Paper Citation Record · LEDGER

Scaling Laws for Behavioral Foundation Models over User Event Sequences

As of 13 August 2026, this Paper Citation Record lists 26 of 26 outbound references and 0 inbound Pith citation observations for arXiv:2606.05257.

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

pith.paper-citation-record.v1
2606.05257 v1

Coverage vector

measured 26 of 26 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-28T06:49:25.517510Z

measured 26 of 26 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+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

26 of 26 outbound references displayed

verified exact9
verified fuzzy0
unresolved16
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c19c42c1-2330-492d-89c0-2ad70d91fece · outbound

This paper cites Scaling Laws for Neural Language Models.

Scaling Laws for Behavioral Foundation Models over User Event Sequences Scaling Laws for Neural Language Models

Reference 1

Resolution: verified exact; local_arxiv, observed 2026-07-02T07:36:45.314055Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation a9bfde73-fce3-427f-8241-2e8ee69bc8f2 · outbound

This paper cites Training Compute-Optimal Large Language Models.

Scaling Laws for Behavioral Foundation Models over User Event Sequences Training Compute-Optimal Large Language Models

Reference 2

Resolution: verified exact; local_arxiv, observed 2026-07-02T07:36:45.311670Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation a1e2c026-95ba-48b1-972b-edf850d46fe0 · outbound

This paper cites Yang and E.

Scaling Laws for Behavioral Foundation Models over User Event Sequences Yang and E

Reference 3

Resolution: unresolved; no resolver link, observed 2026-06-28T06:49:25.517510Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fe677fed-a88f-42b9-9454-b017ca600da1 · outbound

This paper cites An Empirical Model of Large-Batch Training.

Scaling Laws for Behavioral Foundation Models over User Event Sequences An Empirical Model of Large-Batch Training

Reference 4

Resolution: verified exact; local_arxiv, observed 2026-07-02T07:36:45.316378Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 521f08b5-5a61-4193-8701-7cfe314ffcd6 · outbound

This paper cites Zhai et al.

Scaling Laws for Behavioral Foundation Models over User Event Sequences Zhai et al

Reference 5

Resolution: unresolved; no resolver link, observed 2026-06-28T06:49:25.517510Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8be474f2-9b3b-4445-aa5d-de162dfadd7c · outbound

This paper cites Wukong: Towards a Scaling Law for Large-Scale Recommendation.

Scaling Laws for Behavioral Foundation Models over User Event Sequences Wukong: Towards a Scaling Law for Large-Scale Recommendation

Reference 6

Resolution: verified exact; arxiv_id, observed 2026-07-02T07:36:45.308953Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 3a2aba71-4b66-406d-b134-4083bccad3e1 · outbound

This paper cites Understanding Scaling Laws for Recommendation Models.

Scaling Laws for Behavioral Foundation Models over User Event Sequences Understanding Scaling Laws for Recommendation Models

Reference 7

Resolution: verified exact; arxiv_id, observed 2026-07-02T07:36:45.306367Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation badfd40e-4265-475b-9bee-6337a7b3edfb · outbound

This paper cites an unresolved cited work.

Scaling Laws for Behavioral Foundation Models over User Event Sequences Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-06-28T06:49:25.517510Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fca31a67-d4e9-4f61-a4cd-5afb5e6b3dc6 · outbound

This paper cites Alayrac et al.

Scaling Laws for Behavioral Foundation Models over User Event Sequences Alayrac et al

Reference 9

Resolution: unresolved; no resolver link, observed 2026-06-28T06:49:25.517510Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c90b3da8-38f9-4099-a057-a3158f0fef64 · outbound

This paper cites an unresolved cited work.

Scaling Laws for Behavioral Foundation Models over User Event Sequences Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-06-28T06:49:25.517510Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f2df2736-713b-4b0d-820f-30633ef58634 · outbound

This paper cites Covington, J.

Scaling Laws for Behavioral Foundation Models over User Event Sequences Covington, J

Reference 11

Resolution: unresolved; no resolver link, observed 2026-06-28T06:49:25.517510Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 42de1872-9506-4fa2-b48a-0398ede16e66 · outbound

This paper cites Bengio and J.-S.

Scaling Laws for Behavioral Foundation Models over User Event Sequences Bengio and J.-S

Reference 12

Resolution: unresolved; no resolver link, observed 2026-06-28T06:49:25.517510Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f07c1c32-fd4e-465d-863a-f3006770c8c3 · outbound

This paper cites Foundation Model for Personalized Recommendation.

