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Paper Citation Record · LEDGER

TransAct V2: Lifelong User Action Sequence Modeling on Pinterest Recommendation

As of 18 August 2026, this Paper Citation Record lists 30 of 30 outbound references and 3 inbound Pith citation observations for arXiv:2506.02267.

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

pith.paper-citation-record.v1
2506.02267 v1

Coverage vector

measured 30 of 30 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T11:32:23.213548Z

measured 33 of 33 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-21T19:10:49.778620Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-21T19:14:19.480158Z

Reference resolution

30 of 30 outbound references displayed

  • verified exact2
  • verified fuzzy0
  • unresolved23
  • parse uncertain0
  • malformed identifier2
  • metadata mismatch3

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 3abdf907-7093-42c8-a756-ed4e6b2062f1 · outbound

This paper cites an unresolved cited work.

TransAct V2: Lifelong User Action Sequence Modeling on Pinterest Recommendation Unresolved cited work

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-07T11:32:19.844469Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:32:19.844469Z digest=sha256:79474f8be4372eb4d760cc328c60d1e037c42e645998322ff9bb6efc676f2595

Observation e88ee0f8-3d07-42c6-95f6-5a7f2b4387c4 · outbound

This paper cites an unresolved cited work.

TransAct V2: Lifelong User Action Sequence Modeling on Pinterest Recommendation Unresolved cited work

Reference 3

Resolution
metadata mismatch
raw_fallback, observed 2026-08-07T11:32:24.823133Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T11:32:20.050804Z digest=sha256:2be09bc5a564ed89f2c8416c19831446829336dd3deef26ba44dec3641d74b59

Observation 4f95e3f3-ed45-4640-8e77-e8942788b84c · outbound

This paper cites an unresolved cited work.

TransAct V2: Lifelong User Action Sequence Modeling on Pinterest Recommendation Unresolved cited work

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-07T11:32:20.168142Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:32:20.168142Z digest=sha256:602441658da73ab5b6943712892ea40ffd44a04a22241ea8dc8ac03aa7549899

Observation 22264d6a-98c9-4e5d-9f31-55b42e811b64 · outbound

This paper cites FlashAttention-2: Faster Attention with Better Parallelism and Work Partitioning.

TransAct V2: Lifelong User Action Sequence Modeling on Pinterest Recommendation FlashAttention-2: Faster Attention with Better Parallelism and Work Partitioning

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-07T11:32:20.394734Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:32:20.394734Z digest=sha256:3aded9024ded768c29a377fd8bc7d31cf193a10ba364a1af75197626c1b37656

Observation 5530769c-ac89-47f1-ba34-aa393fb5d6c3 · outbound

This paper cites an unresolved cited work.

TransAct V2: Lifelong User Action Sequence Modeling on Pinterest Recommendation Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:32:25.580116Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T11:32:20.669486Z digest=sha256:760834086603fa8983e65370f7091bf00343fe91b7aedda39c46b38af348cce3

Observation 63b52a2a-f552-4477-aa21-89f1646fa637 · outbound

This paper cites Liger Kernel: Efficient Triton Kernels for LLM Training.

TransAct V2: Lifelong User Action Sequence Modeling on Pinterest Recommendation Liger Kernel: Efficient Triton Kernels for LLM Training

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-07T11:32:20.893925Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:32:20.893925Z digest=sha256:0c8baf58e2ddd9a633f0db1f07f2cba876ed2516758fed1633aba5fb1c0b196a

Observation 3423bbdb-0ab0-4ccf-a46c-9a57ebedefa6 · outbound

This paper cites an unresolved cited work.

TransAct V2: Lifelong User Action Sequence Modeling on Pinterest Recommendation Unresolved cited work

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-07T11:32:21.116474Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:32:21.116474Z digest=sha256:c350929f1f7715497327bf40b984d2c1b3feb22cf34bc176f14755e82db54c88

Observation 181946d2-54d9-4fd9-9e47-5c07a121f0ff · outbound

This paper cites Improving feature interactions at Pinterest under industry constraints.

