Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-20T22:31:10.408442Z
Paper Citation Record · LEDGER
As of 15 August 2026, this Paper Citation Record lists 21 of 21 outbound references and 0 inbound Pith citation observations for arXiv:2605.18820.
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 2026-05-20T22:31:10.408442Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+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
21 of 21 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 631a2a55-5347-42e0-92ae-6211a4a083d0 · outbound
Emergence of Frontier Superposition: M\"obius attractor and Cascade Supervision Birth of a Transformer: A Memory Viewpoint
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 95f07320-f12c-4e91-b456-0723a8184616 · outbound
Emergence of Frontier Superposition: M\"obius attractor and Cascade Supervision Beyond A*: Better Planning with Transformers via Search Dynamics Bootstrapping
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation d39ca81d-d515-44a6-86f2-3c88c4cbedf2 · outbound
Emergence of Frontier Superposition: M\"obius attractor and Cascade Supervision Zhiyuan Li, Hong Liu, Denny Zhou, and Tengyu Ma
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 597916c0-bbc9-41d8-b410-ea2bcc99e8eb · outbound
Emergence of Frontier Superposition: M\"obius attractor and Cascade Supervision Unresolved cited work
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 8bf23f8b-40c6-4457-bd8a-6f43a3449240 · outbound
Emergence of Frontier Superposition: M\"obius attractor and Cascade Supervision Unresolved cited work
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation d6d7c395-05f6-4fb4-b9ca-279bcac1a979 · outbound
Emergence of Frontier Superposition: M\"obius attractor and Cascade Supervision Unresolved cited work
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation d6852666-0de9-400a-a9b8-019cc9ed338a · outbound
Emergence of Frontier Superposition: M\"obius attractor and Cascade Supervision Unresolved cited work
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 05c0c2fa-5793-4f8d-abf8-2064f643e2f9 · outbound
Emergence of Frontier Superposition: M\"obius attractor and Cascade Supervision Unresolved cited work
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 7c1ef046-3a26-4584-906f-a62044f88fd2 · outbound
Emergence of Frontier Superposition: M\"obius attractor and Cascade Supervision 4.m (c) f =k c+1 −k c =k c(np−1)(1+o(1)) in the tree regime, som(c) f = (np)c(np−1)(1± O( p logn/(np) c))
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 9dd0c3e3-0551-437e-a26c-1415d8d0a54d · outbound
Emergence of Frontier Superposition: M\"obius attractor and Cascade Supervision Unresolved cited work
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 322919b8-08f5-4a31-9a7a-ca15409fad3c · outbound
Emergence of Frontier Superposition: M\"obius attractor and Cascade Supervision Unresolved cited work
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation a17766bf-4a29-44f4-bec3-5e07fd60d2cc · outbound
Emergence of Frontier Superposition: M\"obius attractor and Cascade Supervision learnability cliff
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 5d3a7c11-fd8b-4ceb-8df7-5ff7349c12c6 · outbound
Emergence of Frontier Superposition: M\"obius attractor and Cascade Supervision The two-term decomposition matches the bias-variance analysis of §6
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 25566514-1d31-431b-94c6-89efefdf6745 · outbound
Emergence of Frontier Superposition: M\"obius attractor and Cascade Supervision For b′ 1 <0 (forward-invariant by Lem
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation e04aab27-6877-41d6-85c8-9664b7f47391 · outbound
Emergence of Frontier Superposition: M\"obius attractor and Cascade Supervision Global Convergence
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 0803c3c5-4ce2-4149-b134-19cd3606d791 · outbound
Emergence of Frontier Superposition: M\"obius attractor and Cascade Supervision DefiningA:= 1 +ηaandB:=ηb ′ 1, αeff,c = α A+m (c) f B A+ √kc B
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 1b7b7e1c-5aac-4d24-865e-1781dd22e859 · outbound
Emergence of Frontier Superposition: M\"obius attractor and Cascade Supervision Unresolved cited work
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 36234f13-ca42-469a-b987-284e5452f2db · outbound
Emergence of Frontier Superposition: M\"obius attractor and Cascade Supervision Unresolved cited work
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation b204495f-7d87-4180-b6eb-281060744a26 · outbound
Emergence of Frontier Superposition: M\"obius attractor and Cascade Supervision This establishes adescent rate ˙V| Stage1 ≤ −κ AVat the saddle
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 91bc4f83-45b5-411d-b5fb-1365cf788714 · outbound
Emergence of Frontier Superposition: M\"obius attractor and Cascade Supervision This contributes a multiplicative factorR 2 c ≥poly(D) −2 to the descent rate
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation f888cc0a-71e2-4182-94fd-04f6de0c13b5 · outbound
Emergence of Frontier Superposition: M\"obius attractor and Cascade Supervision This contributes a final multiplicative factor Imin λ⊥ to the contraction near the Möbius variety
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
No inbound Pith citation observations are available.