Scaling Laws for Behavioral Foundation Models over User Event Sequences Foundation Model for Personalized Recommendation

Reference 13

Resolution: unresolved; no resolver link, observed 2026-06-28T06:49:25.517510Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 75c3f26d-30f0-4cc4-a878-0acca0794e0f · outbound

This paper cites TREASURE: The Visa Payment Foundation Model for High-Volume Transaction Understanding.

Scaling Laws for Behavioral Foundation Models over User Event Sequences TREASURE: The Visa Payment Foundation Model for High-Volume Transaction Understanding

Reference 14

Resolution: verified exact; local_arxiv, observed 2026-07-02T07:36:45.307091Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation b1a8b572-7fe3-4abb-a074-917c5594379c · outbound

This paper cites Transactiongpt.arXiv preprint arXiv:2511.08939.

Scaling Laws for Behavioral Foundation Models over User Event Sequences Transactiongpt.arXiv preprint arXiv:2511.08939

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-07-02T07:36:45.318914Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 4583e121-2a40-431c-8e65-d51dac23c1d9 · outbound

This paper cites Kedia and the Stripe Machine Learning Team.

Scaling Laws for Behavioral Foundation Models over User Event Sequences Kedia and the Stripe Machine Learning Team

Reference 16

Resolution: unresolved; no resolver link, observed 2026-06-28T06:49:25.517510Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 11407ea4-312d-453e-9870-14c05e608613 · outbound

This paper cites PRAGMA: Revolut Foundation Model.

Scaling Laws for Behavioral Foundation Models over User Event Sequences PRAGMA: Revolut Foundation Model

Reference 17

Resolution: verified exact; local_arxiv, observed 2026-07-02T07:36:45.303688Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 3cc003f0-ae78-4b81-966a-9c99571fd62b · outbound

This paper cites Kawawa-Beaudan, D.

Scaling Laws for Behavioral Foundation Models over User Event Sequences Kawawa-Beaudan, D

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-07-02T07:36:45.297734Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 204010e3-dd6a-43ab-b1ac-f62a138d0fac · outbound

This paper cites Brüel Gabrielsson et al.

Scaling Laws for Behavioral Foundation Models over User Event Sequences Brüel Gabrielsson et al

Reference 19

Resolution: unresolved; no resolver link, observed 2026-06-28T06:49:25.517510Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0c977654-6143-4139-8884-c96deef121a7 · outbound

This paper cites Brüel Gabrielsson and V.

Scaling Laws for Behavioral Foundation Models over User Event Sequences Brüel Gabrielsson and V

Reference 20

Resolution: unresolved; no resolver link, observed 2026-06-28T06:49:25.517510Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b84346ec-883a-445e-b74e-d562f74cae7c · outbound

This paper cites Brüel Gabrielsson and V.

Scaling Laws for Behavioral Foundation Models over User Event Sequences Brüel Gabrielsson and V

Reference 21

Resolution: unresolved; no resolver link, observed 2026-06-28T06:49:25.517510Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c27ec243-d582-40e5-be8c-5b7ab4ab9bcf · outbound

This paper cites Brüel Gabrielsson et al.

Scaling Laws for Behavioral Foundation Models over User Event Sequences Brüel Gabrielsson et al

Reference 22

Resolution: unresolved; no resolver link, observed 2026-06-28T06:49:25.517510Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 24325171-7926-4c4b-aed3-26f3831ffbdd · outbound

This paper cites Järvelin and J.

Scaling Laws for Behavioral Foundation Models over User Event Sequences Järvelin and J

Reference 23

Resolution: unresolved; no resolver link, observed 2026-06-28T06:49:25.517510Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f1a5e17c-5146-4e90-acf6-a5823077946b · outbound

This paper cites an unresolved cited work.

Scaling Laws for Behavioral Foundation Models over User Event Sequences Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-06-28T06:49:25.517510Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1b2e376c-9d48-41d0-afdc-abf3ac3cc775 · outbound

This paper cites an unresolved cited work.

Scaling Laws for Behavioral Foundation Models over User Event Sequences Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-06-28T06:49:25.517510Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a6b8ed71-4c50-4587-8959-ec0db45c9303 · outbound

This paper cites loss” here and every ranking, coverage and entropy metric arefull-catalogue evaluationquantities, computed against the full ∼13.6M-item Stage-2 catalogue: “loss.

Scaling Laws for Behavioral Foundation Models over User Event Sequences loss” here and every ranking, coverage and entropy metric arefull-catalogue evaluationquantities, computed against the full ∼13.6M-item Stage-2 catalogue: “loss

Reference 26

Resolution: malformed identifier; arxiv_id, observed 2026-07-02T07:36:45.294643Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Pith citing papers

No inbound Pith citation observations are available.