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Paper Citation Record · LEDGER

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

As of 19 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 2026-08-19T06:32:44.657259+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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-05T11:30:02.104455Z digest=sha256:71d5195b0cd8c4863a27cda4c5f0593dce579114366d0f2405fa8658bd51fd76

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-05T11:30:02.187410Z digest=sha256:a6ba168456a48f94021b7c3970d2f669d5a653d8554250b9e712d3515cd134db

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-05T11:30:02.198307Z digest=sha256:a1da29346ce73a8ad8035621db6617ef74413b4042cbe64b86849309915df533

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.

source=pdf_text observed=2026-08-05T11:30:02.202587Z digest=sha256:68b2f0b35009f01ab74cc7fc569393c0ba1f82181243cb497f0ad8ea527ad7be

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-05T11:30:02.206787Z digest=sha256:ff57b399d62be6e787c9da2b62616a84f0f47ddb046c0928724e6e48de3238fb

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-05T11:30:02.210729Z digest=sha256:3c06654315632bcaccda2a4d11c2de2fda2a50a69fd09539de079556e982bbdc

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-05T11:30:02.214847Z digest=sha256:c35df26ff875507fb7ab7918948d659f92ff400b66fedcc73da40bbe47d954c1

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-05T11:30:02.218837Z digest=sha256:d75b22ae0c55a3f7ba0c417a88714f738e5e90e2b816e2225a4557026ca7cd8f

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-05T11:30:02.222562Z digest=sha256:aef342166efbed29168c17da7403234d658ee7e742cca589497a19c3d4da142e

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-05T11:30:02.226200Z digest=sha256:0ab36e1374eb035814d4f9446ce1214ef2e5c42547e9faedf88b18d40fcee3fd

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.

source=pdf_text observed=2026-08-05T11:30:02.229832Z digest=sha256:e6fc8cc02082812eefd9acac532bc703ca2b20f5f8a443cc15d7b15e56bc8232

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-05T11:30:02.234157Z digest=sha256:e83cc15690c79621706bf3831ae85379b48a03c8a9d11accf02b8fdd6a5c0f0e

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.

source=pdf_text observed=2026-08-05T11:30:02.238458Z digest=sha256:d3d4e2c8d3d19335ed59fe5b81df15188f3cddc471888720aff65b780f000552

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-05T11:30:02.242112Z digest=sha256:0081bfde2af39762249d25930c35735967f98bddb5535264247ce02ebd9bea3a

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.

source=pdf_text observed=2026-08-05T11:30:02.245610Z digest=sha256:9f44f8aef02d3b2dd63f23a2c6d1fddeec9c573ff6f77e59d7908fe18c3350a0

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-05T11:30:02.249701Z digest=sha256:c827e47f146026c4f9e82d2420afbf0a98517a8c99f3b48212d4754c51736b1f

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-05T11:30:02.254083Z digest=sha256:c13dacfbcbf374920137d76ae929404a0c4d4ad99e715a1d66901ab3ebc021b3

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.

source=pdf_text observed=2026-08-05T11:30:02.257828Z digest=sha256:3f33235cb7c2e8eec2b84dd96fbcebe0ff18b0af6786ee9fafbd920d31c0fd62

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-05T11:30:02.261820Z digest=sha256:7f10e0a0a1ce1b612621b4e7a6768de7ea4d47cc7c2e293b722af83e0c9598d0

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-05T11:30:02.266259Z digest=sha256:c9bcae97110dc372566b6335d34a2185661a10e1f3a40d2ded6ebc86d4f19e75

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-05T11:30:02.270254Z digest=sha256:a862d429a05db416405b033dd540282d8cc737a73ee4ca693ae4b7e36402ce7b

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.

source=pdf_text observed=2026-08-05T11:30:02.280431Z digest=sha256:36d06a41cc5d8ec1e2256ce4c73d770eda138bd5100937ce41b80fdd5fd1b504

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.

source=pdf_text observed=2026-08-05T11:30:02.285162Z digest=sha256:0293d7b9eab42ddea0c1ae55b09c4aedc6f97e6e5bfac289862b4285867ee4ef

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.

source=pdf_text observed=2026-08-05T11:30:02.289675Z digest=sha256:36f9cab1be2fe054ae5978ad91ff429e31794cab1c66bc393b971cf0faec9680

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-05T11:30:02.294743Z digest=sha256:8ef2139c9bd809139aed277382018cf1f5da5bdf22823d4e1c63dd03f9014f28

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-05T11:30:02.299631Z digest=sha256:e53a6c383e8ff13bd81b82e72a10a7fdd62d55932b086741d84a1e45c7f2c1c4

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-05T11:30:02.304791Z digest=sha256:0b3776060ba292edf76eb33d61e26412658201c1aa0b21fb70134568f5107d4e

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-05T11:30:02.309752Z digest=sha256:7590fed4b7bdb07bf43b87241d0a5ddfec8b91e1690155a92c37983ce1a7d0f8

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-05T11:30:02.314380Z digest=sha256:0ae13878390ceaf22e3c94a8746929962b31b7596e00711d21dd5585665904f1

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.

source=pdf_text observed=2026-08-05T11:30:02.319006Z digest=sha256:0ca741ce95e46ad4ce3b933f2e7051d61518afef8c2c328f2cd86f4e50c0d926

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-05T11:30:02.194165Z digest=sha256:f21e6282c521f04794746a0b3a6b76c6e6270df289d93089b472f2d33d14d997

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-05T11:30:02.275562Z digest=sha256:f15cd22ccec78c85cac379d8704cd99093d87f867e4ff1f1799859d32f8a09cc

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-05-10T11:13:01.515933Z digest=sha256:c655fccb83596de4717206e5845fb6a82a12312b15c3ac9d20f9221df16d728e

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.

source=pdf_text observed=2026-07-30T11:40:16.356270Z digest=sha256:d95eace0aaba66dbd5c26d754d5bac6388d6f75ebda20824cbc834650522e3bb