Paper Citation Record · LEDGER

FM-LLM: A frequency-enhanced mixture-of-experts framework for adapting LLMs to time series forecasting

As of 17 August 2026, this Paper Citation Record lists 51 of 51 outbound references and 0 inbound Pith citation observations for arXiv:2608.11623.

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

pith.paper-citation-record.v1
2608.11623 v1

Coverage vector

measured 51 of 51 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T00:38:38.955393Z

measured 51 of 51 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

51 of 51 outbound references displayed

verified exact2
verified fuzzy9
unresolved38
parse uncertain0
malformed identifier0
metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 457131ab-d7c7-424e-95aa-942a52bf8675 · outbound

This paper cites Gonçalves, R.

FM-LLM: A frequency-enhanced mixture-of-experts framework for adapting LLMs to time series forecasting Gonçalves, R

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-16T00:38:38.437516Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fd9941fb-ace3-4757-8614-48cbb66cc511 · outbound

This paper cites an unresolved cited work.

FM-LLM: A frequency-enhanced mixture-of-experts framework for adapting LLMs to time series forecasting Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-16T00:38:38.442546Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2781c291-0a9a-434c-82af-beedccc6f44d · outbound

This paper cites Fiandrino, E.

FM-LLM: A frequency-enhanced mixture-of-experts framework for adapting LLMs to time series forecasting Fiandrino, E

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-16T00:38:38.447091Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e466c035-faff-462c-9556-ee781f889be4 · outbound

This paper cites Kochkov, J.

FM-LLM: A frequency-enhanced mixture-of-experts framework for adapting LLMs to time series forecasting Kochkov, J

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-16T00:38:38.451533Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 101f63a5-78f2-4ab8-9f26-b2c0342785b1 · outbound

This paper cites Brown, B.

FM-LLM: A frequency-enhanced mixture-of-experts framework for adapting LLMs to time series forecasting Brown, B

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:38:41.778180Z

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.

Observation a23f9063-b21e-4207-9de3-d7b99150c08d · outbound

This paper cites an unresolved cited work.

FM-LLM: A frequency-enhanced mixture-of-experts framework for adapting LLMs to time series forecasting Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-16T00:38:41.764608Z

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.

Observation d8b4e532-12c5-4404-a42c-b6b64f84b017 · outbound

This paper cites an unresolved cited work.

FM-LLM: A frequency-enhanced mixture-of-experts framework for adapting LLMs to time series forecasting Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-16T00:38:38.464869Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 617ce0e1-31f9-4cd3-90b4-d51a540207c8 · outbound

This paper cites an unresolved cited work.

FM-LLM: A frequency-enhanced mixture-of-experts framework for adapting LLMs to time series forecasting Unresolved cited work

Reference 8

Resolution: metadata mismatch; raw_fallback, observed 2026-08-16T00:38:40.098892Z

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.

Observation 04e05413-3f40-4620-b22f-9ade4408e8e7 · outbound

This paper cites an unresolved cited work.

FM-LLM: A frequency-enhanced mixture-of-experts framework for adapting LLMs to time series forecasting Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-16T00:38:41.666077Z

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.

Observation 43664b4e-f094-47d6-a1d3-45a6eeccb351 · outbound

This paper cites an unresolved cited work.

FM-LLM: A frequency-enhanced mixture-of-experts framework for adapting LLMs to time series forecasting Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-16T00:38:41.652241Z

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.

Observation 4083159a-322c-457f-b682-7d12b2605e63 · outbound

This paper cites an unresolved cited work.

FM-LLM: A frequency-enhanced mixture-of-experts framework for adapting LLMs to time series forecasting Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-16T00:38:41.639022Z

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.

Observation ebab52e3-aeb8-4c36-b19d-958b19f9ab88 · outbound

This paper cites an unresolved cited work.

FM-LLM: A frequency-enhanced mixture-of-experts framework for adapting LLMs to time series forecasting Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-16T00:38:41.625123Z

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.

