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Paper Citation Record · LEDGER

SIREN: Towards End-to-End Extreme-Weather Early Warning with Experience-Grounded LLM Agents

As of 17 August 2026, this Paper Citation Record lists 77 of 77 outbound references and 0 inbound Pith citation observations for arXiv:2607.24588.

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

pith.paper-citation-record.v1
2607.24588 v1

Coverage vector

measured 77 of 77 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-31T11:14:12.455010Z

measured 77 of 77 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

77 of 77 outbound references displayed

  • verified exact3
  • verified fuzzy0
  • unresolved73
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 41c63a0d-6003-4320-8c8c-ff0aa0c36c8f · outbound

This paper cites an unresolved cited work.

SIREN: Towards End-to-End Extreme-Weather Early Warning with Experience-Grounded LLM Agents Unresolved cited work

Reference 1

Resolution
verified exact
doi, observed 2026-07-31T11:15:54.642307Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-07-31T11:14:08.737965Z digest=sha256:5617cd3153864cd263c74424830ead159d9133d55cac0b786b2b0be02ec097f8

Observation 058e9b55-0784-4db4-90ed-6643db9a4c17 · outbound

This paper cites an unresolved cited work.

SIREN: Towards End-to-End Extreme-Weather Early Warning with Experience-Grounded LLM Agents Unresolved cited work

Reference 2

Resolution
unresolved
no resolver link, observed 2026-07-31T11:14:08.823459Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T11:14:08.823459Z digest=sha256:aa2f124a75f6055f017de485d5fb396a08623048c67b8ea6263ed826437fc710

Observation 94978386-23ab-48f4-b4f4-de3eef1a3c16 · outbound

This paper cites an unresolved cited work.

SIREN: Towards End-to-End Extreme-Weather Early Warning with Experience-Grounded LLM Agents Unresolved cited work

Reference 3

Resolution
unresolved
no resolver link, observed 2026-07-31T11:14:08.940091Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T11:14:08.940091Z digest=sha256:2ba39bce695ab309bc6d139e8e01cffb34343ee15c8ddbbffc8e6e2a7d61f3cc

Observation 872009e1-a88e-487e-bed0-6c98962b83a7 · outbound

This paper cites an unresolved cited work.

SIREN: Towards End-to-End Extreme-Weather Early Warning with Experience-Grounded LLM Agents Unresolved cited work

Reference 4

Resolution
unresolved
no resolver link, observed 2026-07-31T11:14:09.012268Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T11:14:09.012268Z digest=sha256:0f4f066aa3756e2c6a830a88e70c14e6695e2c47b94276d9649337d52ca51633

Observation b7e8a6db-faa8-404e-9ae8-ce7bb5f95fef · outbound

This paper cites an unresolved cited work.

SIREN: Towards End-to-End Extreme-Weather Early Warning with Experience-Grounded LLM Agents Unresolved cited work

Reference 5

Resolution
unresolved
no resolver link, observed 2026-07-31T11:14:09.085622Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T11:14:09.085622Z digest=sha256:89d8a2ec3e0979243927f17e4543050d5dc03fcc362a7aae7b99b7957e8f052c

Observation 5adf4920-58d8-49c9-8fd2-fb0a68889043 · outbound

This paper cites an unresolved cited work.

SIREN: Towards End-to-End Extreme-Weather Early Warning with Experience-Grounded LLM Agents Unresolved cited work

Reference 6

Resolution
unresolved
no resolver link, observed 2026-07-31T11:14:09.141222Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T11:14:09.141222Z digest=sha256:9135036448b94733b12ee2e419bc8dfdf39cc5f75dd3780ffd441ab5a2f49606

Observation b66cdf88-e5a2-46cb-8cec-7b3754c21747 · outbound

This paper cites an unresolved cited work.

SIREN: Towards End-to-End Extreme-Weather Early Warning with Experience-Grounded LLM Agents Unresolved cited work

Reference 7

Resolution
unresolved
no resolver link, observed 2026-07-31T11:14:09.305083Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T11:14:09.305083Z digest=sha256:3ddc653d75767fed02767dd04f0257e92ff1f882743e45811977a7a297eb3942

Observation 8468c161-8abe-411b-8345-eda34f3434fb · outbound

This paper cites an unresolved cited work.

SIREN: Towards End-to-End Extreme-Weather Early Warning with Experience-Grounded LLM Agents Unresolved cited work

Reference 8

Resolution
unresolved
no resolver link, observed 2026-07-31T11:14:09.395226Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T11:14:09.395226Z digest=sha256:6e1043b77e205bc279802d0dd8a21844fcb044d385f54d492cf6b18324ded476

Observation 9a5a185c-83df-446f-a5cf-5d732e5dabf5 · outbound

This paper cites an unresolved cited work.

SIREN: Towards End-to-End Extreme-Weather Early Warning with Experience-Grounded LLM Agents Unresolved cited work

Reference 9

Resolution
unresolved
no resolver link, observed 2026-07-31T11:14:09.563644Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T11:14:09.563644Z digest=sha256:2dd553f6f6c4485d8640ac9756c2ef5cb24026f76daf70dc8d16ab5409e1ad78

Observation f5e61e52-ba96-4bde-82fc-82d9f9f89521 · outbound

This paper cites an unresolved cited work.