TransAct V2: Lifelong User Action Sequence Modeling on Pinterest Recommendation Improving feature interactions at Pinterest under industry constraints

Reference 11

Resolution
verified exact
local_arxiv, observed 2026-08-07T11:32:24.277288Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T11:32:21.257006Z digest=sha256:495a273d75fadf34cc4ebbbe15ae6eac7f5f8d8afe74937fdb037b8e254257ba

Observation 7b575aa0-c18e-49dc-8919-112a603f1c44 · outbound

This paper cites an unresolved cited work.

TransAct V2: Lifelong User Action Sequence Modeling on Pinterest Recommendation Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:32:25.434296Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T11:32:21.411164Z digest=sha256:2b40a53bc8285e14189dae59f1304d4bad6f3434fcad5471b648014f7b0722af

Observation 86da831e-6db9-4978-9db6-84c781a46184 · outbound

This paper cites an unresolved cited work.

TransAct V2: Lifelong User Action Sequence Modeling on Pinterest Recommendation Unresolved cited work

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-07T11:32:21.510224Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:32:21.510224Z digest=sha256:0d0d3245039c8b7290fff1e59411fe8d56408745c7650248a4bb32fe8af026e2

Observation 39b5fb34-37c1-47e4-8634-31ae95217c8f · outbound

This paper cites an unresolved cited work.

TransAct V2: Lifelong User Action Sequence Modeling on Pinterest Recommendation Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:32:25.322584Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T11:32:21.585490Z digest=sha256:0c3ec2815f3cf454598654052a14827dc783b22d48a3b1d65d412e42fad0dafc

Observation 042ad752-3424-4286-8666-9d0e572369bd · outbound

This paper cites an unresolved cited work.

TransAct V2: Lifelong User Action Sequence Modeling on Pinterest Recommendation Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:32:25.204546Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T11:32:21.683905Z digest=sha256:afd97210e0d02ae1fcf9b3b381a028d73e49baf5e601f90da31cf98b7143fedb

Observation ba838c3c-f1cc-42c4-b509-fa631338beb5 · outbound

This paper cites an unresolved cited work.

TransAct V2: Lifelong User Action Sequence Modeling on Pinterest Recommendation Unresolved cited work

Reference 16

Resolution
malformed identifier
no resolver link, observed 2026-08-07T11:32:21.796785Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:32:21.796785Z digest=sha256:cf47cc31a5acefd954a083b8420c20bb6dd5bd8ece2c0a69580b5ba1ed493b34

Observation 643622ba-c6d2-42da-98a4-a59551229b5a · outbound

This paper cites Self-attention Does Not Need $O(n^2)$ Memory.

TransAct V2: Lifelong User Action Sequence Modeling on Pinterest Recommendation Self-attention Does Not Need $O(n^2)$ Memory

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-07T11:32:21.904574Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:32:21.904574Z digest=sha256:d2a21e68de6c972ba71e75e7b7c6164b9b8b748f938cb72e1b12ddae3628f343

Observation b135a171-cf67-426c-b305-9156ecfd6f97 · outbound

This paper cites an unresolved cited work.

TransAct V2: Lifelong User Action Sequence Modeling on Pinterest Recommendation Unresolved cited work

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-07T11:32:22.023608Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:32:22.023608Z digest=sha256:28cef3a258d2a0634f76201c6d589ee00eab8bf2944c8cc8a58476e76399d276

Observation 549de1e6-2b5b-45e4-9c03-32c4050157d7 · outbound

This paper cites an unresolved cited work.

TransAct V2: Lifelong User Action Sequence Modeling on Pinterest Recommendation Unresolved cited work

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-07T11:32:22.123207Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:32:22.123207Z digest=sha256:bca10739a76fff6003a78fdb1d671279730b9507adc499f278aada67e8f44009

Observation 8053c4f9-a6b4-4f01-b035-aaedc7ccb114 · outbound

This paper cites an unresolved cited work.

TransAct V2: Lifelong User Action Sequence Modeling on Pinterest Recommendation Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:32:25.066787Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T11:32:22.303019Z digest=sha256:053188c6de4bf2422c0acbcc39994678f0f98512ed4b90be11a197727fb5b8e9

Observation ecc92f47-c7ad-4bcd-a06e-d886d58151cd · outbound

This paper cites an unresolved cited work.