Observation fcd7ca17-ccfa-47d6-a27b-834bb87236ba · outbound

This paper cites an unresolved cited work.

FM-LLM: A frequency-enhanced mixture-of-experts framework for adapting LLMs to time series forecasting Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-16T00:38:38.491519Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5f7219d5-3c1b-4058-bfb6-39bd9084adcd · outbound

This paper cites an unresolved cited work.

FM-LLM: A frequency-enhanced mixture-of-experts framework for adapting LLMs to time series forecasting Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-16T00:38:38.495674Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4173082a-56de-4587-a5e6-267fa4435aff · outbound

This paper cites an unresolved cited work.

FM-LLM: A frequency-enhanced mixture-of-experts framework for adapting LLMs to time series forecasting Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-16T00:38:41.485440Z

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.

Observation fccadddf-ee50-4a43-bf0f-5b9eff1c9014 · outbound

This paper cites an unresolved cited work.

FM-LLM: A frequency-enhanced mixture-of-experts framework for adapting LLMs to time series forecasting Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-16T00:38:38.550990Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 10290842-c1fe-4b70-84b3-eb5d147b28a2 · outbound

This paper cites an unresolved cited work.

FM-LLM: A frequency-enhanced mixture-of-experts framework for adapting LLMs to time series forecasting Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-16T00:38:41.453658Z

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.

Observation 975766ae-35c7-4a5d-8d1b-19af5dcb5bc2 · outbound

This paper cites an unresolved cited work.

FM-LLM: A frequency-enhanced mixture-of-experts framework for adapting LLMs to time series forecasting Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-16T00:38:41.440425Z

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.

Observation a6c75f21-381c-4346-87cb-fb9f9bd5c966 · outbound

This paper cites an unresolved cited work.

FM-LLM: A frequency-enhanced mixture-of-experts framework for adapting LLMs to time series forecasting Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-16T00:38:38.642197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 77679c4a-ecc4-4613-b05b-25f8365db5b9 · outbound

This paper cites an unresolved cited work.

FM-LLM: A frequency-enhanced mixture-of-experts framework for adapting LLMs to time series forecasting Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-16T00:38:41.341080Z

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.

Observation 1b602534-d63a-4f6d-b51c-ca577b453c00 · outbound

This paper cites an unresolved cited work.

FM-LLM: A frequency-enhanced mixture-of-experts framework for adapting LLMs to time series forecasting Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-16T00:38:41.269906Z

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.

Observation 87989a11-f281-4ad7-9d41-30dbf96520fb · outbound

This paper cites an unresolved cited work.

FM-LLM: A frequency-enhanced mixture-of-experts framework for adapting LLMs to time series forecasting Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-16T00:38:41.254078Z

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.

Observation 443735f7-355a-495e-adf8-b8118185512b · outbound

This paper cites an unresolved cited work.

FM-LLM: A frequency-enhanced mixture-of-experts framework for adapting LLMs to time series forecasting Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-16T00:38:41.166556Z

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.

Observation 57d8bce5-f838-4c28-ab99-7b8520346a99 · outbound

This paper cites an unresolved cited work.

FM-LLM: A frequency-enhanced mixture-of-experts framework for adapting LLMs to time series forecasting Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-16T00:38:38.661721Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f55e0a16-5382-4369-9344-91987650f854 · outbound

This paper cites an unresolved cited work.

FM-LLM: A frequency-enhanced mixture-of-experts framework for adapting LLMs to time series forecasting Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-16T00:38:41.088796Z

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.

Observation 27465af0-cc3a-4397-8aee-ee360afd1509 · outbound

This paper cites Huang, Z.

FM-LLM: A frequency-enhanced mixture-of-experts framework for adapting LLMs to time series forecasting Huang, Z

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:38:41.075673Z

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.

Observation b75966ee-ee1a-48cd-8f16-7d20ca70e310 · outbound

This paper cites an unresolved cited work.