SIREN: Towards End-to-End Extreme-Weather Early Warning with Experience-Grounded LLM Agents Unresolved cited work

Reference 10

Resolution
unresolved
no resolver link, observed 2026-07-31T11:14:09.642617Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T11:14:09.642617Z digest=sha256:649d258e225e17ae1ca0d42a8929403845d72f4004a5e9275925dea8f5218ecc

Observation 5e70ad86-b9e0-4fa1-9d38-443171df86b3 · outbound

This paper cites an unresolved cited work.

SIREN: Towards End-to-End Extreme-Weather Early Warning with Experience-Grounded LLM Agents Unresolved cited work

Reference 11

Resolution
unresolved
no resolver link, observed 2026-07-31T11:14:09.767716Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T11:14:09.767716Z digest=sha256:87d0530c9cbd099f386349bf72ddfc6889752eb099fe10d61506e864298bfb43

Observation 22c4e93f-e7ac-45b3-b3e4-ca5894a82101 · outbound

This paper cites an unresolved cited work.

SIREN: Towards End-to-End Extreme-Weather Early Warning with Experience-Grounded LLM Agents Unresolved cited work

Reference 12

Resolution
unresolved
no resolver link, observed 2026-07-31T11:14:09.891227Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T11:14:09.891227Z digest=sha256:5db5a79ac01ba69fe52cf60f8a25e2b2140c220b330410c785e39bb7a6fb80f9

Observation d74d50e8-76a4-4d21-bf8f-1f16adf4c255 · outbound

This paper cites an unresolved cited work.

SIREN: Towards End-to-End Extreme-Weather Early Warning with Experience-Grounded LLM Agents Unresolved cited work

Reference 13

Resolution
unresolved
no resolver link, observed 2026-07-31T11:14:09.906977Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T11:14:09.906977Z digest=sha256:a76d39dbb6346d6cfe992b920ff25c92d8d05048a1dc10b5d460899a99641a2e

Observation b0c330b7-897b-4045-b00f-9f5f1b5fa6ca · outbound

This paper cites an unresolved cited work.

SIREN: Towards End-to-End Extreme-Weather Early Warning with Experience-Grounded LLM Agents Unresolved cited work

Reference 14

Resolution
verified exact
doi, observed 2026-07-31T11:15:54.497616Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-07-31T11:14:09.959866Z digest=sha256:50711fef674f86f5aa9ef1c60896fa2d007b3ea0d6ed2e676807dee01259291d

Observation 49fa6f01-ffcf-4992-ba04-ece159fa91f9 · outbound

This paper cites an unresolved cited work.

SIREN: Towards End-to-End Extreme-Weather Early Warning with Experience-Grounded LLM Agents Unresolved cited work

Reference 15

Resolution
unresolved
no resolver link, observed 2026-07-31T11:14:10.079219Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T11:14:10.079219Z digest=sha256:3e2aaf2401f341248ba8a9a0aeb622a3aa5f5270aed08595a0edb592c6f2a8cd

Observation 073d56be-fe7a-47c7-9a05-fc0a60a30153 · outbound

This paper cites an unresolved cited work.

SIREN: Towards End-to-End Extreme-Weather Early Warning with Experience-Grounded LLM Agents Unresolved cited work

Reference 16

Resolution
verified exact
doi, observed 2026-07-31T11:15:54.393660Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-07-31T11:14:10.196181Z digest=sha256:79309dc879b5f46d613a07d4e9fed5dcff4f3ce0bc014642d922d6e956112472

Observation 36126139-6c88-4747-b470-2b9264cc3405 · outbound

This paper cites an unresolved cited work.

SIREN: Towards End-to-End Extreme-Weather Early Warning with Experience-Grounded LLM Agents Unresolved cited work

Reference 17

Resolution
unresolved
no resolver link, observed 2026-07-31T11:14:10.314666Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T11:14:10.314666Z digest=sha256:8382a302b779caa41459531bda428e94d8d29c2e5ec926e24ef332f2b2736bdd

Observation b6c955e3-ec14-4e90-8f9c-5ca098a65098 · outbound

This paper cites WeatherQA: Can Multimodal Language Models Reason about Severe Weather?.

SIREN: Towards End-to-End Extreme-Weather Early Warning with Experience-Grounded LLM Agents WeatherQA: Can Multimodal Language Models Reason about Severe Weather?

Reference 18

Resolution
unresolved
no resolver link, observed 2026-07-31T11:14:10.364730Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T11:14:10.364730Z digest=sha256:f7de7e67ba57827a4dbe714a3cafa562071fdb651cb68afe463e1e623babf4b8

Observation 18051b27-c4d5-4ae2-8157-2d3212954ed1 · outbound

This paper cites an unresolved cited work.

SIREN: Towards End-to-End Extreme-Weather Early Warning with Experience-Grounded LLM Agents Unresolved cited work

Reference 19

Resolution
unresolved
no resolver link, observed 2026-07-31T11:14:10.460197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T11:14:10.460197Z digest=sha256:fed133cc67168b5015d882c5a57c083bb111cc1d3fb1b4defde8588d39e3fedc

Observation 24294dbb-f652-4f49-9ea8-f2a9fbf5d6f7 · outbound

This paper cites an unresolved cited work.