TransAct V2: Lifelong User Action Sequence Modeling on Pinterest Recommendation Unresolved cited work

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-07T11:32:22.390720Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:32:22.390720Z digest=sha256:b7340e71c139131dc23a7d66efe3293bff2dbfc96c2ce52e5cf32aaab7801bce

Observation a17335c8-ff77-476c-84c6-fa7a2b9b96be · outbound

This paper cites Beyond Item Dissimilarities: Diversifying by Intent in Recommender Systems.

TransAct V2: Lifelong User Action Sequence Modeling on Pinterest Recommendation Beyond Item Dissimilarities: Diversifying by Intent in Recommender Systems

Reference 22

Resolution
metadata mismatch
local_arxiv, observed 2026-08-07T11:32:23.911187Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T11:32:22.481502Z digest=sha256:61a8508ae44b08ca442be893a5b03c2f5eb2f3795c908a0da0ecd60765805368

Observation 637881d9-79f9-4776-90cd-dca4f38b50dd · outbound

This paper cites Cut Your Losses in Large-Vocabulary Language Models.

TransAct V2: Lifelong User Action Sequence Modeling on Pinterest Recommendation Cut Your Losses in Large-Vocabulary Language Models

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-07T11:32:22.566619Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:32:22.566619Z digest=sha256:ce3386fa9aac26009a513f3d2837f83d784607649786784f6612e6606961b1e3

Observation a9c3f0a3-0e98-4d83-b76b-eab90455447f · outbound

This paper cites Chi, and Jennifer Gillenwater.

TransAct V2: Lifelong User Action Sequence Modeling on Pinterest Recommendation Chi, and Jennifer Gillenwater

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-07T11:32:22.650260Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:32:22.650260Z digest=sha256:8e9f9c8c3c99ddac9897d7f2468010735d7d8c79f971dc3beadd86b2c03f4627

Observation e4b009e1-9d6a-4a01-8ac6-3659ad0eb6d8 · outbound

This paper cites an unresolved cited work.

TransAct V2: Lifelong User Action Sequence Modeling on Pinterest Recommendation Unresolved cited work

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-07T11:32:22.761891Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:32:22.761891Z digest=sha256:f4c5bb9ef35c9f985f3e3cc3d13f17d8b940a39e10fc8d77a20e679811a2faf0

Observation e1b3803d-2a36-4779-858c-d8c0c8a3cf65 · outbound

This paper cites an unresolved cited work.

TransAct V2: Lifelong User Action Sequence Modeling on Pinterest Recommendation Unresolved cited work

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-07T11:32:22.854556Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:32:22.854556Z digest=sha256:bf4162fff15b230da65dd0b795586014216c19ffb612fcedfec37ea92287063f

Observation 81eaf4d6-e822-4628-b101-b65133344338 · outbound

This paper cites an unresolved cited work.

TransAct V2: Lifelong User Action Sequence Modeling on Pinterest Recommendation Unresolved cited work

Reference 27

Resolution
malformed identifier
no resolver link, observed 2026-08-07T11:32:22.943047Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:32:22.943047Z digest=sha256:bc40d21c1d56006301654cfdf7a0817ffc43e0941a1c09e279a70629fff1892f

Observation eeaf368a-d47e-4713-a1e9-f9a2c1989e08 · outbound

This paper cites Trinity: Syncretizing Multi-/Long-tail/Long-term Interests All in One.

TransAct V2: Lifelong User Action Sequence Modeling on Pinterest Recommendation Trinity: Syncretizing Multi-/Long-tail/Long-term Interests All in One

Reference 28

Resolution
verified exact
local_arxiv, observed 2026-08-07T11:32:23.544343Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T11:32:23.043797Z digest=sha256:1adb06af8f3a417264160bee1d909259f0db6481d1d25a0c654d3e754f4c376b

Observation a423dd55-3e8f-4951-abc6-5bf80fa4e583 · outbound

This paper cites Hamilton, and Jure Leskovec.

TransAct V2: Lifelong User Action Sequence Modeling on Pinterest Recommendation Hamilton, and Jure Leskovec

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-07T11:32:23.131285Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:32:23.131285Z digest=sha256:2f07a4c147865d2b9532038b8cbf474a923fa5b505811c3bc3f6e53d870e8d75

Observation eacb0ca7-0d18-4735-bd55-36ec5fcf618d · outbound

This paper cites Actions Speak Louder than Words: Trillion-Parameter Sequential Transducers for Generative Recommendations.

