Paper Citation Record · LEDGER

CALM: A Framework for Continuous, Adaptive, and LLM-Mediated Anomaly Detection in Time-Series Streams

As of 8 August 2026, this Paper Citation Record lists 21 of 21 outbound references and 0 inbound Pith citation observations for arXiv:2508.21273.

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

pith.paper-citation-record.v1
2508.21273 v1

Coverage vector

measured 21 of 21 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T14:28:03.160877Z

measured 21 of 21 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+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

21 of 21 outbound references displayed

verified exact3
verified fuzzy2
unresolved14
parse uncertain0
malformed identifier0
metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 6943f155-dcc8-4d50-afe3-36a39ca398aa · outbound

This paper cites A decoder-only foundation model for time-series forecasting.

CALM: A Framework for Continuous, Adaptive, and LLM-Mediated Anomaly Detection in Time-Series Streams A decoder-only foundation model for time-series forecasting

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-05T14:28:01.651753Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 949d69ba-61ea-4af9-8db1-f3d7ca6ffd6e · outbound

This paper cites MOMENT: A Family of Open Time-series Foundation Models.

CALM: A Framework for Continuous, Adaptive, and LLM-Mediated Anomaly Detection in Time-Series Streams MOMENT: A Family of Open Time-series Foundation Models

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-05T14:28:01.983695Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 05f6bf64-0518-4f82-ac5a-4d4fb2be6e0c · outbound

This paper cites LoRA: Low-Rank Adaptation of Large Language Models.

CALM: A Framework for Continuous, Adaptive, and LLM-Mediated Anomaly Detection in Time-Series Streams LoRA: Low-Rank Adaptation of Large Language Models

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-05T14:28:02.135249Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0fb4974c-9414-4ed8-afe5-9c1249ac10e2 · outbound

This paper cites Generic and scalable framework for automated time-series anomaly detection.

CALM: A Framework for Continuous, Adaptive, and LLM-Mediated Anomaly Detection in Time-Series Streams Generic and scalable framework for automated time-series anomaly detection

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:28:04.999848Z

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 062880b6-1975-4c44-b77e-5ad2f413b9c3 · outbound

This paper cites Foundation Models for Time Series Analysis: A Tutorial and Survey.

CALM: A Framework for Continuous, Adaptive, and LLM-Mediated Anomaly Detection in Time-Series Streams Foundation Models for Time Series Analysis: A Tutorial and Survey

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-05T14:28:02.294447Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dbf9434e-8f09-4457-b6f1-1e5befeae4f6 · outbound

This paper cites A Time Series is Worth 64 Words: Long-term Forecasting with Transformers.

CALM: A Framework for Continuous, Adaptive, and LLM-Mediated Anomaly Detection in Time-Series Streams A Time Series is Worth 64 Words: Long-term Forecasting with Transformers

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-05T14:28:02.468019Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2c5c5b43-e23c-4579-9405-2e16353d7e23 · outbound

This paper cites TimeGPT-1.

CALM: A Framework for Continuous, Adaptive, and LLM-Mediated Anomaly Detection in Time-Series Streams TimeGPT-1

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-05T14:28:02.542035Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8c44c257-25e7-4131-b428-226dfb3c8384 · outbound

This paper cites Deep Learning for Time Series Anomaly Detection: A Survey.

CALM: A Framework for Continuous, Adaptive, and LLM-Mediated Anomaly Detection in Time-Series Streams Deep Learning for Time Series Anomaly Detection: A Survey

Reference 15

Resolution: metadata mismatch; local_arxiv, observed 2026-08-05T14:28:03.854747Z

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 4ad92c6e-92e3-47aa-820b-27de669c2013 · outbound

This paper cites Large Language Models for Data Annotation and Synthesis: A Survey.

CALM: A Framework for Continuous, Adaptive, and LLM-Mediated Anomaly Detection in Time-Series Streams Large Language Models for Data Annotation and Synthesis: A Survey

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-05T14:28:02.656217Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 94f5680b-9aa9-4615-9a5e-4e906ffacaab · outbound

This paper cites MCTS-Judge: Test-Time Scaling in LLM-as-a-Judge for Code Correctness Evaluation.

CALM: A Framework for Continuous, Adaptive, and LLM-Mediated Anomaly Detection in Time-Series Streams MCTS-Judge: Test-Time Scaling in LLM-as-a-Judge for Code Correctness Evaluation

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-05T14:28:02.738112Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 26476ef5-3def-4c39-9060-c0481c755eea · outbound

This paper cites Trip-llm: A tri-branch patch- wise large language model framework for time-series anomaly detection.