SIREN: Towards End-to-End Extreme-Weather Early Warning with Experience-Grounded LLM Agents Unresolved cited work

Reference 20

Resolution
unresolved
no resolver link, observed 2026-07-31T11:14:10.583833Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T11:14:10.583833Z digest=sha256:08cd969b6e132457e11c98d55143cdc2eb68a04b22746f351a2d2438dc1b19e2

Observation a5f900f6-c0dc-4997-8cf9-c8281aa2d5c8 · outbound

This paper cites an unresolved cited work.

SIREN: Towards End-to-End Extreme-Weather Early Warning with Experience-Grounded LLM Agents Unresolved cited work

Reference 21

Resolution
unresolved
no resolver link, observed 2026-07-31T11:14:10.810229Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T11:14:10.810229Z digest=sha256:0e6f7ca418caefca0692911d69d5de6b7146640ecc5c91df1c30f0c549e05f7b

Observation 454e59ae-f880-4a1e-9366-f4c284c36498 · outbound

This paper cites an unresolved cited work.

SIREN: Towards End-to-End Extreme-Weather Early Warning with Experience-Grounded LLM Agents Unresolved cited work

Reference 22

Resolution
unresolved
no resolver link, observed 2026-07-31T11:14:10.928198Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T11:14:10.928198Z digest=sha256:6a53674d128bc700821dafc7a8765b63204addbd92dadc4dc31ecd7acdfd5638

Observation 396a71cd-dd19-473b-b798-dd58bfac7fcf · outbound

This paper cites an unresolved cited work.

SIREN: Towards End-to-End Extreme-Weather Early Warning with Experience-Grounded LLM Agents Unresolved cited work

Reference 23

Resolution
unresolved
no resolver link, observed 2026-07-31T11:14:11.012923Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T11:14:11.012923Z digest=sha256:fc78c234523ce617587ece38b2f4c5b50b31b3f49aa80ad1209c8fcc8ce7cf03

Observation ce0bf231-12a5-4571-88c8-f99759b6b7e2 · outbound

This paper cites an unresolved cited work.

SIREN: Towards End-to-End Extreme-Weather Early Warning with Experience-Grounded LLM Agents Unresolved cited work

Reference 24

Resolution
unresolved
no resolver link, observed 2026-07-31T11:14:11.177123Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T11:14:11.177123Z digest=sha256:ed5dc362f98e9a78c759b51a9e41d4e1b1dca28faa7e50ced057903ba6869e90

Observation 55a55031-8ec4-4bcf-96ab-6837255d4319 · outbound

This paper cites an unresolved cited work.

SIREN: Towards End-to-End Extreme-Weather Early Warning with Experience-Grounded LLM Agents Unresolved cited work

Reference 25

Resolution
unresolved
no resolver link, observed 2026-07-31T11:14:11.277106Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T11:14:11.277106Z digest=sha256:4d02629b6acf2d4391c4feb41c5d4e2d7a6df316afe8c1e8da478e1f5c56f268

Observation 6d983d91-9e7d-4782-8dbe-86dc0812c3d2 · outbound

This paper cites an unresolved cited work.

SIREN: Towards End-to-End Extreme-Weather Early Warning with Experience-Grounded LLM Agents Unresolved cited work

Reference 26

Resolution
unresolved
no resolver link, observed 2026-07-31T11:14:11.369021Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T11:14:11.369021Z digest=sha256:5bb66244d827217bc137e33980bf5d6daa5095e40376c315e00b7b73d1e118e5

Observation d2fdb81b-bf23-4ebb-8687-d3dc08a7965a · outbound

This paper cites an unresolved cited work.

SIREN: Towards End-to-End Extreme-Weather Early Warning with Experience-Grounded LLM Agents Unresolved cited work

Reference 27

Resolution
unresolved
no resolver link, observed 2026-07-31T11:14:11.442925Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T11:14:11.442925Z digest=sha256:07980672b3714c8464ae40b435b7b744adab82c39dde13aa2924500d214bedbf

Observation 4251d6f5-28ae-4840-a6b0-0a1bbecfc855 · outbound

This paper cites an unresolved cited work.

SIREN: Towards End-to-End Extreme-Weather Early Warning with Experience-Grounded LLM Agents Unresolved cited work

Reference 28

Resolution
unresolved
no resolver link, observed 2026-07-31T11:14:11.561990Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T11:14:11.561990Z digest=sha256:2a9b897292b07c874db0b423b3ece32230155deef9bd6ded4efd965e4118651f

Observation 6762922b-c1df-4ebe-9881-0961b9b45600 · outbound

This paper cites an unresolved cited work.

SIREN: Towards End-to-End Extreme-Weather Early Warning with Experience-Grounded LLM Agents Unresolved cited work

Reference 29

Resolution
unresolved
no resolver link, observed 2026-07-31T11:14:11.752270Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T11:14:11.752270Z digest=sha256:ad26af3245e7e49c7f83f968f16f779702baff438d9f3f6c2d46d3f034bdb4bc

Observation 5ccdf750-01f0-44dd-b357-0f172b129b26 · outbound

This paper cites an unresolved cited work.

