Paper Citation Record · LEDGER

Adapting, Fast and Slow: On Few-Shot Transportability of Compositions

As of 9 August 2026, this Paper Citation Record lists 15 of 15 outbound references and 0 inbound Pith citation observations for arXiv:2512.22777.

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

pith.paper-citation-record.v1
2512.22777 v2

Coverage vector

measured 15 of 15 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-03T13:56:16.664402Z

measured 15 of 15 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

15 of 15 outbound references displayed

verified exact0
verified fuzzy0
unresolved15
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 747fcdd2-2388-4ad2-ba23-c9cb3cf4b140 · outbound

This paper cites an unresolved cited work.

Adapting, Fast and Slow: On Few-Shot Transportability of Compositions Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-03T13:56:16.608700Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation db3035db-a042-4fa6-b134-c0e3461937e7 · outbound

This paper cites an unresolved cited work.

Adapting, Fast and Slow: On Few-Shot Transportability of Compositions Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-03T13:56:16.613038Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1c18f14e-c43b-48e4-b1dc-d16369530e11 · outbound

This paper cites an unresolved cited work.

Adapting, Fast and Slow: On Few-Shot Transportability of Compositions Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-03T13:56:16.617303Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b1404e1f-6b90-4bfb-9d1d-3890be5964c5 · outbound

This paper cites XÐU X‘U XY YÐpX‘U XYq‘U Y M2 : $ ’’’’’& ’’’’’% P 2pUq: $ & % UX„Bernp0.9q UY „Bernp0.05q UXY „Bernp0.95q F 2 :.

Adapting, Fast and Slow: On Few-Shot Transportability of Compositions XÐU X‘U XY YÐpX‘U XYq‘U Y M2 : $ ’’’’’& ’’’’’% P 2pUq: $ & % UX„Bernp0.9q UY „Bernp0.05q UXY „Bernp0.95q F 2 :

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-03T13:56:16.621680Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 699f312d-e245-4016-b8f7-b58f3edc9980 · outbound

This paper cites an unresolved cited work.

Adapting, Fast and Slow: On Few-Shot Transportability of Compositions Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-03T13:56:16.626679Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e5f38546-816c-407d-9784-3ecc43fe3ea4 · outbound

This paper cites an unresolved cited work.

Adapting, Fast and Slow: On Few-Shot Transportability of Compositions Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-03T13:56:16.630934Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c5f11119-4e47-4cd8-9bfd-606938ab92fa · outbound

This paper cites an unresolved cited work.

Adapting, Fast and Slow: On Few-Shot Transportability of Compositions Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-03T13:56:16.635019Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation daf1cab3-01c9-488a-b55f-c807ba8c90e3 · outbound

This paper cites an unresolved cited work.

Adapting, Fast and Slow: On Few-Shot Transportability of Compositions Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-03T13:56:16.639684Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d8d75116-3f75-4524-a469-2531b6184e7e · outbound

This paper cites Thechoice of operation is contextual based on the token’s embedding, but themeaningof each operation is universal across domains.

Adapting, Fast and Slow: On Few-Shot Transportability of Compositions Thechoice of operation is contextual based on the token’s embedding, but themeaningof each operation is universal across domains

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-03T13:56:16.643996Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 86169b92-c275-4642-b300-43185043a947 · outbound

This paper cites Output: For each domain j, a list of C attention weight matrices pB, T, Tqrepresenting parent selection distributions.

Adapting, Fast and Slow: On Few-Shot Transportability of Compositions Output: For each domain j, a list of C attention weight matrices pB, T, Tqrepresenting parent selection distributions

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-03T13:56:16.648089Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d4406230-42e8-4ccd-a3d4-a5bdf78f5073 · outbound

This paper cites an unresolved cited work.

Adapting, Fast and Slow: On Few-Shot Transportability of Compositions Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-03T13:56:16.652088Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3be4b152-335a-4918-8171-ada218bb488d · outbound

This paper cites , C´1u: WeightedParentValueh,p“A j,hr:, p,:s¨sequences_onehot (95) wherejis the domain of positioni.

Adapting, Fast and Slow: On Few-Shot Transportability of Compositions , C´1u: WeightedParentValueh,p“A j,hr:, p,:s¨sequences_onehot (95) wherejis the domain of positioni

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-03T13:56:16.655988Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7993fa7a-3e42-45de-8196-539f54d928cb · outbound

This paper cites an unresolved cited work.

Adapting, Fast and Slow: On Few-Shot Transportability of Compositions Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-03T13:56:16.660094Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9e75713d-47dd-4287-9064-85dd4dc21f19 · outbound

This paper cites an unresolved cited work.

Adapting, Fast and Slow: On Few-Shot Transportability of Compositions Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-03T13:56:16.664402Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eda614e7-9455-46ed-9f0f-9fecfe6c4d0c · outbound

This paper cites Adaptive Sample Aggregation In Transfer Learning.

Adapting, Fast and Slow: On Few-Shot Transportability of Compositions Adaptive Sample Aggregation In Transfer Learning

Reference 2007

Resolution: unresolved; no resolver link, observed 2026-08-03T13:56:16.602433Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.