Pith. sign in

Paper Citation Record · LEDGER

Foundation Models for Demand Forecasting via Dual-Strategy Ensembling

As of 17 August 2026, this Paper Citation Record lists 61 of 61 outbound references and 1 inbound Pith citation observation for arXiv:2507.22053.

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

pith.paper-citation-record.v1
2507.22053 v1

Coverage vector

measured 61 of 61 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T12:09:39.848096Z

measured 62 of 62 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 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-26T05:35:28.485707Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T12:59:52.924291Z

Reference resolution

61 of 61 outbound references displayed

  • verified exact2
  • verified fuzzy0
  • unresolved59
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 2b04188f-ba78-4207-aed9-791a0d515298 · outbound

This paper cites an unresolved cited work.

Foundation Models for Demand Forecasting via Dual-Strategy Ensembling Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-06T12:09:41.263459Z

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=2026-08-06T12:09:39.396550Z digest=sha256:20614502965a9ff3239c3d7d7c034eda1af94ef996244446a3bd79ba83935703

Observation 21ae5cb3-f01f-4c0d-9139-817bc7ff9823 · outbound

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

Foundation Models for Demand Forecasting via Dual-Strategy Ensembling Chronos: Learning the Language of Time Series

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-06T12:09:39.404760Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T12:09:39.404760Z digest=sha256:400944bb553956bd02ee1e89820656def95d96a85e5a08f9bc40db8a11506c93

Observation 1ea95ebc-01cc-42aa-8e9d-c9c5f53f4c41 · outbound

This paper cites TEMPO: Prompt-based Generative Pre-trained Transformer for Time Series Forecasting.

Foundation Models for Demand Forecasting via Dual-Strategy Ensembling TEMPO: Prompt-based Generative Pre-trained Transformer for Time Series Forecasting

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-06T12:09:39.411328Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T12:09:39.411328Z digest=sha256:691ff1bb22fa7de205d781295d576fe4a2b687a50b69740d7979eb41880e79ce

Observation eb3f7663-5d36-40cb-addd-ca40551e9f90 · outbound

This paper cites TimeDiT: General-purpose Diffusion Transformers for Time Series Foundation Model.

Foundation Models for Demand Forecasting via Dual-Strategy Ensembling TimeDiT: General-purpose Diffusion Transformers for Time Series Foundation Model

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-06T12:09:39.420167Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T12:09:39.420167Z digest=sha256:278e7082a20e630bbe5d18e57ec5af00aebc96af5f21d01a8795df3141c9904b

Observation 185da8da-cda6-4bee-bf01-aaeff1a013d1 · outbound

This paper cites an unresolved cited work.

Foundation Models for Demand Forecasting via Dual-Strategy Ensembling Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-06T12:09:41.248400Z

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=2026-08-06T12:09:39.436409Z digest=sha256:a4ffedbf9b300a4dbec4ac44cae3e13867fb851f0f541d3f5de15db193c50551

Observation b093dd96-8f8d-4438-a337-23a3b483c57d · outbound

This paper cites Pathformer: Multi-scale Transformers with Adaptive Pathways for Time Series Forecasting.

Foundation Models for Demand Forecasting via Dual-Strategy Ensembling Pathformer: Multi-scale Transformers with Adaptive Pathways for Time Series Forecasting

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-06T12:09:39.443027Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T12:09:39.443027Z digest=sha256:fb50262e4c301c56a6fc2e61cc0eaf2fa2e972ecf21c88351f75bf0214309c0b

Observation 3ec001eb-0363-4464-a875-09a701ed75d9 · outbound

This paper cites an unresolved cited work.

Foundation Models for Demand Forecasting via Dual-Strategy Ensembling Unresolved cited work

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-06T12:09:39.449855Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T12:09:39.449855Z digest=sha256:a3da03de1301f79787b306276cd898e8691eab74180ba927c80094687482bac4

Observation 9c787580-e45c-42aa-8cd4-ffffa41d99b5 · outbound

This paper cites TimeGPT-1.

Foundation Models for Demand Forecasting via Dual-Strategy Ensembling TimeGPT-1

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-06T12:09:39.457548Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T12:09:39.457548Z digest=sha256:f7f0f0948bd59c452a35f87f1cafdc7586436b57fa76c81badbcc5ed1b0b7a46

Observation a3dccbea-4fa9-49fd-9d2e-10e12c80b46d · outbound

This paper cites an unresolved cited work.

Foundation Models for Demand Forecasting via Dual-Strategy Ensembling Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-08-06T12:09:41.221164Z

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=2026-08-06T12:09:39.467045Z digest=sha256:cbaf80b935ea785d40c2f52fb2953913daf971a927fc3644a743c3c192f7402a

Observation 20b1fc24-37f2-4eea-ae94-a95719cf8b84 · outbound

This paper cites an unresolved cited work.