SIREN: Towards End-to-End Extreme-Weather Early Warning with Experience-Grounded LLM Agents Unresolved cited work

Reference 30

Resolution
unresolved
no resolver link, observed 2026-07-31T11:14:11.918231Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T11:14:11.918231Z digest=sha256:cc24aa97cfdc4dd4abd94800d7d271238dd74c9bda5d434a29105705dc7fd291

Observation cf539dda-c2be-4340-add4-2f5e6f4c97e4 · outbound

This paper cites an unresolved cited work.

SIREN: Towards End-to-End Extreme-Weather Early Warning with Experience-Grounded LLM Agents Unresolved cited work

Reference 31

Resolution
unresolved
no resolver link, observed 2026-07-31T11:14:12.088061Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T11:14:12.088061Z digest=sha256:e325656a1f09a0b3e571dbe8125ac7a2008be8d687be6092809a427324e79f5d

Observation 7c596d40-6c1d-4aa6-a9ad-4340e77d911c · outbound

This paper cites an unresolved cited work.

SIREN: Towards End-to-End Extreme-Weather Early Warning with Experience-Grounded LLM Agents Unresolved cited work

Reference 32

Resolution
unresolved
no resolver link, observed 2026-07-31T11:14:12.119893Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T11:14:12.119893Z digest=sha256:ae6d23e042b628b4ff8d20d593612986033e3218d6663e472aef69f48f28611e

Observation 95d677dc-89ac-4e8e-bd10-5675543d5a1c · outbound

This paper cites an unresolved cited work.

SIREN: Towards End-to-End Extreme-Weather Early Warning with Experience-Grounded LLM Agents Unresolved cited work

Reference 33

Resolution
unresolved
no resolver link, observed 2026-07-31T11:14:12.297218Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T11:14:12.297218Z digest=sha256:df8e23b22250aa318349bb5b395ff1f4050dccc45a960b582346c7682eea0e3b

Observation 67e1fa0e-b759-4726-862e-fca0551ce976 · outbound

This paper cites an unresolved cited work.

SIREN: Towards End-to-End Extreme-Weather Early Warning with Experience-Grounded LLM Agents Unresolved cited work

Reference 34

Resolution
unresolved
no resolver link, observed 2026-07-31T11:14:12.301142Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T11:14:12.301142Z digest=sha256:bdb9b42f93f9df73e193d5f2afc70114d6ebe10a234798a66fa2c792dce2ef7d

Observation 760211b1-e5bb-433c-bdf8-4750d0584df7 · outbound

This paper cites an unresolved cited work.

SIREN: Towards End-to-End Extreme-Weather Early Warning with Experience-Grounded LLM Agents Unresolved cited work

Reference 35

Resolution
unresolved
no resolver link, observed 2026-07-31T11:14:12.305470Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T11:14:12.305470Z digest=sha256:20b021481a76642b082eec1ff935e4471f45bc1772182151fd89760bd3a993df

Observation f546157d-6bfe-45b6-a7a6-567920f9f5ca · outbound

This paper cites e2023MS004019 2023MS004019.

SIREN: Towards End-to-End Extreme-Weather Early Warning with Experience-Grounded LLM Agents e2023MS004019 2023MS004019

Reference 36

Resolution
unresolved
no resolver link, observed 2026-07-31T11:14:12.196942Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T11:14:12.196942Z digest=sha256:2f03a41d2fc1b34bd484a29a51771817ead5a89abba6ad162e95394e57e3e746

Observation 01ac8586-d73b-4108-a0ce-9b50adbe9c34 · outbound

This paper cites Department of Energy.

SIREN: Towards End-to-End Extreme-Weather Early Warning with Experience-Grounded LLM Agents Department of Energy

Reference 37

Resolution
unresolved
no resolver link, observed 2026-07-31T11:14:12.313076Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T11:14:12.313076Z digest=sha256:0cd607506baf27c42a38578961ea217e93b2d21dac8813ee0eefce1e1173ccf3

Observation 9a9b2717-ecaa-4c4b-8206-9019990338be · outbound

This paper cites an unresolved cited work.

SIREN: Towards End-to-End Extreme-Weather Early Warning with Experience-Grounded LLM Agents Unresolved cited work

Reference 38

Resolution
unresolved
no resolver link, observed 2026-07-31T11:14:12.316864Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T11:14:12.316864Z digest=sha256:a052f3120413256ac0c357e8a9794e61c088f730f14ff23afbd31e21323b9aa6

Observation 342bfedd-46b5-44af-be2e-67dd3fc9b84d · outbound

This paper cites an unresolved cited work.

SIREN: Towards End-to-End Extreme-Weather Early Warning with Experience-Grounded LLM Agents Unresolved cited work

Reference 39

Resolution
malformed identifier
no resolver link, observed 2026-07-31T11:14:12.320784Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T11:14:12.320784Z digest=sha256:eac270282db7f5a900c07b303f435d22e99627b05eb83cb667782f51b45f48d8

Observation da4dc458-f5e3-4e09-9fdd-4ee6f481e9d7 · outbound

This paper cites an unresolved cited work.

