Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-03T06:08:13.135775Z
Paper Citation Record · LEDGER
As of 20 August 2026, this Paper Citation Record lists 18 of 18 outbound references and 1 inbound Pith citation observation for arXiv:2602.00797.
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 2026-08-03T06:08:13.135775Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-01T07:15:37.491423Z
A source-named dated measurement, never combined with another source.
Source: cited_works
18 of 18 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 10386e0b-7499-40cd-a17c-38a4f3a59e1a · outbound
Zero-Flow Encoders The scale of the cropped area is sampled uniformly from the range[0.8,1.0]of the original image area
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fcdaf64e-7bb2-4ffd-b4dc-d9b64aeaa385 · outbound
Zero-Flow Encoders Unresolved cited work
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 88b6ea10-b0de-488d-8af0-73423a81ac20 · outbound
Zero-Flow Encoders Each block consists of a convolution 20 Zero-Flow Encoders Figure 11.The neural network architecture for the representation learning Section 6.2
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 56b7e345-cb4a-4b12-ae12-e4738475ee6c · outbound
Zero-Flow Encoders Unresolved cited work
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5453c58d-4371-44b4-84d2-ec5c871a5a01 · outbound
Zero-Flow Encoders A fully connected (linear) layer projects this vector to the final latent dimensionL
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6396819b-bc14-46b1-827c-f7120b8765cb · outbound
Zero-Flow Encoders Unresolved cited work
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d02a05e1-eb64-4a62-869e-b73762f59b68 · outbound
Zero-Flow Encoders Unresolved cited work
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e021b4d7-0e71-477a-b7e2-9da12548b127 · outbound
Zero-Flow Encoders Unresolved cited work
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fee4680f-27b6-40f0-a882-1dc7f1fe613f · outbound
Zero-Flow Encoders 3.Encoder Input:The visible patch tokens are concatenated with a learnable class token and passed to the encoder
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a9a42e27-5f4d-4341-b705-b91cda2d83f6 · outbound
Zero-Flow Encoders These embeddings are implemented as learnable absolute positional embeddings and are jointly optimized with the encoder parameters
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 554eeef6-0c34-470d-a7f2-944b879f5daf · outbound
Zero-Flow Encoders Unresolved cited work
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation adfefa06-8b38-44f0-a4a9-f4ebca3a6e7a · outbound
Zero-Flow Encoders Layer normalization is applied to the encoder output
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2f88f072-e057-4ff5-9e6f-cccd73268d3d · outbound
Zero-Flow Encoders These representations are then linearly projected from the encoder embedding dimension De to a lower-dimensional decoder embedding space with dimension Dd = 128
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 88a151f5-f2a2-455d-869a-d86454b2cfa3 · outbound
Zero-Flow Encoders Unresolved cited work
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8871a2be-3b90-4a2e-ad6a-b1ae71c83c12 · outbound
Zero-Flow Encoders These embeddings are optimized jointly with the decoder parameters
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 62741827-f469-4607-afdb-7d8d43b8dc6e · outbound
Zero-Flow Encoders All encoder parameters are frozen
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation baa9ce47-2abe-4bf3-b505-a6abee20f055 · outbound
Zero-Flow Encoders Unresolved cited work
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3be47a10-bc96-402a-a38d-8ffd80dec4ea · outbound
Zero-Flow Encoders Classification accuracy on this test set is reported as the linear probing performance
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 326c2948-cea5-4e72-8183-8891a7ae882e · inbound
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.