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Paper Citation Record · LEDGER

The Discovery Engine: A Framework for AI-Driven Synthesis and Navigation of Scientific Knowledge Landscapes

As of 18 August 2026, this Paper Citation Record lists 74 of 74 outbound references and 2 inbound Pith citation observations for arXiv:2505.17500.

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

pith.paper-citation-record.v1
2505.17500 v1

Coverage vector

measured 74 of 74 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:50:13.083021Z

measured 76 of 76 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 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T15:55:13.676576Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-11T17:01:08.448334Z

Reference resolution

74 of 74 outbound references displayed

  • verified exact17
  • verified fuzzy27
  • unresolved30
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 8576929d-5dcb-4f56-8c1f-92afb1ff71c9 · outbound

This paper cites an unresolved cited work.

The Discovery Engine: A Framework for AI-Driven Synthesis and Navigation of Scientific Knowledge Landscapes Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-07T14:50:28.331581Z

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.

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Observation e51d7930-500f-4c3d-82b2-43d74d071099 · outbound

This paper cites Through a series of iterative feedback cy- cles, managed within a collaborative environment built on Discovery Engine principles, the template was refined.

The Discovery Engine: A Framework for AI-Driven Synthesis and Navigation of Scientific Knowledge Landscapes Through a series of iterative feedback cy- cles, managed within a collaborative environment built on Discovery Engine principles, the template was refined

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:50:28.178797Z

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.

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Observation c813b098-2650-43a2-bf30-49f93a174a6c · outbound

This paper cites AI agents then analyzed this CNM to identify overarching themes (using methods similar to those in Sec.

The Discovery Engine: A Framework for AI-Driven Synthesis and Navigation of Scientific Knowledge Landscapes AI agents then analyzed this CNM to identify overarching themes (using methods similar to those in Sec

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:50:28.057358Z

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.

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Observation 2df055f3-1a0b-43c6-a84c-56f7616a17f0 · outbound

This paper cites an unresolved cited work.

The Discovery Engine: A Framework for AI-Driven Synthesis and Navigation of Scientific Knowledge Landscapes Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-07T14:50:27.869569Z

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=2026-08-07T14:50:06.557682Z digest=sha256:8db6553be32d3c66770d81969f62761d1bf2b75a3233c5763bb41830d1d78bb7

Observation 5f2b8e71-9141-425c-b29d-7a2d4bac817e · outbound

This paper cites Tyson and B.

The Discovery Engine: A Framework for AI-Driven Synthesis and Navigation of Scientific Knowledge Landscapes Tyson and B

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:50:25.823132Z

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=2026-08-07T14:50:07.644580Z digest=sha256:82abb9221977a5b6ed2e5f9c3595f0814f4d40152f1acf856d283b6b2b11f43e

Observation eb5a5f14-c525-4add-8d46-d4bf55641ba9 · outbound

This paper cites an unresolved cited work.

The Discovery Engine: A Framework for AI-Driven Synthesis and Navigation of Scientific Knowledge Landscapes Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-07T14:50:27.613418Z

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=2026-08-07T14:50:06.698167Z digest=sha256:586ef778945ffc63dee9f1db01590a3732f2f28225af3a25514ba1f7feca34cb

Observation 21a21ed0-52fc-40f2-b138-81d9591f162a · outbound

This paper cites KG Interaction Design.

The Discovery Engine: A Framework for AI-Driven Synthesis and Navigation of Scientific Knowledge Landscapes KG Interaction Design

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:50:27.391922Z

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=2026-08-07T14:50:06.798542Z digest=sha256:5b61c76ddff86009b363fad1e7169064e952f1bbca765341fbaaf26d465f1dd2

Observation bae9a62d-f2c8-4fa9-8eaf-5fa552ee485e · outbound

This paper cites Knowledge Card.

The Discovery Engine: A Framework for AI-Driven Synthesis and Navigation of Scientific Knowledge Landscapes Knowledge Card

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:50:27.124854Z

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=2026-08-07T14:50:06.926696Z digest=sha256:0fac03a68723901a518362f434fbbefbd89d452096433ec90de39e167023fad6

Observation 5aee715b-0c37-49d0-a5b7-da18e30c1871 · outbound

This paper cites This mirrored the ‘process.md‘ workflow where AI provides initial drafts that humans then curate and enhance.

The Discovery Engine: A Framework for AI-Driven Synthesis and Navigation of Scientific Knowledge Landscapes This mirrored the ‘process.md‘ workflow where AI provides initial drafts that humans then curate and enhance

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:50:26.937659Z

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=2026-08-07T14:50:07.033061Z digest=sha256:a6b8f6c67b7d03b6c1c3491d7e287e8a2bff81a30ee384ca91a8c688838d32df

Observation 79b0fcff-cf3c-4c0e-9c98-bd228641fceb · outbound

This paper cites World Model.