SIREN: Towards End-to-End Extreme-Weather Early Warning with Experience-Grounded LLM Agents Unresolved cited work

Reference 40

Resolution
unresolved
no resolver link, observed 2026-07-31T11:14:12.309380Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T11:14:12.309380Z digest=sha256:ed39b1b1406b849cda77978e5a4575b5a75ad548bbed1fd75a2d7ecd16423bdb

Observation 521fbfff-0a75-4bd0-823a-6b3193632e06 · outbound

This paper cites 2015.WMO Guidelines on Multi-hazard Impact-based Forecast and Warning Services.

SIREN: Towards End-to-End Extreme-Weather Early Warning with Experience-Grounded LLM Agents 2015.WMO Guidelines on Multi-hazard Impact-based Forecast and Warning Services

Reference 41

Resolution
unresolved
no resolver link, observed 2026-07-31T11:14:12.329717Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T11:14:12.329717Z digest=sha256:e440eb4a4329711f67155e427e9a7ae72e72a80f4173737a53d854083a590a0c

Observation 79795339-36ac-42d4-aa15-92c4331390c6 · outbound

This paper cites an unresolved cited work.

SIREN: Towards End-to-End Extreme-Weather Early Warning with Experience-Grounded LLM Agents Unresolved cited work

Reference 42

Resolution
unresolved
no resolver link, observed 2026-07-31T11:14:12.333407Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T11:14:12.333407Z digest=sha256:d33176e9a5501f291f7b8c73a403b0736994169e7ed63c97ed86c8b51e063ab5

Observation c0614e43-c17f-41fd-b772-3de29879d754 · outbound

This paper cites EvoDS: Self-Evolving Autonomous Data Science Agent with Skill Learning and Context Management.

SIREN: Towards End-to-End Extreme-Weather Early Warning with Experience-Grounded LLM Agents EvoDS: Self-Evolving Autonomous Data Science Agent with Skill Learning and Context Management

Reference 43

Resolution
unresolved
no resolver link, observed 2026-07-31T11:14:12.337128Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T11:14:12.337128Z digest=sha256:1d7919719bc05188bc63a59edc5484d8f7686c0dc589aadec5f0b109f912d3be

Observation 6dfd971d-399a-4802-b10c-1be5e7ffb44a · outbound

This paper cites an unresolved cited work.

SIREN: Towards End-to-End Extreme-Weather Early Warning with Experience-Grounded LLM Agents Unresolved cited work

Reference 44

Resolution
unresolved
no resolver link, observed 2026-07-31T11:14:12.325499Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T11:14:12.325499Z digest=sha256:959c441d645bc44455d1eb690f85684b19267ef51f9c8db17cdc14cbfff0a397

Observation 5cdf7b26-6ca7-458d-9e0a-79df59b96c60 · outbound

This paper cites an unresolved cited work.

SIREN: Towards End-to-End Extreme-Weather Early Warning with Experience-Grounded LLM Agents Unresolved cited work

Reference 45

Resolution
unresolved
no resolver link, observed 2026-07-31T11:14:12.345103Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T11:14:12.345103Z digest=sha256:d0ab9014d3b29f39108b894cddafffaeac2823a841353b839628c3cdffafe8d7

Observation 3de7647f-ae25-493f-853e-578f000d55cb · outbound

This paper cites an unresolved cited work.

SIREN: Towards End-to-End Extreme-Weather Early Warning with Experience-Grounded LLM Agents Unresolved cited work

Reference 48

Resolution
unresolved
no resolver link, observed 2026-07-31T11:14:12.341415Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T11:14:12.341415Z digest=sha256:298eb78fc79f604390b603945e97c81d0875b4c35ca75a05bfbca41b8bd81f69

Observation c4eefac0-3cae-483a-b2b5-f89178b1b5d9 · outbound

This paper cites InForty-third International Conference on Machine Learning.

SIREN: Towards End-to-End Extreme-Weather Early Warning with Experience-Grounded LLM Agents InForty-third International Conference on Machine Learning

Reference 50

Resolution
unresolved
no resolver link, observed 2026-07-31T11:14:12.349344Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T11:14:12.349344Z digest=sha256:f1df68a242c1d2fa0c4d3ed034d952512701f1e05fd866ab3b5d80e3c8370d94

Observation 0e3aa02e-26d4-49c7-bbf1-35bdb3a7b6ce · outbound

This paper cites an unresolved cited work.

SIREN: Towards End-to-End Extreme-Weather Early Warning with Experience-Grounded LLM Agents Unresolved cited work

Reference 51

Resolution
unresolved
no resolver link, observed 2026-07-31T11:14:12.353877Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T11:14:12.353877Z digest=sha256:6f1291dcf7da8c0abe2079e8807602429451e61a71a359f31c32a1a42a763d37

Observation d2c29ae9-db4c-4dbb-95b0-2096450a706c · outbound

This paper cites an unresolved cited work.

SIREN: Towards End-to-End Extreme-Weather Early Warning with Experience-Grounded LLM Agents Unresolved cited work

Reference 52

Resolution
unresolved
no resolver link, observed 2026-07-31T11:14:12.357833Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T11:14:12.357833Z digest=sha256:5fe91974dc99266dc447f5ddd55d02b6657885d958b3148887ff7760c441806b

Observation 13cec68c-ffc7-4d9a-a311-a0ee2fce84e1 · outbound

This paper cites Do not repeat an unsuccessful action without addressing its failure.

