SIREN: Towards End-to-End Extreme-Weather Early Warning with Experience-Grounded LLM Agents | Paper Citation Record

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 2026-08-08T06:32:00.761636+00:00.

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.

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.

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.

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

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Unavailable: canonical work link unavailable.

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.

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.

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.

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.

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.

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.

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.

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.

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 2026-08-08T06:32:00.761636+00:00.

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.

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 2026-08-08T06:32:00.761636+00:00.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

Coverage vector

Reference resolution

Outbound references

Pith citing papers