The Discovery Engine: A Framework for AI-Driven Synthesis and Navigation of Scientific Knowledge Landscapes World Model

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:50:26.791164Z

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.

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Observation ca30b492-4535-4da9-a81e-e634ed1da7fc · outbound

This paper cites an unresolved cited work.

The Discovery Engine: A Framework for AI-Driven Synthesis and Navigation of Scientific Knowledge Landscapes Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-07T14:50:26.593470Z

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.

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Observation 234a3cba-0ea7-4645-932f-a69423368ec4 · outbound

This paper cites Baker, 1,500 scientists lift the lid on reproducibility, Nature533, 452 (2016).

The Discovery Engine: A Framework for AI-Driven Synthesis and Navigation of Scientific Knowledge Landscapes Baker, 1,500 scientists lift the lid on reproducibility, Nature533, 452 (2016)

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:50:26.443452Z

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=2026-08-07T14:50:07.378589Z digest=sha256:0e6f45b24bb7bf051a8e1dae4f54eeb36811c784da08a0279afd4dccdf77c4e1

Observation 16eea903-7bf5-4043-af4a-2762b28f89f8 · outbound

This paper cites an unresolved cited work.

The Discovery Engine: A Framework for AI-Driven Synthesis and Navigation of Scientific Knowledge Landscapes Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-07T14:50:26.258264Z

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=2026-08-07T14:50:07.471662Z digest=sha256:f8c55ef31a55cfa20245989f20a3cff4ce64fdaa83e8636b54383250ba339616

Observation b30238ce-f4ab-4ffd-baaf-ed6fa2a217d8 · outbound

This paper cites an unresolved cited work.

The Discovery Engine: A Framework for AI-Driven Synthesis and Navigation of Scientific Knowledge Landscapes Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-07T14:50:26.080313Z

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=2026-08-07T14:50:07.557071Z digest=sha256:cc89c66bb47db77a9c9a5d9c0efe677a2f8edcb0aa287f2018cb225c9a611023

Observation 22408d69-3832-44ad-83f2-2eacfbbd2c50 · outbound

This paper cites Phillips, What is category theory to cognitive science? Compositional representation and comparison, Front.

The Discovery Engine: A Framework for AI-Driven Synthesis and Navigation of Scientific Knowledge Landscapes Phillips, What is category theory to cognitive science? Compositional representation and comparison, Front

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:50:24.331412Z

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=2026-08-07T14:50:08.470451Z digest=sha256:84b2e9d388319acc9bd21c93f4149967d1b54e47d3c470b0c52e21892a237c8d

Observation 3647bcaa-5ea8-4145-b5dc-75b4a36beb2a · outbound

This paper cites Mongillo and M.

The Discovery Engine: A Framework for AI-Driven Synthesis and Navigation of Scientific Knowledge Landscapes Mongillo and M

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:50:25.618297Z

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=2026-08-07T14:50:07.712393Z digest=sha256:c775f7353868041eb95db5326e8ba71ca242a39a9b23dec01786c585c665a172

Observation df0ab848-433e-4dfe-a7ef-62195fd79aed · outbound

This paper cites an unresolved cited work.

The Discovery Engine: A Framework for AI-Driven Synthesis and Navigation of Scientific Knowledge Landscapes Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-07T14:50:25.395358Z

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=2026-08-07T14:50:07.787443Z digest=sha256:d2e48052c4bd8622ce62c7471b509359164b55a35980f5ca72b973455f04cdce

Observation 8572f94b-ebcd-4575-8d54-2a422d1ce5fa · outbound

This paper cites Jacobsen, R.

The Discovery Engine: A Framework for AI-Driven Synthesis and Navigation of Scientific Knowledge Landscapes Jacobsen, R

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:50:25.212481Z

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.

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Observation 4cc71886-60a8-49eb-b359-18eea95457f3 · outbound

This paper cites Wooldridge, 1.

The Discovery Engine: A Framework for AI-Driven Synthesis and Navigation of Scientific Knowledge Landscapes Wooldridge, 1

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:50:24.995643Z

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=2026-08-07T14:50:07.902858Z digest=sha256:b643fe9f569938b87a835073e9df40fbaa4d51f4dddfd02b52c40998d1ba15d2

Observation d18da328-c070-494b-a2c4-2bf211d9ec63 · outbound

This paper cites an unresolved cited work.

The Discovery Engine: A Framework for AI-Driven Synthesis and Navigation of Scientific Knowledge Landscapes Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-08-07T14:50:24.789739Z

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=2026-08-07T14:50:07.986580Z digest=sha256:7dc759bd179516f0080e9c5e8c8e28554cbfd11f41183cdeb1091b7e60c62267

Observation 20ef7e74-f056-46cf-9776-2fd60272b3de · outbound

This paper cites an unresolved cited work.