CALM: A Framework for Continuous, Adaptive, and LLM-Mediated Anomaly Detection in Time-Series Streams Trip-llm: A tri-branch patch- wise large language model framework for time-series anomaly detection

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-05T14:28:02.904941Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 92f047f4-1310-4320-b3d5-024e0c62c565 · outbound

This paper cites Han Zhao, Yuxiang Wang, Juanyong Duan, Chen-Kuo Huang, Dongjie Cao, Yanjie Wang, and Leman Akoglu.

CALM: A Framework for Continuous, Adaptive, and LLM-Mediated Anomaly Detection in Time-Series Streams Han Zhao, Yuxiang Wang, Juanyong Duan, Chen-Kuo Huang, Dongjie Cao, Yanjie Wang, and Leman Akoglu

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:28:04.823734Z

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 9cc10a9c-b64b-4c97-8055-ceb281b8f803 · outbound

This paper cites Study of instabilities and outbursts in luminous blue variables AF And $\&$ R 127.

CALM: A Framework for Continuous, Adaptive, and LLM-Mediated Anomaly Detection in Time-Series Streams Study of instabilities and outbursts in luminous blue variables AF And $\&$ R 127

Reference 1980

Resolution: metadata mismatch; local_arxiv, observed 2026-08-05T14:28:04.268531Z

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 f2d72e16-2796-4714-96c5-85046a50f400 · outbound

This paper cites an unresolved cited work.

CALM: A Framework for Continuous, Adaptive, and LLM-Mediated Anomaly Detection in Time-Series Streams Unresolved cited work

Reference 1995

Resolution: unresolved; no resolver link, observed 2026-08-05T14:28:01.802061Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation def5e55a-038f-4829-91b5-53d6193121d7 · outbound

This paper cites Scaling Down to Scale Up: A Guide to Parameter-Efficient Fine-Tuning.

CALM: A Framework for Continuous, Adaptive, and LLM-Mediated Anomaly Detection in Time-Series Streams Scaling Down to Scale Up: A Guide to Parameter-Efficient Fine-Tuning

Reference 2015

Resolution: unresolved; no resolver link, observed 2026-08-05T14:28:02.212342Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e7c1e5c8-efeb-4b69-b8e5-7ba9f92caaaf · outbound

This paper cites Can multimodal llms perform time series anomaly detection? arXiv preprint arXiv:2502.17812,.

CALM: A Framework for Continuous, Adaptive, and LLM-Mediated Anomaly Detection in Time-Series Streams Can multimodal llms perform time series anomaly detection? arXiv preprint arXiv:2502.17812,

Reference 2018

Resolution: unresolved; no resolver link, observed 2026-08-05T14:28:02.376359Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0bb18e5c-2c30-49c6-9692-5e03fd4e7d12 · outbound

This paper cites Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena.

CALM: A Framework for Continuous, Adaptive, and LLM-Mediated Anomaly Detection in Time-Series Streams Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena

Reference 2020

Resolution: unresolved; no resolver link, observed 2026-08-05T14:28:03.160877Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a9940fff-949f-49e0-b54c-280a945fc266 · outbound

This paper cites Yuan-Cheng Yu, Chun-An Lin, Yen-Chieh Ouyang, and Wen-Chih Peng.

CALM: A Framework for Continuous, Adaptive, and LLM-Mediated Anomaly Detection in Time-Series Streams Yuan-Cheng Yu, Chun-An Lin, Yen-Chieh Ouyang, and Wen-Chih Peng

Reference 2021

Resolution: verified exact; doi, observed 2026-08-05T14:28:03.410144Z

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 718da173-8d94-4f58-a72c-26a46e90dbeb · outbound

This paper cites Financial Fine-tuning a Large Time Series Model.

CALM: A Framework for Continuous, Adaptive, and LLM-Mediated Anomaly Detection in Time-Series Streams Financial Fine-tuning a Large Time Series Model

Reference 2023

Resolution: verified exact; local_arxiv, observed 2026-08-05T14:28:04.460962Z

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 6f4d4f04-82ff-4b5d-9b99-2188c1b1052b · outbound

This paper cites Low-Rank Adaptation of Time Series Foundational Models for Out-of-Domain Modality Forecasting.

CALM: A Framework for Continuous, Adaptive, and LLM-Mediated Anomaly Detection in Time-Series Streams Low-Rank Adaptation of Time Series Foundational Models for Out-of-Domain Modality Forecasting

Reference 2024

Resolution: verified exact; local_arxiv, observed 2026-08-05T14:28:04.644809Z

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 850f5e68-a4b0-42d7-ba0e-f8e3dd2b085b · outbound

This paper cites Chronos: Learning the Language of Time Series.

CALM: A Framework for Continuous, Adaptive, and LLM-Mediated Anomaly Detection in Time-Series Streams Chronos: Learning the Language of Time Series

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-05T14:28:01.616856Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.