa3 · outbound
Universal Multiclass Transductive Online Learning 1 nKd nKdX t=1 I h ˆht−1(Xt)̸=Y t i Kd # ≥ 1 4 .(1) Thus, we have lim sup d→∞ E
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ae0dca50-8a59-438f-8a85-7ceb28753e9d · outbound
Universal Multiclass Transductive Online Learning Thus, there are ⌊logT⌋ nodes where the algorithm will make a mistake with probability half
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0d5f004c-d2ab-497c-a706-abb4012e7669 · outbound
Universal Multiclass Transductive Online Learning TX t=1 I h Yt ̸= ˆYt i −I[Y t ̸=Y ∗ t ] # =E
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d4b586f4-953e-44ab-92e7-4b12d778b67d · outbound
Universal Multiclass Transductive Online Learning That finishes the proof
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 24f2512e-46f4-48b3-92e5-403d31e1c29d · outbound
Universal Multiclass Transductive Online Learning To prove the property of the algorithm, we first need a lemma about the prediction rule
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cc7ca6cf-040b-43cf-af01-c40a49d1eef8 · outbound
Universal Multiclass Transductive Online Learning Unresolved cited work
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 60d057cc-f0ea-436c-b905-85fc4bda83bf · outbound
Universal Multiclass Transductive Online Learning optimistically universal online learning
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.