Paper Citation Record · LEDGER

Deep Research is the New Analytics System: Towards Building the Runtime for AI-Driven Analytics

As of 7 August 2026, this Paper Citation Record lists 32 of 32 outbound references and 2 inbound Pith citation observations for arXiv:2509.02751.

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

pith.paper-citation-record.v1
2509.02751 v1

Coverage vector

measured 32 of 32 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T11:30:02.319006Z

measured 34 of 34 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-30T11:40:16.356270Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-10T11:15:10.434807Z

Reference resolution

32 of 32 outbound references displayed

verified exact2
verified fuzzy4
unresolved20
parse uncertain0
malformed identifier0
metadata mismatch6

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 97b29040-22b8-4ff4-9bca-0c8122fca41c · outbound

This paper cites Shah, Benjamin Sowell, Dan Tecuci, Vinayak Thapliyal, and Matt Welsh.

Deep Research is the New Analytics System: Towards Building the Runtime for AI-Driven Analytics Shah, Benjamin Sowell, Dan Tecuci, Vinayak Thapliyal, and Matt Welsh

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:30:03.466491Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation e3f92286-39f6-4584-9dd2-1d56458506bb · outbound

This paper cites Anderson, Michael J.

Deep Research is the New Analytics System: Towards Building the Runtime for AI-Driven Analytics Anderson, Michael J

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:30:03.451542Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation e1b2b861-71bf-4c42-804c-0168bf89040c · outbound

This paper cites an unresolved cited work.

Deep Research is the New Analytics System: Towards Building the Runtime for AI-Driven Analytics Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-05T11:30:03.421759Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation a1412a14-fc83-4d69-bc19-623e9459500e · outbound

This paper cites Why Do Multi-Agent LLM Systems Fail?.

Deep Research is the New Analytics System: Towards Building the Runtime for AI-Driven Analytics Why Do Multi-Agent LLM Systems Fail?

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-05T11:30:02.202587Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ade5a207-c4a4-430d-8b77-f2ae0fbc7b10 · outbound

This paper cites Chaudhuri, R.

Deep Research is the New Analytics System: Towards Building the Runtime for AI-Driven Analytics Chaudhuri, R

Reference 5

Resolution: metadata mismatch; raw_fallback, observed 2026-08-05T11:30:03.213974Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation d42f0350-1b85-40a6-9292-be9da4d683cd · outbound

This paper cites an unresolved cited work.

Deep Research is the New Analytics System: Towards Building the Runtime for AI-Driven Analytics Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-05T11:30:03.406176Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 2e18a96c-59a7-49d1-97d6-a14e84cb9ef0 · outbound

This paper cites Lee, Ashish Motivala, Abdul Q.

Deep Research is the New Analytics System: Towards Building the Runtime for AI-Driven Analytics Lee, Ashish Motivala, Abdul Q

Reference 7

Resolution: metadata mismatch; raw_fallback, observed 2026-08-05T11:30:03.129421Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 15d32100-08e2-45d9-afb4-f93da3a0a298 · outbound

This paper cites an unresolved cited work.

Deep Research is the New Analytics System: Towards Building the Runtime for AI-Driven Analytics Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-05T11:30:03.391368Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation ca662c5d-5d59-4e5f-806e-af7bf3c5f14c · outbound

This paper cites an unresolved cited work.

Deep Research is the New Analytics System: Towards Building the Runtime for AI-Driven Analytics Unresolved cited work

Reference 9

Resolution: metadata mismatch; raw_fallback, observed 2026-08-05T11:30:03.033345Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation acaa0606-e5b7-490d-8195-80ba50d5cc0f · outbound

This paper cites an unresolved cited work.

Deep Research is the New Analytics System: Towards Building the Runtime for AI-Driven Analytics Unresolved cited work

Reference 10

Resolution: metadata mismatch; raw_fallback, observed 2026-08-05T11:30:02.962786Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 93cc8a01-a958-4f2c-9b5a-50effcb4785c · outbound

This paper cites an unresolved cited work.