Foundation Models for Demand Forecasting via Dual-Strategy Ensembling Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-06T12:09:41.171618Z

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=2026-08-06T12:09:39.488771Z digest=sha256:a70decd4271ebec1f7c4472536c25b3fd676474459a56e850cfdd9bedbea9e7b

Observation 55c3816b-ee37-43b3-b208-e7296aa15059 · outbound

This paper cites an unresolved cited work.

Foundation Models for Demand Forecasting via Dual-Strategy Ensembling Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-06T12:09:41.156559Z

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=2026-08-06T12:09:39.495898Z digest=sha256:d351c4f1b0e4b08309ba96a8880766867dbb38b59b8f79140e351365e9615ed3

Observation 85fa12e9-7aa5-4a0b-83c4-9aedfe16a386 · outbound

This paper cites A Look at the Evaluation Setup of the M5 Forecasting Competition.

Foundation Models for Demand Forecasting via Dual-Strategy Ensembling A Look at the Evaluation Setup of the M5 Forecasting Competition

Reference 12

Resolution
verified exact
local_arxiv, observed 2026-08-06T12:09:40.101905Z

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=2026-08-06T12:09:39.503002Z digest=sha256:4d7496f9ba11ecfd018a9a14184558fe0691e437d12b0d5ce5f2dc720fe4b980

Observation 577c5de6-5a79-4278-aa2b-4ef5a80d4d77 · outbound

This paper cites an unresolved cited work.

Foundation Models for Demand Forecasting via Dual-Strategy Ensembling Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-06T12:09:41.141448Z

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=2026-08-06T12:09:39.509688Z digest=sha256:274699de9ae935f053b32a114d74d6e3afd1bfda68d3e1fac5b3388b53ca3b63

Observation 84c85efe-58b8-4632-91cf-94aec77e2ba0 · outbound

This paper cites an unresolved cited work.

Foundation Models for Demand Forecasting via Dual-Strategy Ensembling Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-06T12:09:41.123817Z

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=2026-08-06T12:09:39.528993Z digest=sha256:e4a22db7ddfc5191d2ef281be98acffb34a122a5ac8322fe66ffaf9ec8136985

Observation 345dd14e-0cbe-4cc9-b6ab-5084160dc502 · outbound

This paper cites an unresolved cited work.

Foundation Models for Demand Forecasting via Dual-Strategy Ensembling Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-06T12:09:41.105417Z

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=2026-08-06T12:09:39.535617Z digest=sha256:4e610ff3399aaaa94e42d17289f03a33c479f186fafc3f6b9dd5162fe65e70b0

Observation 72c0f5a9-7695-4876-b82b-db8952904f6d · outbound

This paper cites an unresolved cited work.

Foundation Models for Demand Forecasting via Dual-Strategy Ensembling Unresolved cited work

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-06T12:09:39.542031Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T12:09:39.542031Z digest=sha256:f5c87c7bfc9e897a5e38694d02a75c064ac2e7f3b148939c211599751dd31bac

Observation 55f2a774-bfc9-4004-a589-8d1fd5b60fcf · outbound

This paper cites Time-LLM: Time Series Forecasting by Reprogramming Large Language Models.

Foundation Models for Demand Forecasting via Dual-Strategy Ensembling Time-LLM: Time Series Forecasting by Reprogramming Large Language Models

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-06T12:09:39.548067Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T12:09:39.548067Z digest=sha256:f530582fa3127fd7fbc43863a7c9137b6ecbb93c330989f36275b74e936c3232

Observation ccac7536-0379-4527-8122-53eaa199bd21 · outbound

This paper cites Position: What Can Large Language Models Tell Us about Time Series Analysis.

Foundation Models for Demand Forecasting via Dual-Strategy Ensembling Position: What Can Large Language Models Tell Us about Time Series Analysis

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-06T12:09:39.556705Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T12:09:39.556705Z digest=sha256:e719df654995301f26ec34ea83b90ce2bcf0778d29febd8c6b210529938f49c3

Observation c8f09e1c-8d04-413d-b73f-0b9406f4f765 · outbound

This paper cites an unresolved cited work.

Foundation Models for Demand Forecasting via Dual-Strategy Ensembling Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-08-06T12:09:41.037449Z

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=2026-08-06T12:09:39.565414Z digest=sha256:8891abb89da51d8250239501991c6ccbeda3d79363fd73984b7e31dbf4ea99eb

Observation f72695d6-f7f1-448d-a8a1-51eea492b69e · outbound

This paper cites an unresolved cited work.

Foundation Models for Demand Forecasting via Dual-Strategy Ensembling Unresolved cited work

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-06T12:09:39.573665Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T12:09:39.573665Z digest=sha256:3e9f360ae6c53b48e9cc9fb281f2935b10d58a8b6bfe1abd58795f17428a427b

Observation b1cd6701-5d57-44a4-9d13-e8e1a14f743d · outbound

This paper cites an unresolved cited work.