The Discovery Engine: A Framework for AI-Driven Synthesis and Navigation of Scientific Knowledge Landscapes Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-08-07T14:50:24.568150Z

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=2026-08-07T14:50:08.064822Z digest=sha256:80d8642a941a8753a377a91a5585c050dcbdb4a48e4c282cabd6f0f0fe649903

Observation 9ed72af4-af61-42ae-8a40-b21f7bbe09b3 · outbound

This paper cites Kriegeskorte, M.

The Discovery Engine: A Framework for AI-Driven Synthesis and Navigation of Scientific Knowledge Landscapes Kriegeskorte, M

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-07T14:50:08.139820Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:50:08.139820Z digest=sha256:0a693af88cf53939d0e268f5cae0a11238c464eac9abc00bbfad0effc795340d

Observation a4744ecf-e26f-4dcc-9a27-b20219ed7388 · outbound

This paper cites Vector Symbolic Architectures as a Computing Framework for Emerging Hardware.

The Discovery Engine: A Framework for AI-Driven Synthesis and Navigation of Scientific Knowledge Landscapes Vector Symbolic Architectures as a Computing Framework for Emerging Hardware

Reference 23

Resolution
verified exact
local_arxiv, observed 2026-08-07T14:50:18.501761Z

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=2026-08-07T14:50:08.283391Z digest=sha256:c376287d5715864f3f31fb7e9efc1adc770e8f06231f64c6f7dea90dbccb8821

Observation c13a7020-ffc3-49f0-a2d7-20c8c7945871 · outbound

This paper cites Findability & Accessibility.

The Discovery Engine: A Framework for AI-Driven Synthesis and Navigation of Scientific Knowledge Landscapes Findability & Accessibility

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:50:28.514623Z

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=2026-08-07T14:50:06.018680Z digest=sha256:0cfbf22337ac450a17e9915c00934d29d781af6d1954d75c217b20dafadda9a9

Observation 1588d5bb-97ae-4381-9726-b5f32f4cf083 · outbound

This paper cites A Computational Theory for Life-Long Learning of Semantics.

The Discovery Engine: A Framework for AI-Driven Synthesis and Navigation of Scientific Knowledge Landscapes A Computational Theory for Life-Long Learning of Semantics

Reference 25

Resolution
verified exact
local_arxiv, observed 2026-08-07T14:50:18.146621Z

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=2026-08-07T14:50:08.376643Z digest=sha256:c8e42049dbde4f05a18c417c98c46f3b6b764be65c8dcd8c07e925156bcd57c4

Observation f9480e7d-a99b-44fa-a858-816b9bbaac10 · outbound

This paper cites A Categorical Framework of General Intelligence.

The Discovery Engine: A Framework for AI-Driven Synthesis and Navigation of Scientific Knowledge Landscapes A Categorical Framework of General Intelligence

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-07T14:50:08.557018Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:50:08.557018Z digest=sha256:061711982927c8e938b142019d1b43dad2efdddeb77c7c8212cacf7a4f317ede

Observation c4afeaf1-5a40-4b8d-a5d9-1e2f716ffefa · outbound

This paper cites Token Space: A Category Theory Framework for AI Computations.

The Discovery Engine: A Framework for AI-Driven Synthesis and Navigation of Scientific Knowledge Landscapes Token Space: A Category Theory Framework for AI Computations

Reference 27

Resolution
verified exact
local_arxiv, observed 2026-08-07T14:50:17.841769Z

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=2026-08-07T14:50:08.613408Z digest=sha256:59b029bbb1fbc3d89d80d170047832f695b5b70b9a7eb86834718ca9e9551b71

Observation ecf5a669-3866-4d03-94c8-d1669dc46168 · outbound

This paper cites an unresolved cited work.

The Discovery Engine: A Framework for AI-Driven Synthesis and Navigation of Scientific Knowledge Landscapes Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-08-07T14:50:24.121160Z

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=2026-08-07T14:50:08.682195Z digest=sha256:bbdd8f0da5549ab63242eb40b85c1e79250e480595e71df0b094c7d88db3bc7a

Observation 20214f72-e68e-4767-88d9-a3077d06a5de · outbound

This paper cites an unresolved cited work.

The Discovery Engine: A Framework for AI-Driven Synthesis and Navigation of Scientific Knowledge Landscapes Unresolved cited work

Reference 29

Resolution
unresolved
raw_fallback, observed 2026-08-07T14:50:23.874875Z

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=2026-08-07T14:50:08.758753Z digest=sha256:86c9f1ea9b601b949a6838282e97f253eafc191a11ea67c6209a7c7670c3ee39

Observation b46d7193-2a21-48b0-97c8-b845ba1c72cf · outbound

This paper cites Hypothesis testing using pairwise distances and associated kernels (with Appendix).

The Discovery Engine: A Framework for AI-Driven Synthesis and Navigation of Scientific Knowledge Landscapes Hypothesis testing using pairwise distances and associated kernels (with Appendix)

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-07T14:50:08.820692Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:50:08.820692Z digest=sha256:53c5f72befe38bfecf41278d58a23ccd08dacba101e41483f815a6c592cc9f24

Observation 7c60dafd-d999-4224-9761-fad33ff7ef72 · outbound

This paper cites Agentic Deep Graph Reasoning Yields Self-Organizing Knowledge Networks.