FM-LLM: A frequency-enhanced mixture-of-experts framework for adapting LLMs to time series forecasting Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-16T00:38:41.039976Z

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.

Observation 98398343-263e-4301-b11b-a57f993cb339 · outbound

This paper cites an unresolved cited work.

FM-LLM: A frequency-enhanced mixture-of-experts framework for adapting LLMs to time series forecasting Unresolved cited work

Reference 28

Resolution: verified exact; raw_fallback, observed 2026-08-16T00:38:39.654111Z

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.

Observation 8d3d96b1-ac9d-4743-990c-0a34186d4c1a · outbound

This paper cites an unresolved cited work.

FM-LLM: A frequency-enhanced mixture-of-experts framework for adapting LLMs to time series forecasting Unresolved cited work

Reference 29

Resolution: metadata mismatch; raw_fallback, observed 2026-08-16T00:38:39.510650Z

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.

Observation 59bfba0d-c31e-4200-aa79-a4d4ea6aa408 · outbound

This paper cites an unresolved cited work.

FM-LLM: A frequency-enhanced mixture-of-experts framework for adapting LLMs to time series forecasting Unresolved cited work

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-16T00:38:38.686586Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 09d78d01-3ea6-453c-924c-f7f540928128 · outbound

This paper cites Ziyin, T.

FM-LLM: A frequency-enhanced mixture-of-experts framework for adapting LLMs to time series forecasting Ziyin, T

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:38:40.888783Z

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.

Observation 4d2f1da2-760e-4904-b2e6-7d96bea86f38 · outbound

This paper cites Uteuliyeva, A.

FM-LLM: A frequency-enhanced mixture-of-experts framework for adapting LLMs to time series forecasting Uteuliyeva, A

Reference 32

Resolution: verified exact; doi, observed 2026-08-16T00:38:39.091365Z

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.

Observation 08eac097-f2a1-4ecd-baa6-f8f5547126a3 · outbound

This paper cites Sitzmann, J.

FM-LLM: A frequency-enhanced mixture-of-experts framework for adapting LLMs to time series forecasting Sitzmann, J

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:38:40.841706Z

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.

Observation 115ad51d-0572-46e7-b331-556fbf95fc02 · outbound

This paper cites Mixtral of Experts.

FM-LLM: A frequency-enhanced mixture-of-experts framework for adapting LLMs to time series forecasting Mixtral of Experts

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-16T00:38:38.702648Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 565b899b-34ef-4f38-826c-c24072ec043a · outbound

This paper cites Fedus, B.

FM-LLM: A frequency-enhanced mixture-of-experts framework for adapting LLMs to time series forecasting Fedus, B

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:38:40.828182Z

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.

Observation 6939d8b5-f861-4560-8a67-3489477531df · outbound

This paper cites DeepSeek-V3 Technical Report.

FM-LLM: A frequency-enhanced mixture-of-experts framework for adapting LLMs to time series forecasting DeepSeek-V3 Technical Report

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-16T00:38:38.711631Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 89bd3fd8-6622-498a-9a8e-a99bd2b12964 · outbound

This paper cites an unresolved cited work.

FM-LLM: A frequency-enhanced mixture-of-experts framework for adapting LLMs to time series forecasting Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-16T00:38:40.814311Z

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.

Observation d64e48b8-bd1a-4125-9b88-ea1a90dd3c8e · outbound

This paper cites Hounie, J.

FM-LLM: A frequency-enhanced mixture-of-experts framework for adapting LLMs to time series forecasting Hounie, J

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:38:40.723172Z

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.

Observation 5ae6a26a-d667-4dfa-9f15-52041a7ff17c · outbound

This paper cites an unresolved cited work.

FM-LLM: A frequency-enhanced mixture-of-experts framework for adapting LLMs to time series forecasting Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-16T00:38:40.649678Z

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.

Observation 429544de-f809-487c-8670-1d89f26e9d6f · outbound

This paper cites an unresolved cited work.