SIREN: Towards End-to-End Extreme-Weather Early Warning with Experience-Grounded LLM Agents Do not repeat an unsuccessful action without addressing its failure

Reference 53

Resolution
unresolved
no resolver link, observed 2026-07-31T11:14:12.361649Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T11:14:12.361649Z digest=sha256:c6a2abf945785fecee4722d164f0026c9f581aa8a1da14c99051df159e43a573

Observation a84c9382-0150-4197-9d83-924469f41b55 · outbound

This paper cites an unresolved cited work.

SIREN: Towards End-to-End Extreme-Weather Early Warning with Experience-Grounded LLM Agents Unresolved cited work

Reference 54

Resolution
unresolved
no resolver link, observed 2026-07-31T11:14:12.365518Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T11:14:12.365518Z digest=sha256:00bcc3b1363d30ce2894bf4cd2133068eb89d7e9d877937a689eecb27300c0cf

Observation b7504f51-4a49-4f4a-9a1a-4d77e163c605 · outbound

This paper cites Preserve the exact answer type and format required by the target question.

SIREN: Towards End-to-End Extreme-Weather Early Warning with Experience-Grounded LLM Agents Preserve the exact answer type and format required by the target question

Reference 55

Resolution
unresolved
no resolver link, observed 2026-07-31T11:14:12.369624Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T11:14:12.369624Z digest=sha256:f79d3cc8ea8d54c21bfa9f7a4476bbc9c6d623d3372f800c97cf2672ac12e333

Observation ecebfa3f-c500-4e96-a977-3e9da768a86e · outbound

This paper cites Code Execution and Response Rules Use only the documented analytical tools and the guarded code-execution interface.

SIREN: Towards End-to-End Extreme-Weather Early Warning with Experience-Grounded LLM Agents Code Execution and Response Rules Use only the documented analytical tools and the guarded code-execution interface

Reference 56

Resolution
unresolved
no resolver link, observed 2026-07-31T11:14:12.373346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T11:14:12.373346Z digest=sha256:6c52273d174e7e181c164ffcb05cd02c81c1b2584e8c3d3b351db22b56bb3431

Observation 94266687-bcc4-4d21-be47-8ec280c4c42b · outbound

This paper cites an unresolved cited work.

SIREN: Towards End-to-End Extreme-Weather Early Warning with Experience-Grounded LLM Agents Unresolved cited work

Reference 57

Resolution
unresolved
no resolver link, observed 2026-07-31T11:14:12.377218Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T11:14:12.377218Z digest=sha256:3325baed2300e6269e3a4406aa75c64ef791e827b151a1fd9e98ecb41c2b5c78

Observation d877f129-ef8e-47f6-a3ec-eb587b7b54fe · outbound

This paper cites Consider task intent, event conditions, reference time, location, event type, question form, answer format, source variables, and available labels.

SIREN: Towards End-to-End Extreme-Weather Early Warning with Experience-Grounded LLM Agents Consider task intent, event conditions, reference time, location, event type, question form, answer format, source variables, and available labels

Reference 58

Resolution
unresolved
no resolver link, observed 2026-07-31T11:14:12.380915Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T11:14:12.380915Z digest=sha256:0f0655226e8ad82c807cf706aef417750dff712ebcfc48063e27db6f7897d220

Observation 4bd6aaf1-1f68-443f-8a47-8cdb33adb1b2 · outbound

This paper cites Preserve each selected case’s question, reference answer, and event metadata so that its analogy remains interpretable.

SIREN: Towards End-to-End Extreme-Weather Early Warning with Experience-Grounded LLM Agents Preserve each selected case’s question, reference answer, and event metadata so that its analogy remains interpretable

Reference 59

Resolution
unresolved
no resolver link, observed 2026-07-31T11:14:12.385091Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T11:14:12.385091Z digest=sha256:96902ff3b434df3bd2a8521dfeb222c1be5760a631fab8a01e07d5844536e96a

Observation 683e666c-db21-48cd-aecb-224931db2ccc · outbound

This paper cites Do not copy a historical answer without checking it against the current event evidence.

SIREN: Towards End-to-End Extreme-Weather Early Warning with Experience-Grounded LLM Agents Do not copy a historical answer without checking it against the current event evidence

Reference 60

Resolution
unresolved
no resolver link, observed 2026-07-31T11:14:12.389150Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T11:14:12.389150Z digest=sha256:6bac00f42863c84f40e8ca443858122494e05f55c2032474668fc49a91f12366

Observation 76006af3-8b2e-431f-9968-f716299cbb43 · outbound

This paper cites Experience Guidance: SIREN-Skill Rehearsal You are the rehearsal stage of SIREN-Skill.

SIREN: Towards End-to-End Extreme-Weather Early Warning with Experience-Grounded LLM Agents Experience Guidance: SIREN-Skill Rehearsal You are the rehearsal stage of SIREN-Skill

Reference 61

Resolution
unresolved
no resolver link, observed 2026-07-31T11:14:12.393165Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T11:14:12.393165Z digest=sha256:d3c2efc485d6601c574b5a99e134cceb5c824e18d90351ba7976e036f58e3a1c

Observation 43db1ca0-bd95-4d27-90e0-2b4157a1a823 · outbound

This paper cites an unresolved cited work.