The Discovery Engine: A Framework for AI-Driven Synthesis and Navigation of Scientific Knowledge Landscapes Agentic Deep Graph Reasoning Yields Self-Organizing Knowledge Networks

Reference 31

Resolution
verified exact
local_arxiv, observed 2026-08-07T14:50:17.457205Z

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=2026-08-07T14:50:08.871574Z digest=sha256:94616aac8635a1e17ce79c9c8324fc12ae3ab6631a4dc541d4d3bcac58f3b35c

Observation a587122c-0439-4999-a55e-72515b645745 · outbound

This paper cites O’Brien, J.

The Discovery Engine: A Framework for AI-Driven Synthesis and Navigation of Scientific Knowledge Landscapes O’Brien, J

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:50:23.654942Z

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=2026-08-07T14:50:08.922514Z digest=sha256:b9965c086c31d67151978683531b7758dfcd79c8fff643c8eda64bbe788cf0b3

Observation 685a285b-0dc9-4bb8-956b-0d65ca97221f · outbound

This paper cites Lloyd, Ultimate physical limits to computation, Nature406, 1047 (2000), publisher: Nature Publishing Group.

The Discovery Engine: A Framework for AI-Driven Synthesis and Navigation of Scientific Knowledge Landscapes Lloyd, Ultimate physical limits to computation, Nature406, 1047 (2000), publisher: Nature Publishing Group

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:50:23.535335Z

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=2026-08-07T14:50:08.977441Z digest=sha256:802d76dfea5fc34e5dbf5a22f2cb33b05b2759ebadb52e56d1827f430ce643fa

Observation f647d383-38f2-4a6a-8909-01bfe7805c79 · outbound

This paper cites an unresolved cited work.

The Discovery Engine: A Framework for AI-Driven Synthesis and Navigation of Scientific Knowledge Landscapes Unresolved cited work

Reference 34

Resolution
unresolved
raw_fallback, observed 2026-08-07T14:50:23.421999Z

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=2026-08-07T14:50:09.043592Z digest=sha256:ddd67a491663f51f371efda01d93b08ebcfd3af74119eb3f19faffe868047b0c

Observation b9b83ac8-3105-470b-972b-9b52c77ef51b · outbound

This paper cites an unresolved cited work.

The Discovery Engine: A Framework for AI-Driven Synthesis and Navigation of Scientific Knowledge Landscapes Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-08-07T14:50:23.282053Z

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=2026-08-07T14:50:09.111742Z digest=sha256:dec62c0c8d1cc8ac5cebbdb3e2f0acd04f5063af662e9cc29822a91ca64b0309

Observation 2066d99d-fb1f-4af5-936b-6c254ccee24d · outbound

This paper cites Graph-Aware Isomorphic Attention for Adaptive Dynamics in Transformers.

The Discovery Engine: A Framework for AI-Driven Synthesis and Navigation of Scientific Knowledge Landscapes Graph-Aware Isomorphic Attention for Adaptive Dynamics in Transformers

Reference 36

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no resolver link, observed 2026-08-07T14:50:09.166268Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:50:09.166268Z digest=sha256:099f3a4c24bbad531e151f45f23232fca12fdc709f2b70f1321009811004b977

Observation f998fff0-3bf3-44ed-9bb0-c0e44451d43d · outbound

This paper cites Self-Organizing Graph Reasoning Evolves into a Critical State for Continuous Discovery Through Structural-Semantic Dynamics.

The Discovery Engine: A Framework for AI-Driven Synthesis and Navigation of Scientific Knowledge Landscapes Self-Organizing Graph Reasoning Evolves into a Critical State for Continuous Discovery Through Structural-Semantic Dynamics

Reference 37

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verified exact
local_arxiv, observed 2026-08-07T14:50:17.091609Z

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=2026-08-07T14:50:09.231434Z digest=sha256:2ac9a9b7029572d77ed60b5f47ac693420d1f41f6840e98320516740b5f58df6

Observation 5d243310-263e-4a87-92dd-318bb78208a2 · outbound

This paper cites Margolis and S.

The Discovery Engine: A Framework for AI-Driven Synthesis and Navigation of Scientific Knowledge Landscapes Margolis and S

Reference 38

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raw_fallback, observed 2026-08-07T14:50:23.122487Z

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=2026-08-07T14:50:09.301077Z digest=sha256:8b9d77ce2e0e5c71e51e3761717ed68119f0d6a986280f030d53864d3d073ebf

Observation 864885ce-41c1-4aa9-99cd-3b0f23d9694e · outbound

This paper cites an unresolved cited work.