TransAct V2: Lifelong User Action Sequence Modeling on Pinterest Recommendation Actions Speak Louder than Words: Trillion-Parameter Sequential Transducers for Generative Recommendations

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-07T11:32:23.213548Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:32:23.213548Z digest=sha256:a0814200eb47c69fde69631ecc508fe1bc649d1e67008a1f2ac7789c507ccc7f

Observation e1eb0937-d8aa-4cf4-a8c8-e643d172ddd5 · outbound

This paper cites InProceedings of the 1st workshop on deep learning for recommender systems.

TransAct V2: Lifelong User Action Sequence Modeling on Pinterest Recommendation InProceedings of the 1st workshop on deep learning for recommender systems

Reference 2016

Resolution
unresolved
no resolver link, observed 2026-08-07T11:32:20.286227Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:32:20.286227Z digest=sha256:a30ce1a08a1a70e6d54bc415d11d9db3bd364eff0b95d4956e1eb8c7d461605f

Observation fda3c63e-f560-42c0-ac28-fad992cd6346 · outbound

This paper cites BERT4Rec: Sequential Recommendation with Bidirectional Encoder Representations from Transformer.

TransAct V2: Lifelong User Action Sequence Modeling on Pinterest Recommendation BERT4Rec: Sequential Recommendation with Bidirectional Encoder Representations from Transformer

Reference 2019

Resolution
unresolved
no resolver link, observed 2026-08-07T11:32:22.236898Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:32:22.236898Z digest=sha256:d478ae316c7eb141170deee7e5e88169e25db365128b657d7b9ec3744b4014c0

Observation fd39780c-9a8d-4a3a-a740-6798d83d6dd5 · outbound

This paper cites Efficient user history modeling with amortized inference for deep learning recommendation models.

TransAct V2: Lifelong User Action Sequence Modeling on Pinterest Recommendation Efficient user history modeling with amortized inference for deep learning recommendation models

Reference 2024

Resolution
metadata mismatch
local_arxiv, observed 2026-08-07T11:32:24.484365Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T11:32:20.780702Z digest=sha256:d60653ba29579eaf7049f99d8d2b6f8eda84b75e509adffd12fd2c5d463e7d0b

Pith citing papers

Observation 9d030b0c-45d2-4337-80a5-2a147eaf4931 · inbound

Make It Long, Keep It Fast: End-to-End 10K Long User Behavior Sequence Modeling for Billion-Scale Douyin Recommendation cites this paper.

Make It Long, Keep It Fast: End-to-End 10K Long User Behavior Sequence Modeling for Billion-Scale Douyin Recommendation TransAct V2: Lifelong User Action Sequence Modeling on Pinterest Recommendation

Reference 39

Resolution
verified exact
arxiv_id, observed 2026-05-17T23:30:29.320681Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-17T23:28:12.790366Z digest=sha256:e3f75c0e410bb9f00563081d766c7fd436bc9d68491ac314c9f4c9569f521d1f

Observation 2cc2311c-63e2-4e1e-8a1f-2aa126d76828 · inbound

Make It Long, Keep It Fast: End-to-End 10K Long User Behavior Sequence Modeling for Billion-Scale Douyin Recommendation cites this paper.

Make It Long, Keep It Fast: End-to-End 10K Long User Behavior Sequence Modeling for Billion-Scale Douyin Recommendation TransAct V2: Lifelong User Action Sequence Modeling on Pinterest Recommendation

Reference 39

Resolution
verified exact
arxiv_id, observed 2026-05-21T19:14:19.481941Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-21T19:10:49.778620Z digest=sha256:facaf7edaaf37286eac71a02af68139ff1244515ca107101c21145a6533eac4d

Observation 9a33b686-2583-479c-9c0c-64c00c33b591 · inbound

PRAGMA: Revolut Foundation Model cites this paper.

PRAGMA: Revolut Foundation Model TransAct V2: Lifelong User Action Sequence Modeling on Pinterest Recommendation

Reference 17

Resolution
verified exact
arxiv_id, observed 2026-05-11T06:30:59.085308Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-10T17:37:04.381074Z digest=sha256:488d9db9cec7c54176ed894c0bf35eb846b72cb1dc0642fd7342d0921148dc71