Deep Research is the New Analytics System: Towards Building the Runtime for AI-Driven Analytics Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-05T11:30:02.229832Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4b433b84-7828-48e2-8a27-ecfe2b6399e7 · outbound

This paper cites an unresolved cited work.

Deep Research is the New Analytics System: Towards Building the Runtime for AI-Driven Analytics Unresolved cited work

Reference 12

Resolution: verified exact; doi, observed 2026-08-05T11:30:02.363458Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation bcd6531d-6b12-4237-998e-70afbdb58de1 · outbound

This paper cites Zabreyko, Chenning Li, Ferdi Kossmann, Jialin Ding, Jun Chen, Markos Markakis, Matthew Russo, Weiyang Wang, Ziniu Wu, Michael J.

Deep Research is the New Analytics System: Towards Building the Runtime for AI-Driven Analytics Zabreyko, Chenning Li, Ferdi Kossmann, Jialin Ding, Jun Chen, Markos Markakis, Matthew Russo, Weiyang Wang, Ziniu Wu, Michael J

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-05T11:30:02.238458Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 72736bb8-3792-4a37-b409-d54b69933eff · outbound

This paper cites an unresolved cited work.

Deep Research is the New Analytics System: Towards Building the Runtime for AI-Driven Analytics Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-05T11:30:03.376787Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 350531af-ce84-4e7b-8196-79ee49deb09d · outbound

This paper cites an unresolved cited work.

Deep Research is the New Analytics System: Towards Building the Runtime for AI-Driven Analytics Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-05T11:30:02.245610Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 25c665b5-4cde-4a06-9b6d-ff478b8db829 · outbound

This paper cites an unresolved cited work.

Deep Research is the New Analytics System: Towards Building the Runtime for AI-Driven Analytics Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-05T11:30:03.352290Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 15be4598-c9b2-4a41-8c7c-fd0e069a31c3 · outbound

This paper cites an unresolved cited work.

Deep Research is the New Analytics System: Towards Building the Runtime for AI-Driven Analytics Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-05T11:30:03.337275Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 7524453b-306d-4f96-8235-b26fc6b32bd2 · outbound

This paper cites Semantic Operators: A Declarative Model for Rich, AI-based Data Processing.

Deep Research is the New Analytics System: Towards Building the Runtime for AI-Driven Analytics Semantic Operators: A Declarative Model for Rich, AI-based Data Processing

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-05T11:30:02.257828Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 42942979-bcfd-4db6-9310-f23d7d639ed0 · outbound

This paper cites an unresolved cited work.

Deep Research is the New Analytics System: Towards Building the Runtime for AI-Driven Analytics Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-05T11:30:03.321886Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation e8630630-263e-4a10-8cd7-81ec6ac6d35f · outbound

This paper cites an unresolved cited work.

Deep Research is the New Analytics System: Towards Building the Runtime for AI-Driven Analytics Unresolved cited work

Reference 20

Resolution: metadata mismatch; raw_fallback, observed 2026-08-05T11:30:02.702876Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 2cc82d9c-585c-49b9-8862-5339e9270ec1 · outbound

This paper cites an unresolved cited work.

Deep Research is the New Analytics System: Towards Building the Runtime for AI-Driven Analytics Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-05T11:30:03.306510Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation b7f22e8a-9169-4828-a8a9-f5016b2f73a9 · outbound

This paper cites an unresolved cited work.

Deep Research is the New Analytics System: Towards Building the Runtime for AI-Driven Analytics Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-05T11:30:02.280431Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e2162d58-09ad-4406-aed3-0a5990a72753 · outbound

This paper cites an unresolved cited work.

Deep Research is the New Analytics System: Towards Building the Runtime for AI-Driven Analytics Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-05T11:30:02.285162Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2cd62b24-404c-40f3-84e2-488d8f3a45f6 · outbound

This paper cites DocETL: Agentic Query Rewriting and Evaluation for Complex Document Processing.

