Paper Citation Record · LEDGER

Forecasting Clicks in Digital Advertising: Multimodal Inputs and Interpretable Outputs

As of 7 August 2026, this Paper Citation Record lists 22 of 22 outbound references and 0 inbound Pith citation observations for arXiv:2509.09683.

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

pith.paper-citation-record.v1
2509.09683 v1

Coverage vector

measured 22 of 22 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T20:01:35.410267Z

measured 22 of 22 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+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

22 of 22 outbound references displayed

verified exact0
verified fuzzy1
unresolved21
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 8c83d55e-91b3-4c3c-9df6-d36a0a2eb28e · outbound

This paper cites Unsupervised Cross-lingual Representation Learning at Scale.

Forecasting Clicks in Digital Advertising: Multimodal Inputs and Interpretable Outputs Unsupervised Cross-lingual Representation Learning at Scale

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-05T20:01:33.790662Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0388bb65-2c72-4000-a150-a5222f2d0249 · outbound

This paper cites an unresolved cited work.

Forecasting Clicks in Digital Advertising: Multimodal Inputs and Interpretable Outputs Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:01:37.022494Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation cc8558ac-b28d-4302-be03-02d69b6b4050 · outbound

This paper cites an unresolved cited work.

Forecasting Clicks in Digital Advertising: Multimodal Inputs and Interpretable Outputs Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-05T20:01:33.919438Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a76daa9e-21e0-47c2-b63e-0e8516480b87 · outbound

This paper cites an unresolved cited work.

Forecasting Clicks in Digital Advertising: Multimodal Inputs and Interpretable Outputs Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:01:36.804274Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 5353457a-5be9-4d62-ad80-815f284d66b4 · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

Forecasting Clicks in Digital Advertising: Multimodal Inputs and Interpretable Outputs DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-05T20:01:34.067532Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e2070bf0-25ba-40f0-aa20-22e68e569ee4 · outbound

This paper cites DeepFM: A Factorization-Machine based Neural Network for CTR Prediction.

Forecasting Clicks in Digital Advertising: Multimodal Inputs and Interpretable Outputs DeepFM: A Factorization-Machine based Neural Network for CTR Prediction

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-05T20:01:34.157888Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5de83325-52c6-4597-b5c7-81861fe70698 · outbound

This paper cites an unresolved cited work.

Forecasting Clicks in Digital Advertising: Multimodal Inputs and Interpretable Outputs Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:01:36.627923Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 67bfc4d7-5a10-4911-a9c9-84e2fa04490e · outbound

This paper cites an unresolved cited work.

Forecasting Clicks in Digital Advertising: Multimodal Inputs and Interpretable Outputs Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:01:36.398866Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation f9e53373-cfda-4ba6-aad3-d70edd3611b3 · outbound

This paper cites an unresolved cited work.

Forecasting Clicks in Digital Advertising: Multimodal Inputs and Interpretable Outputs Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-05T20:01:34.365637Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 774b584c-1d8a-482c-aef9-3b3550c429a3 · outbound

This paper cites LSTPrompt: Large Language Models as Zero-Shot Time Series Forecasters by Long-Short-Term Prompting.

Forecasting Clicks in Digital Advertising: Multimodal Inputs and Interpretable Outputs LSTPrompt: Large Language Models as Zero-Shot Time Series Forecasters by Long-Short-Term Prompting

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-05T20:01:34.426781Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 61d8791a-fb4b-4f87-85a4-5cda8ec006fd · outbound

This paper cites iTransformer: Inverted Transformers Are Effective for Time Series Forecasting.

Forecasting Clicks in Digital Advertising: Multimodal Inputs and Interpretable Outputs iTransformer: Inverted Transformers Are Effective for Time Series Forecasting

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-05T20:01:34.512924Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7fec846c-05d2-4d50-b696-380812b3064b · outbound

This paper cites an unresolved cited work.

Forecasting Clicks in Digital Advertising: Multimodal Inputs and Interpretable Outputs Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:01:36.202447Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation a4837b07-d554-4185-9cb7-5c6fded08735 · outbound

This paper cites an unresolved cited work.

Forecasting Clicks in Digital Advertising: Multimodal Inputs and Interpretable Outputs Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:01:35.941026Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation aa3ce0e3-20d7-443f-ab63-3e27ba087b45 · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

Forecasting Clicks in Digital Advertising: Multimodal Inputs and Interpretable Outputs DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-05T20:01:34.886565Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f7149f68-d4bb-4713-b52e-b597a54243a6 · outbound

This paper cites HybridFlow: A Flexible and Efficient RLHF Framework.

Forecasting Clicks in Digital Advertising: Multimodal Inputs and Interpretable Outputs HybridFlow: A Flexible and Efficient RLHF Framework

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-05T20:01:34.948901Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 95da8d7f-606d-43ef-aaa5-3008a5b3e7b1 · outbound

This paper cites an unresolved cited work.

Forecasting Clicks in Digital Advertising: Multimodal Inputs and Interpretable Outputs Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-05T20:01:35.016230Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f04bdcc1-783f-4606-ace6-31fd35ce58fe · outbound

This paper cites an unresolved cited work.

Forecasting Clicks in Digital Advertising: Multimodal Inputs and Interpretable Outputs Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-05T20:01:35.107800Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3218b9bb-54f8-4f4d-97db-6d9e49476ee2 · outbound

This paper cites an unresolved cited work.

Forecasting Clicks in Digital Advertising: Multimodal Inputs and Interpretable Outputs Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-05T20:01:35.208690Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 08a25f5e-0634-451e-96ba-c3b2a9495979 · outbound

This paper cites an unresolved cited work.

Forecasting Clicks in Digital Advertising: Multimodal Inputs and Interpretable Outputs Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-05T20:01:35.263641Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7d7ed474-8cc1-4633-82bd-5ba67b90a220 · outbound

This paper cites an unresolved cited work.

Forecasting Clicks in Digital Advertising: Multimodal Inputs and Interpretable Outputs Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-05T20:01:35.344305Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0927bed6-5ac5-4089-99a5-0810d0dca48a · outbound

This paper cites an unresolved cited work.

Forecasting Clicks in Digital Advertising: Multimodal Inputs and Interpretable Outputs Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:01:35.730980Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation f6348078-1671-46b3-bd14-6cbc9b8f66c2 · outbound

This paper cites https://github.com/Jiayi-Pan/TinyZero.

Forecasting Clicks in Digital Advertising: Multimodal Inputs and Interpretable Outputs https://github.com/Jiayi-Pan/TinyZero

Reference 2025

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:01:36.059412Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Pith citing papers

No inbound Pith citation observations are available.