The Discovery Engine: A Framework for AI-Driven Synthesis and Navigation of Scientific Knowledge Landscapes Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-07T14:50:22.929400Z

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=2026-08-07T14:50:09.366110Z digest=sha256:f0706f652cd43b1843dd488aa4c646499236412449001ead2e3cf6feda71b665

Observation 35b567c3-74db-46c8-b0d5-2f09ce5e5832 · outbound

This paper cites an unresolved cited work.

The Discovery Engine: A Framework for AI-Driven Synthesis and Navigation of Scientific Knowledge Landscapes Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-08-07T14:50:22.769471Z

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=2026-08-07T14:50:09.431147Z digest=sha256:a5aee711081bec3b5236d2295b191a37ebb4b40a7394c9a46df29f7f08da71a1

Observation 1bde9106-4b61-41fc-bba5-9bfaa4033404 · outbound

This paper cites Rogers, O.

The Discovery Engine: A Framework for AI-Driven Synthesis and Navigation of Scientific Knowledge Landscapes Rogers, O

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:50:22.647922Z

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=2026-08-07T14:50:09.478156Z digest=sha256:67ddcb2b165143dae79f01268e67e84deeb5ca486908d6c0894691e6be568f31

Observation 1e6d1215-2a26-452d-b4f2-8e6116269b78 · outbound

This paper cites Novikov, N.

The Discovery Engine: A Framework for AI-Driven Synthesis and Navigation of Scientific Knowledge Landscapes Novikov, N

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:50:22.460517Z

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=2026-08-07T14:50:09.532143Z digest=sha256:1a1b76a08dac249b81cb3449e50f34e7a0161d4b70825cf57990034104129e6e

Observation 3868a0c9-bb67-4dad-a295-34449239791e · outbound

This paper cites an unresolved cited work.

The Discovery Engine: A Framework for AI-Driven Synthesis and Navigation of Scientific Knowledge Landscapes Unresolved cited work

Reference 43

Resolution
unresolved
raw_fallback, observed 2026-08-07T14:50:22.289989Z

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=2026-08-07T14:50:09.602472Z digest=sha256:1e0791274674da1dc93057ddb801e8e1935be6320a77d730e65234591fbf7792

Observation 521fe0c9-91d3-408e-9902-675a642407c8 · outbound

This paper cites an unresolved cited work.

The Discovery Engine: A Framework for AI-Driven Synthesis and Navigation of Scientific Knowledge Landscapes Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-08-07T14:50:22.098205Z

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=2026-08-07T14:50:09.653904Z digest=sha256:8b6e2e7ff672f2c977a5668c2b513048eb0b8c25962c18a7041e5eed8defd294

Observation 32b4025c-563d-48b7-91f1-8d09efb39323 · outbound

This paper cites Balazevic, C.

The Discovery Engine: A Framework for AI-Driven Synthesis and Navigation of Scientific Knowledge Landscapes Balazevic, C

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:50:21.850182Z

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=2026-08-07T14:50:09.704749Z digest=sha256:19e4be102d16e3bff1aa274f22d2b5688fdbb39acbfa451fcd3a30d9c5f55686

Observation ff98399d-c6c8-41bd-9d08-592d0f5e632e · outbound

This paper cites an unresolved cited work.

The Discovery Engine: A Framework for AI-Driven Synthesis and Navigation of Scientific Knowledge Landscapes Unresolved cited work

Reference 46

Resolution
unresolved
raw_fallback, observed 2026-08-07T14:50:21.625977Z

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=2026-08-07T14:50:09.759615Z digest=sha256:7567a3d66279a6bf9fb0e22a8048dac6f18f4ea0ddf8621c7f3c161dc673cee2

Observation 58dbe0e3-7bfd-463c-8013-37e9d5898f45 · outbound

This paper cites Geometric Deep Learning: Grids, Groups, Graphs, Geodesics, and Gauges.

The Discovery Engine: A Framework for AI-Driven Synthesis and Navigation of Scientific Knowledge Landscapes Geometric Deep Learning: Grids, Groups, Graphs, Geodesics, and Gauges

Reference 47

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unresolved
no resolver link, observed 2026-08-07T14:50:09.809590Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:50:09.809590Z digest=sha256:2ad3f36b1df08f58f1f61a0cde2a33a6a4edfcbe73626e327abf838dcf343668

Observation 88787b83-0fab-4d88-8d3e-b1e757834541 · outbound

This paper cites an unresolved cited work.

The Discovery Engine: A Framework for AI-Driven Synthesis and Navigation of Scientific Knowledge Landscapes Unresolved cited work

Reference 48

Resolution
unresolved
raw_fallback, observed 2026-08-07T14:50:21.404567Z

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=2026-08-07T14:50:09.880775Z digest=sha256:a996d3cf259144d821ccfe65323286904d70127f233b1e574f2f091122018212

Observation 42c5a2b4-3ece-4df0-9d0f-17ba5271e01b · outbound

This paper cites Grootendorst, BERTopic: Neural topic modeling with a class-based TF-IDF procedure (2022).