SIREN: Towards End-to-End Extreme-Weather Early Warning with Experience-Grounded LLM Agents Unresolved cited work

Reference 62

Resolution
unresolved
no resolver link, observed 2026-07-31T11:14:12.396693Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T11:14:12.396693Z digest=sha256:0fab3fc9f30629617551fad2d3dfb2afbab3cd40705229e30a895040972cbbf5

Observation c859a1a9-8ad0-4076-a9d3-f45a08b2c50b · outbound

This paper cites an unresolved cited work.

SIREN: Towards End-to-End Extreme-Weather Early Warning with Experience-Grounded LLM Agents Unresolved cited work

Reference 63

Resolution
unresolved
no resolver link, observed 2026-07-31T11:14:12.400378Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T11:14:12.400378Z digest=sha256:0fb45bb62b931cc7e83fbffa158acaeb8067c20304c1a129b787d66ed953ac27

Observation 07b0caae-3de9-455b-bac1-843b0fd49e95 · outbound

This paper cites an unresolved cited work.

SIREN: Towards End-to-End Extreme-Weather Early Warning with Experience-Grounded LLM Agents Unresolved cited work

Reference 64

Resolution
unresolved
no resolver link, observed 2026-07-31T11:14:12.404010Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T11:14:12.404010Z digest=sha256:19d98c9c31872e843c3406ce3827a9ad4ff9ac2221b41363ec2b9489dbd186a6

Observation 1c383c2e-6d9c-4552-91af-5196edb759b9 · outbound

This paper cites Do not store event-specific answers or details that would not transfer to another case.

SIREN: Towards End-to-End Extreme-Weather Early Warning with Experience-Grounded LLM Agents Do not store event-specific answers or details that would not transfer to another case

Reference 65

Resolution
unresolved
no resolver link, observed 2026-07-31T11:14:12.407810Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T11:14:12.407810Z digest=sha256:19a36f6d8c9929c368563d4a4754533a43e591b78f7eed5c1ace53534df7fa5f

Observation 72b08201-76bf-4e4e-bdf2-27a17738eac7 · outbound

This paper cites Skill Refinement Prompt You are refining the reusable skill guidance of SIREN-Skill after one rehearsal case.

SIREN: Towards End-to-End Extreme-Weather Early Warning with Experience-Grounded LLM Agents Skill Refinement Prompt You are refining the reusable skill guidance of SIREN-Skill after one rehearsal case

Reference 66

Resolution
unresolved
no resolver link, observed 2026-07-31T11:14:12.411464Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T11:14:12.411464Z digest=sha256:40eb912ec88431e6564cf8091485fbdaa199c5e701fd18d420fab676ff1115a7

Observation 4daa226f-38b7-4668-91d1-35dbb294eb3b · outbound

This paper cites an unresolved cited work.

SIREN: Towards End-to-End Extreme-Weather Early Warning with Experience-Grounded LLM Agents Unresolved cited work

Reference 67

Resolution
unresolved
no resolver link, observed 2026-07-31T11:14:12.415228Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T11:14:12.415228Z digest=sha256:0da12b21f432c2f823c67edd41b096de58d84e8fdef0dffcc133bc09acf3f223

Observation a64c5c96-2f70-45a4-8575-ef46194b69fd · outbound

This paper cites an unresolved cited work.

SIREN: Towards End-to-End Extreme-Weather Early Warning with Experience-Grounded LLM Agents Unresolved cited work

Reference 68

Resolution
unresolved
no resolver link, observed 2026-07-31T11:14:12.419238Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T11:14:12.419238Z digest=sha256:3d5e7c399f5d9535e2789791be9ed5cdf647a928783630a3b66c46fc931223ca

Observation f43857f9-089e-42c7-9959-cd64c46cf88a · outbound

This paper cites Keep one reusable procedure per item.

SIREN: Towards End-to-End Extreme-Weather Early Warning with Experience-Grounded LLM Agents Keep one reusable procedure per item

Reference 69

Resolution
unresolved
no resolver link, observed 2026-07-31T11:14:12.422795Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T11:14:12.422795Z digest=sha256:c7ba6ff2f32f9819efb363ec759f739cbc6cd7cd4471569d25e1c3b87254fd6f

Observation ad68e0e8-86b6-4b72-805b-095d6cc78035 · outbound

This paper cites an unresolved cited work.

SIREN: Towards End-to-End Extreme-Weather Early Warning with Experience-Grounded LLM Agents Unresolved cited work

Reference 70

Resolution
unresolved
no resolver link, observed 2026-07-31T11:14:12.426922Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T11:14:12.426922Z digest=sha256:d96f10ff91fa355845c865c50cd3dfc8753815125dd600811be462c0bf09ec4a

Observation 77cb4803-2585-4f26-bf7f-07093dabd26b · outbound

This paper cites Return only the revised skill guidance.

SIREN: Towards End-to-End Extreme-Weather Early Warning with Experience-Grounded LLM Agents Return only the revised skill guidance

Reference 71

Resolution
unresolved
no resolver link, observed 2026-07-31T11:14:12.430771Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T11:14:12.430771Z digest=sha256:cdae47ea3c00ea98ea4ee19d55bc34d0000dd134e7920e075f1781f289a3c84d

Observation 2a9a04b1-21eb-483f-b7f3-0ff7f0297c90 · outbound

This paper cites Construct explicit training and validation samples with task-appropriate inputs and targets.