Deep Research is the New Analytics System: Towards Building the Runtime for AI-Driven Analytics DocETL: Agentic Query Rewriting and Evaluation for Complex Document Processing

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-05T11:30:02.289675Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6a18ea26-5a32-49b9-91a1-366979ed1583 · outbound

This paper cites an unresolved cited work.

Deep Research is the New Analytics System: Towards Building the Runtime for AI-Driven Analytics Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-05T11:30:03.290797Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 55fc88fe-4253-4705-a723-cdbadd1120f9 · outbound

This paper cites an unresolved cited work.

Deep Research is the New Analytics System: Towards Building the Runtime for AI-Driven Analytics Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-05T11:30:03.276209Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 6acc6ca9-5b49-47b1-a489-3b5e91815c32 · outbound

This paper cites Abadi, Adam Batkin, Xuedong Chen, Mitch Cherniack, Miguel Ferreira, Edmond Lau, Amerson Lin, Sam Madden, Elizabeth O’Neil, Pat O’Neil, Alex Rasin, Nga Tran, and Stan Zdonik.

Deep Research is the New Analytics System: Towards Building the Runtime for AI-Driven Analytics Abadi, Adam Batkin, Xuedong Chen, Mitch Cherniack, Miguel Ferreira, Edmond Lau, Amerson Lin, Sam Madden, Elizabeth O’Neil, Pat O’Neil, Alex Rasin, Nga Tran, and Stan Zdonik

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:30:03.260619Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation f1739f69-2ca6-4f6a-a13e-b5fc8b7a4e29 · outbound

This paper cites CAESURA: Language Models as Multi-Modal Query Planners.

Deep Research is the New Analytics System: Towards Building the Runtime for AI-Driven Analytics CAESURA: Language Models as Multi-Modal Query Planners

Reference 28

Resolution: verified exact; local_arxiv, observed 2026-08-05T11:30:02.397662Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation ac97adb2-444d-471e-9615-580cae2e2e0f · outbound

This paper cites an unresolved cited work.

Deep Research is the New Analytics System: Towards Building the Runtime for AI-Driven Analytics Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-05T11:30:03.244698Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 403bab14-b320-418e-8c40-0c84715ee33a · outbound

This paper cites SGLang: Efficient Execution of Structured Language Model Programs.

Deep Research is the New Analytics System: Towards Building the Runtime for AI-Driven Analytics SGLang: Efficient Execution of Structured Language Model Programs

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-05T11:30:02.319006Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1aaebf9f-5205-4218-b008-3eda4a31f4a1 · outbound

This paper cites 2019 IEEE 35th International Conference on Data Engineering (ICDE) (2018), 1466–1477.

Deep Research is the New Analytics System: Towards Building the Runtime for AI-Driven Analytics 2019 IEEE 35th International Conference on Data Engineering (ICDE) (2018), 1466–1477

Reference 2018

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:30:03.436838Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 0e23f208-48bb-4c2a-8030-f7b232cc041f · outbound

This paper cites an unresolved cited work.

Deep Research is the New Analytics System: Towards Building the Runtime for AI-Driven Analytics Unresolved cited work

Reference 2023

Resolution: metadata mismatch; raw_fallback, observed 2026-08-05T11:30:02.623419Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Pith citing papers

Observation b3da7d8d-8b7a-4dec-a823-da0565e9040b · inbound

Agent-Aided Design for Dynamic CAD Models cites this paper.

Agent-Aided Design for Dynamic CAD Models Deep Research is the New Analytics System: Towards Building the Runtime for AI-Driven Analytics

Reference 27

Resolution: verified exact; arxiv_id, observed 2026-05-10T11:15:10.437068Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation c878c0d8-57a6-405b-9b96-cf4c757ef567 · inbound

Kalypso: Relational LLM Serving cites this paper.

Kalypso: Relational LLM Serving Deep Research is the New Analytics System: Towards Building the Runtime for AI-Driven Analytics

Reference 21

Resolution: unresolved; no resolver link, observed 2026-07-30T11:40:16.356270Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.