FM-LLM: A frequency-enhanced mixture-of-experts framework for adapting LLMs to time series forecasting Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-08-16T00:38:40.635734Z

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.

Observation d5efaacb-4632-4abc-97a8-5d11848069c8 · outbound

This paper cites Devlin, M.-W.

FM-LLM: A frequency-enhanced mixture-of-experts framework for adapting LLMs to time series forecasting Devlin, M.-W

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-16T00:38:38.732338Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c13032ed-a958-4196-abf3-f204b1c1675e · outbound

This paper cites Radford, J.

FM-LLM: A frequency-enhanced mixture-of-experts framework for adapting LLMs to time series forecasting Radford, J

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:38:40.622263Z

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.

Observation 88cd600d-1848-4c3c-a0d7-2c5cb30c5080 · outbound

This paper cites Goerg, Forecastable component analysis, in: Procee dings of the 30th International Conference on Machine Learning, Vol.

FM-LLM: A frequency-enhanced mixture-of-experts framework for adapting LLMs to time series forecasting Goerg, Forecastable component analysis, in: Procee dings of the 30th International Conference on Machine Learning, Vol

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:38:40.554333Z

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.

Observation adbe40f0-3412-4c11-bf9a-5b1a312ea049 · outbound

This paper cites an unresolved cited work.

FM-LLM: A frequency-enhanced mixture-of-experts framework for adapting LLMs to time series forecasting Unresolved cited work

Reference 44

Resolution: unresolved; raw_fallback, observed 2026-08-16T00:38:40.451172Z

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.

Observation 9f738623-6e35-4387-862c-eb5326829153 · outbound

This paper cites an unresolved cited work.

FM-LLM: A frequency-enhanced mixture-of-experts framework for adapting LLMs to time series forecasting Unresolved cited work

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-16T00:38:38.900833Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7c4c9ff0-8ab1-41e7-9c2e-e5e9d15c579d · outbound

This paper cites Reformer: The Efficient Transformer.

FM-LLM: A frequency-enhanced mixture-of-experts framework for adapting LLMs to time series forecasting Reformer: The Efficient Transformer

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-16T00:38:38.932843Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a6f2a6b4-deba-43ea-94fc-96fd1a7a5c6d · outbound

This paper cites an unresolved cited work.

FM-LLM: A frequency-enhanced mixture-of-experts framework for adapting LLMs to time series forecasting Unresolved cited work

Reference 47

Resolution: unresolved; raw_fallback, observed 2026-08-16T00:38:40.437475Z

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.

Observation 506894fd-0817-4985-886e-d935d774e13e · outbound

This paper cites an unresolved cited work.

FM-LLM: A frequency-enhanced mixture-of-experts framework for adapting LLMs to time series forecasting Unresolved cited work

Reference 48

Resolution: unresolved; raw_fallback, observed 2026-08-16T00:38:40.424549Z

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.

Observation 01472e9d-8dcc-4f30-a017-9f3d2d0d8367 · outbound

This paper cites N-BEATS: Neural basis expansion analysis for interpretable time series forecasting.

FM-LLM: A frequency-enhanced mixture-of-experts framework for adapting LLMs to time series forecasting N-BEATS: Neural basis expansion analysis for interpretable time series forecasting

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-16T00:38:38.946102Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a1c3aa8b-966e-4d36-aa12-80435dbc32d7 · outbound

This paper cites Challu, K.

FM-LLM: A frequency-enhanced mixture-of-experts framework for adapting LLMs to time series forecasting Challu, K

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-16T00:38:38.950299Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 16c0b1de-5875-4487-b921-2993945f686e · outbound

This paper cites Paszke, S.

FM-LLM: A frequency-enhanced mixture-of-experts framework for adapting LLMs to time series forecasting Paszke, S

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:38:40.371616Z

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.

Pith citing papers

No inbound Pith citation observations are available.