The Discovery Engine: A Framework for AI-Driven Synthesis and Navigation of Scientific Knowledge Landscapes Grootendorst, BERTopic: Neural topic modeling with a class-based TF-IDF procedure (2022)

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:50:21.174600Z

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=2026-08-07T14:50:09.951014Z digest=sha256:60ba37b139cbe5960cb64858a31e4fc99a5096ad71e3cf4fd3cc3b3b17b878d2

Observation 61afba42-5db7-4f65-9cd4-a964f4a75701 · outbound

This paper cites Koupil and I.

The Discovery Engine: A Framework for AI-Driven Synthesis and Navigation of Scientific Knowledge Landscapes Koupil and I

Reference 50

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verified fuzzy
raw_fallback, observed 2026-08-07T14:50:20.910366Z

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=2026-08-07T14:50:10.014058Z digest=sha256:94705a1cd1978cc227e278317c3f6afb25a509fdbe666ebe76813b85128963f5

Observation 5c86886c-dec4-41ee-ac24-5be39e056a96 · outbound

This paper cites an unresolved cited work.

The Discovery Engine: A Framework for AI-Driven Synthesis and Navigation of Scientific Knowledge Landscapes Unresolved cited work

Reference 51

Resolution
unresolved
raw_fallback, observed 2026-08-07T14:50:20.670628Z

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=2026-08-07T14:50:10.082348Z digest=sha256:9412dde792360961000e304de2dd2f8780a293b2bcaa309b1cbd51d3b3083ad9

Observation 70c0dd78-5cc2-4920-861e-bbcf2156f06e · outbound

This paper cites Besta, F.

The Discovery Engine: A Framework for AI-Driven Synthesis and Navigation of Scientific Knowledge Landscapes Besta, F

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-07T14:50:10.154192Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:50:10.154192Z digest=sha256:72b1f1fc0d6d0e85c67031a8609222ab62f0679720d669d74c7018439e3165de

Observation 4bf686d4-e003-46ca-a95f-c023021945bc · outbound

This paper cites Sequeda, D.

The Discovery Engine: A Framework for AI-Driven Synthesis and Navigation of Scientific Knowledge Landscapes Sequeda, D

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:50:20.439251Z

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=2026-08-07T14:50:10.209190Z digest=sha256:d7ea3a0fcb9df64991561b03d4c3575ab9ca14d71946a5133550fe15ee4d148b

Observation d840b3fe-3215-4da3-b215-787db78ce024 · outbound

This paper cites The two-way knowledge interaction interface between humans and neural networks.

The Discovery Engine: A Framework for AI-Driven Synthesis and Navigation of Scientific Knowledge Landscapes The two-way knowledge interaction interface between humans and neural networks

Reference 54

Resolution
verified exact
local_arxiv, observed 2026-08-07T14:50:16.739590Z

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=2026-08-07T14:50:10.280639Z digest=sha256:e4ce353d022cbcf66c6c59eafbf09193f5f3210ab6590f6b215f68ab8a35ca9b

Observation 4975b890-d74c-48fc-87b9-d3c08ff0afdd · outbound

This paper cites Expanding Knowledge Graphs with Humans in the Loop.

The Discovery Engine: A Framework for AI-Driven Synthesis and Navigation of Scientific Knowledge Landscapes Expanding Knowledge Graphs with Humans in the Loop

Reference 55

Resolution
verified exact
local_arxiv, observed 2026-08-07T14:50:16.408281Z

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=2026-08-07T14:50:10.363360Z digest=sha256:e2d6c2a8e3856883cc87e42963a12bdb5d9d4d913912054d42437f09340a029d

Observation ea43457e-71f4-41f2-b127-e0802b198347 · outbound

This paper cites Howson and P.

The Discovery Engine: A Framework for AI-Driven Synthesis and Navigation of Scientific Knowledge Landscapes Howson and P

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:50:20.200894Z

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=2026-08-07T14:50:10.511946Z digest=sha256:131664598c6bf5bc2bc8d4df500ea25f357c5ac09a571f7d238d2ef2b9aa8466

Observation 0b1963b5-65e3-4348-ac14-e0d603a43bf4 · outbound

This paper cites Bechtel and L.

The Discovery Engine: A Framework for AI-Driven Synthesis and Navigation of Scientific Knowledge Landscapes Bechtel and L

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:50:19.923676Z

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=2026-08-07T14:50:10.663891Z digest=sha256:9abde13a270d14cacba72e066f47364188fc53f8bd79f5786ed75919b9c600c6

Observation 05649dee-0647-4f0e-9dce-de263f8119fc · outbound

This paper cites an unresolved cited work.

