Paper Citation Record · LEDGER

Intelligent Spark Agents: A Modular LangGraph Framework for Scalable, Visualized, and Enhanced Big Data Machine Learning Workflows

As of 23 August 2026, this Paper Citation Record lists 13 of 13 outbound references and 1 inbound Pith citation observation for arXiv:2412.01490.

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

pith.paper-citation-record.v1
2412.01490 v4

Coverage vector

measured 13 of 13 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T04:19:35.007572Z

measured 14 of 14 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T14:42:15.965887Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-06T14:42:16.184393Z

Reference resolution

13 of 13 outbound references displayed

verified exact1
verified fuzzy8
unresolved4
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4b7a6291-64d6-4289-a5a9-a76242a182dc · outbound

This paper cites Challenges and opportunities with big data.

Intelligent Spark Agents: A Modular LangGraph Framework for Scalable, Visualized, and Enhanced Big Data Machine Learning Workflows Challenges and opportunities with big data

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:19:35.289895Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation ed966988-0986-43cd-9f24-6f87960ede95 · outbound

This paper cites an unresolved cited work.

Intelligent Spark Agents: A Modular LangGraph Framework for Scalable, Visualized, and Enhanced Big Data Machine Learning Workflows Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-12T04:19:35.271268Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 477fd76b-00e1-4216-bc46-eb9f46a181f8 · outbound

This paper cites Spark: Cluster computing with working sets.

Intelligent Spark Agents: A Modular LangGraph Framework for Scalable, Visualized, and Enhanced Big Data Machine Learning Workflows Spark: Cluster computing with working sets

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:19:35.257166Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 670ae8b2-9253-46a1-97f6-b4df7d0825d5 · outbound

This paper cites an unresolved cited work.

Intelligent Spark Agents: A Modular LangGraph Framework for Scalable, Visualized, and Enhanced Big Data Machine Learning Workflows Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-12T04:19:35.241014Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 9d19de95-e01b-49bc-84fc-b54fa879b43e · outbound

This paper cites an unresolved cited work.

Intelligent Spark Agents: A Modular LangGraph Framework for Scalable, Visualized, and Enhanced Big Data Machine Learning Workflows Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-12T04:19:35.224474Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 69bf101a-6cd4-4aec-b24a-1e0c9824a613 · outbound

This paper cites Big data Analysis Service Platform Based on Components.

Intelligent Spark Agents: A Modular LangGraph Framework for Scalable, Visualized, and Enhanced Big Data Machine Learning Workflows Big data Analysis Service Platform Based on Components

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:19:35.208742Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 37b51075-04a2-4c5d-98f8-3945022f78cb · outbound

This paper cites An Overview of Machine Learning.

Intelligent Spark Agents: A Modular LangGraph Framework for Scalable, Visualized, and Enhanced Big Data Machine Learning Workflows An Overview of Machine Learning

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:19:35.189978Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation bb6646a0-001f-4455-a9a8-409344aa368a · outbound

This paper cites Spark sql: Relational data processing in Spark.

Intelligent Spark Agents: A Modular LangGraph Framework for Scalable, Visualized, and Enhanced Big Data Machine Learning Workflows Spark sql: Relational data processing in Spark

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:19:35.170132Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 55e5ae57-e3db-48c3-bdbd-08e79c8b20f1 · outbound

This paper cites Outperforming LRU with an adaptive replacement cache algorithm.

Intelligent Spark Agents: A Modular LangGraph Framework for Scalable, Visualized, and Enhanced Big Data Machine Learning Workflows Outperforming LRU with an adaptive replacement cache algorithm

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:19:35.146195Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation bb351d87-bc89-46fa-9950-99256ef1543c · outbound

This paper cites Reliable, memory speed storage for cluster computing frameworks.

Intelligent Spark Agents: A Modular LangGraph Framework for Scalable, Visualized, and Enhanced Big Data Machine Learning Workflows Reliable, memory speed storage for cluster computing frameworks

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:19:35.128892Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 5c0a8f12-abc0-49f4-afda-0e16a5863a6d · outbound

This paper cites MLlib: Machine Learning in Apache Spark.

Intelligent Spark Agents: A Modular LangGraph Framework for Scalable, Visualized, and Enhanced Big Data Machine Learning Workflows MLlib: Machine Learning in Apache Spark

Reference 11

Resolution: verified exact; local_arxiv, observed 2026-08-12T04:19:35.062618Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation b9a75df3-dac6-42ac-9776-1c946585b951 · outbound

This paper cites Collaborative Filtering Recommendation Algorithm Based on Item Scoring Prediction.

Intelligent Spark Agents: A Modular LangGraph Framework for Scalable, Visualized, and Enhanced Big Data Machine Learning Workflows Collaborative Filtering Recommendation Algorithm Based on Item Scoring Prediction

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:19:35.106949Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 913a7649-be7b-4722-b35c-b39cd7b44230 · outbound

This paper cites an unresolved cited work.

Intelligent Spark Agents: A Modular LangGraph Framework for Scalable, Visualized, and Enhanced Big Data Machine Learning Workflows Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-12T04:19:35.083532Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Pith citing papers

Observation 264e953b-91cb-42e8-a15d-1501eb7308bf · inbound

Agentic AI framework for End-to-End Medical Data Inference cites this paper.

Agentic AI framework for End-to-End Medical Data Inference Intelligent Spark Agents: A Modular LangGraph Framework for Scalable, Visualized, and Enhanced Big Data Machine Learning Workflows

Reference 26

Resolution: verified exact; local_arxiv, observed 2026-08-06T14:42:16.188367Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.