SIREN: Towards End-to-End Extreme-Weather Early Warning with Experience-Grounded LLM Agents Construct explicit training and validation samples with task-appropriate inputs and targets

Reference 72

Resolution
unresolved
no resolver link, observed 2026-07-31T11:14:12.434752Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T11:14:12.434752Z digest=sha256:cf3ececf259014790db5dc566d1ef9ae8509d14ad61948673539e4a051ab0a3a

Observation dabb4763-a488-4a96-b4e9-e3639e0655cb · outbound

This paper cites Prevent target leakage.

SIREN: Towards End-to-End Extreme-Weather Early Warning with Experience-Grounded LLM Agents Prevent target leakage

Reference 73

Resolution
unresolved
no resolver link, observed 2026-07-31T11:14:12.438756Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T11:14:12.438756Z digest=sha256:88f18d971c1c79b6923b680865f71c3a80f64f4de355356a01df90293cd7c956

Observation 6d044279-3b3f-4c01-999e-2e960b3b52b5 · outbound

This paper cites an unresolved cited work.

SIREN: Towards End-to-End Extreme-Weather Early Warning with Experience-Grounded LLM Agents Unresolved cited work

Reference 74

Resolution
unresolved
no resolver link, observed 2026-07-31T11:14:12.442726Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T11:14:12.442726Z digest=sha256:3977595d482112ce2f1466cdced4107f0c82d44546a47dd6096e7235f3960c65

Observation 5a767560-cf10-4ff5-83b1-bbe63ecbb8ec · outbound

This paper cites an unresolved cited work.

SIREN: Towards End-to-End Extreme-Weather Early Warning with Experience-Grounded LLM Agents Unresolved cited work

Reference 75

Resolution
unresolved
no resolver link, observed 2026-07-31T11:14:12.446683Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T11:14:12.446683Z digest=sha256:910f2918b3bb606f2f47cf3050f162f7e5d946be2c01a6a5cdbfc4b6bc212541

Observation e1a138f8-0174-4eb8-b819-fc1a518af99f · outbound

This paper cites an unresolved cited work.

SIREN: Towards End-to-End Extreme-Weather Early Warning with Experience-Grounded LLM Agents Unresolved cited work

Reference 76

Resolution
unresolved
no resolver link, observed 2026-07-31T11:14:12.451151Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T11:14:12.451151Z digest=sha256:527ad49f74d37b511a0be8e0d182e770340420eb6847093671d379d3efd621ea

Observation f15f4066-6226-4365-8c93-d7f4af34dcfa · outbound

This paper cites Continue to the target-solving phase only after a trained and validated predictor is available.

SIREN: Towards End-to-End Extreme-Weather Early Warning with Experience-Grounded LLM Agents Continue to the target-solving phase only after a trained and validated predictor is available

Reference 77

Resolution
unresolved
no resolver link, observed 2026-07-31T11:14:12.455010Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T11:14:12.455010Z digest=sha256:dae93c4e804e946df7924aab2bafcef2b19ec297d401688ded02aae88e3b0d3d

Observation 0ef8254a-32c1-4a06-bd4b-740a7d543114 · outbound

This paper cites an unresolved cited work.

SIREN: Towards End-to-End Extreme-Weather Early Warning with Experience-Grounded LLM Agents Unresolved cited work

Reference 2022

Resolution
unresolved
no resolver link, observed 2026-07-31T11:14:09.220004Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T11:14:09.220004Z digest=sha256:154c8363d75439d657d2e9294196c51ad3f1545659c673ad43c372c9ef77c087

Observation 92e14c8c-5fe8-436f-a1c4-b4d400d76ced · outbound

This paper cites InProceedings of the 41st International Conference on Machine Learning(Vienna, Austria)(ICML’24).

SIREN: Towards End-to-End Extreme-Weather Early Warning with Experience-Grounded LLM Agents InProceedings of the 41st International Conference on Machine Learning(Vienna, Austria)(ICML’24)

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-07-31T11:14:09.708036Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T11:14:09.708036Z digest=sha256:dda2f0806814d365bf8247e1b8b19b8d8a500bff512ec89d73ed0366255c9d83

Observation d5c1fd5f-6c1d-4837-a70c-ab0c18e5a278 · outbound

This paper cites InFindings of the Association for Computational Linguistics: EACL 2026, Vera Demberg, Kentaro Inui, and Lluís Marquez (Eds.).

SIREN: Towards End-to-End Extreme-Weather Early Warning with Experience-Grounded LLM Agents InFindings of the Association for Computational Linguistics: EACL 2026, Vera Demberg, Kentaro Inui, and Lluís Marquez (Eds.)

Reference 2026

Resolution
unresolved
no resolver link, observed 2026-07-31T11:14:09.483868Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T11:14:09.483868Z digest=sha256:d7773db875abd5fc8ed2236adbaf0645f03541e92a926aba47246e5d70c27f08

Pith citing papers

No inbound Pith citation observations are available.