The Discovery Engine: A Framework for AI-Driven Synthesis and Navigation of Scientific Knowledge Landscapes Unresolved cited work

Reference 58

Resolution
verified exact
doi, observed 2026-08-07T14:50:13.378963Z

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=2026-08-07T14:50:10.806210Z digest=sha256:b9940a38362baa1fb3140f7114be7464c1a2b9007427f0140370df691a03b78c

Observation ac0cc9b9-1336-41c1-b211-8ed322db26e5 · outbound

This paper cites Lumiruusu, D.

The Discovery Engine: A Framework for AI-Driven Synthesis and Navigation of Scientific Knowledge Landscapes Lumiruusu, D

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:50:19.689897Z

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=2026-08-07T14:50:10.965178Z digest=sha256:cb3babc5e21fbc2dc93c534ce119e64e57e5761f3946a9351ae74b7e75ea4bad

Observation fe91fc79-00bb-48fd-b2f0-9d27b44ef6f2 · outbound

This paper cites Knowledge Graphs in Practice: Characterizing their Users, Challenges, and Visualization Opportunities.

The Discovery Engine: A Framework for AI-Driven Synthesis and Navigation of Scientific Knowledge Landscapes Knowledge Graphs in Practice: Characterizing their Users, Challenges, and Visualization Opportunities

Reference 60

Resolution
verified exact
local_arxiv, observed 2026-08-07T14:50:16.098034Z

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=2026-08-07T14:50:11.091213Z digest=sha256:abf801fb86d3d9b76221464a3ec9813f96d0e133c0cc493834c6a98e875a4ca8

Observation a796f4e0-6ea3-4659-9e20-98c1e52575c4 · outbound

This paper cites Hierarchical Knowledge Graphs: A Novel Information Representation for Exploratory Search Tasks.

The Discovery Engine: A Framework for AI-Driven Synthesis and Navigation of Scientific Knowledge Landscapes Hierarchical Knowledge Graphs: A Novel Information Representation for Exploratory Search Tasks

Reference 61

Resolution
verified exact
local_arxiv, observed 2026-08-07T14:50:15.884250Z

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=2026-08-07T14:50:11.249374Z digest=sha256:aa489e48872f9b6b605a1980848391525d8650229212e2c53106847d437b9dff

Observation 4a579ac5-b7df-44ff-956c-955134a0b28e · outbound

This paper cites Patterns for Representing Knowledge Graphs to Communicate Situational Knowledge of Service Robots.

The Discovery Engine: A Framework for AI-Driven Synthesis and Navigation of Scientific Knowledge Landscapes Patterns for Representing Knowledge Graphs to Communicate Situational Knowledge of Service Robots

Reference 62

Resolution
verified exact
local_arxiv, observed 2026-08-07T14:50:15.618715Z

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=2026-08-07T14:50:11.384823Z digest=sha256:5b151b47713551b54b8e41ef0669976b02cb37e684a847bb6aa2469c958eb864

Observation 3c513899-6083-44c3-815d-dcfd33cc1655 · outbound

This paper cites To Classify is to Interpret: Building Taxonomies from Heterogeneous Data through Human-AI Collaboration.

The Discovery Engine: A Framework for AI-Driven Synthesis and Navigation of Scientific Knowledge Landscapes To Classify is to Interpret: Building Taxonomies from Heterogeneous Data through Human-AI Collaboration

Reference 63

Resolution
verified exact
local_arxiv, observed 2026-08-07T14:50:15.322418Z

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=2026-08-07T14:50:11.546571Z digest=sha256:c88f670e62572367b08c4cb3d8be5c3058f3ba919769cd27eeb0266307587aff

Observation fff46b52-86eb-49f7-a8e1-4595cefbbe29 · outbound

This paper cites Knowledge Acquisition and Integration with Expert-in-the-loop.

The Discovery Engine: A Framework for AI-Driven Synthesis and Navigation of Scientific Knowledge Landscapes Knowledge Acquisition and Integration with Expert-in-the-loop

Reference 64

Resolution
verified exact
local_arxiv, observed 2026-08-07T14:50:15.057704Z

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=2026-08-07T14:50:11.671324Z digest=sha256:74e74a74f41565b7c5d0c88dc567019a2c038c96386e7e8474190eb8390d186e

Observation 5d336301-920f-4050-8a1c-ee236959d1d1 · outbound

This paper cites an unresolved cited work.

The Discovery Engine: A Framework for AI-Driven Synthesis and Navigation of Scientific Knowledge Landscapes Unresolved cited work

Reference 65

Resolution
unresolved
raw_fallback, observed 2026-08-07T14:50:19.358104Z

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=2026-08-07T14:50:11.801337Z digest=sha256:a0c119d1e99628ae49da970ca0a0e82812d288156f588b3121f5e46f2c4c0d65

Observation 2ca49388-7e9e-4579-b56a-c9e58c3451e3 · outbound

This paper cites Sejdinovic, B.

The Discovery Engine: A Framework for AI-Driven Synthesis and Navigation of Scientific Knowledge Landscapes Sejdinovic, B

Reference 66

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:50:19.022470Z

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=2026-08-07T14:50:11.949913Z digest=sha256:92f93eda2865834cccc58880781c72d4061caa5284f22f0e984a8ecfb41964d3

Observation 4bc963c8-e6ba-4d01-91b5-15408496ac15 · outbound

This paper cites Categories of Semantic Concepts.

The Discovery Engine: A Framework for AI-Driven Synthesis and Navigation of Scientific Knowledge Landscapes Categories of Semantic Concepts

Reference 67

Resolution
verified exact
local_arxiv, observed 2026-08-07T14:50:14.761586Z

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=2026-08-07T14:50:12.124626Z digest=sha256:4cd43b4580863df94413ba4d01682088ce197e8dab9c1437f5bc9827097d2d7a

Observation 8c944d38-2d03-414c-b194-8880264cd375 · outbound

This paper cites A Category Theoretical Investigation of the Type Hierarchy for Heterogeneous Sensor Integration.

The Discovery Engine: A Framework for AI-Driven Synthesis and Navigation of Scientific Knowledge Landscapes A Category Theoretical Investigation of the Type Hierarchy for Heterogeneous Sensor Integration

Reference 68

Resolution
verified exact
local_arxiv, observed 2026-08-07T14:50:14.429475Z

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=2026-08-07T14:50:12.245438Z digest=sha256:56e6ffaefa0271b2b40fb0e97e7dfa66314c7aa513b38e596a0c1aee613c7b0b

Observation b3c65572-de34-4660-8249-57a7bccc7e58 · outbound

This paper cites A Theoretical Approach for Structuring and Analysing Knowledge Provenance for Visual Analytics.

The Discovery Engine: A Framework for AI-Driven Synthesis and Navigation of Scientific Knowledge Landscapes A Theoretical Approach for Structuring and Analysing Knowledge Provenance for Visual Analytics

Reference 69

Resolution
verified exact
local_arxiv, observed 2026-08-07T14:50:13.981901Z

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=2026-08-07T14:50:12.384327Z digest=sha256:80d2016fe3a62a0a73609b09163a4406e0351394ac0f2c81f1e7844b47f8ff55

Observation 2f3d2ac5-7ab0-41cc-b77e-03494aa69d13 · outbound

This paper cites Ciaunica, M.

The Discovery Engine: A Framework for AI-Driven Synthesis and Navigation of Scientific Knowledge Landscapes Ciaunica, M

Reference 70

Resolution
unresolved
no resolver link, observed 2026-08-07T14:50:12.542726Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:50:12.542726Z digest=sha256:96893668059240933da102fc4985493c0f9114f70c385b4b610a97564613315a

Observation 5c46619b-dd93-4674-ad44-867833b9887c · outbound

This paper cites AGENTiGraph: An Interactive Knowledge Graph Platform for LLM-based Chatbots Utilizing Private Data.

The Discovery Engine: A Framework for AI-Driven Synthesis and Navigation of Scientific Knowledge Landscapes AGENTiGraph: An Interactive Knowledge Graph Platform for LLM-based Chatbots Utilizing Private Data

Reference 71

Resolution
unresolved
no resolver link, observed 2026-08-07T14:50:12.657572Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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This paper cites A Preliminary Roadmap for LLMs as Assistants in Exploring, Analyzing, and Visualizing Knowledge Graphs.

The Discovery Engine: A Framework for AI-Driven Synthesis and Navigation of Scientific Knowledge Landscapes A Preliminary Roadmap for LLMs as Assistants in Exploring, Analyzing, and Visualizing Knowledge Graphs

Reference 72

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This paper cites Sarrafzadeh, A.

The Discovery Engine: A Framework for AI-Driven Synthesis and Navigation of Scientific Knowledge Landscapes Sarrafzadeh, A

Reference 73

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This paper cites An Ecosystem for Personal Knowledge Graphs: A Survey and Research Roadmap.

The Discovery Engine: A Framework for AI-Driven Synthesis and Navigation of Scientific Knowledge Landscapes An Ecosystem for Personal Knowledge Graphs: A Survey and Research Roadmap

Reference 74

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

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Pith citing papers

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Is the `Agent' Paradigm a Limiting Framework for Next-Generation Intelligent Systems? cites this paper.

Is the `Agent' Paradigm a Limiting Framework for Next-Generation Intelligent Systems? The Discovery Engine: A Framework for AI-Driven Synthesis and Navigation of Scientific Knowledge Landscapes

Reference 60

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Observation 018902f2-5417-47e3-b633-53b1e8b2206f · inbound

SciResearcher: Scaling Deep Research Agents for Frontier Scientific Reasoning cites this paper.

SciResearcher: Scaling Deep Research Agents for Frontier Scientific Reasoning The Discovery Engine: A Framework for AI-Driven Synthesis and Navigation of Scientific Knowledge Landscapes

Reference 2

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