Foundation Models for Demand Forecasting via Dual-Strategy Ensembling Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-08-06T12:09:41.009791Z

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=2026-08-06T12:09:39.579988Z digest=sha256:fe7a3d1b31e4173040c5242fca43a3443cd8ca7e0d2f219156f71ac2e5b65470

Observation 47a35b05-5a2c-4bce-a8e6-20e36b2eaa60 · outbound

This paper cites an unresolved cited work.

Foundation Models for Demand Forecasting via Dual-Strategy Ensembling Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-06T12:09:40.992734Z

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=2026-08-06T12:09:39.587195Z digest=sha256:c8142f34498e656310788f8cbebe1ea7b7bdef5f09982873df95b6bcc069fdc1

Observation 66fb23d5-fe5f-47c6-aa4b-549d8719a5d8 · outbound

This paper cites an unresolved cited work.

Foundation Models for Demand Forecasting via Dual-Strategy Ensembling Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-06T12:09:40.976376Z

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=2026-08-06T12:09:39.596632Z digest=sha256:c602f5900d4bd445f13b028390e0c2cb710a73714a43a80ce302b45fb9746642

Observation 9a733d4e-4be8-47c3-a32d-bd10bb6a2d7e · outbound

This paper cites an unresolved cited work.

Foundation Models for Demand Forecasting via Dual-Strategy Ensembling Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-08-06T12:09:40.958776Z

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=2026-08-06T12:09:39.603381Z digest=sha256:cfb1b272fd0dcf44bcc719794ca2f71b725c5b0e1529b1c3f09ea280dac1f71a

Observation 23067c10-f68c-49f1-a895-5395d4e9f3fd · outbound

This paper cites ClimateLLM: Efficient Weather Forecasting via Frequency-Aware Large Language Models.

Foundation Models for Demand Forecasting via Dual-Strategy Ensembling ClimateLLM: Efficient Weather Forecasting via Frequency-Aware Large Language Models

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-06T12:09:39.614971Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T12:09:39.614971Z digest=sha256:300dd902715d32b2e015cfa58e14ee13959342229514c43b272ebccc896dfac1

Observation 231e757e-2016-445e-a732-c17ff721a62c · outbound

This paper cites an unresolved cited work.

Foundation Models for Demand Forecasting via Dual-Strategy Ensembling Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-08-06T12:09:40.941493Z

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=2026-08-06T12:09:39.621799Z digest=sha256:cbf1ca52f2ead8b9e2b16ee3272ee0c548b33d7e9e3038326f09c4d8850b25b1

Observation 8799edd7-84c3-4d15-a67e-2b34a2eeadc6 · outbound

This paper cites an unresolved cited work.

Foundation Models for Demand Forecasting via Dual-Strategy Ensembling Unresolved cited work

Reference 29

Resolution
unresolved
raw_fallback, observed 2026-08-06T12:09:40.925534Z

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=2026-08-06T12:09:39.628416Z digest=sha256:957c9a1ca243536cb8ce4eb6599a2040df9578af3838dd6891c18f0273deab6e

Observation aa928116-0d1f-4ea2-9979-faea94cc0756 · outbound

This paper cites an unresolved cited work.

Foundation Models for Demand Forecasting via Dual-Strategy Ensembling Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-08-06T12:09:40.909548Z

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=2026-08-06T12:09:39.638155Z digest=sha256:00c766dff20313ace2f9cd251e25b326395df46a45e626da5c4e5b6782a31296

Observation 7ba4714c-5b29-40bc-81ec-7e8f30467ec0 · outbound

This paper cites an unresolved cited work.

Foundation Models for Demand Forecasting via Dual-Strategy Ensembling Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-08-06T12:09:40.893655Z

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=2026-08-06T12:09:39.644528Z digest=sha256:a1b4b70de465b4ee1921bb3ffce583f4c924eb48f565bbdc1e646bfca10b89a8

Observation c70b8f52-7673-4cce-b059-6bae0d7beb6f · outbound

This paper cites an unresolved cited work.

Foundation Models for Demand Forecasting via Dual-Strategy Ensembling Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-08-06T12:09:40.874232Z

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=2026-08-06T12:09:39.650827Z digest=sha256:579fe7a21671e9122847ca384d7184bed4b1009534e003b12f31c9fac24bfc96

Observation 9bcf4638-e683-4601-9efa-83b445bbf2b0 · outbound

This paper cites an unresolved cited work.

Foundation Models for Demand Forecasting via Dual-Strategy Ensembling Unresolved cited work

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-06T12:09:39.657200Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T12:09:39.657200Z digest=sha256:17cd58319e2b6bade3e3c69175c6972f149c74f0123d039e8c07a5c60b8118ba

Observation 4ac24598-ab45-440e-8e4c-65972fe2cf35 · outbound

This paper cites an unresolved cited work.

Foundation Models for Demand Forecasting via Dual-Strategy Ensembling Unresolved cited work

Reference 34

Resolution
unresolved
raw_fallback, observed 2026-08-06T12:09:40.841949Z

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=2026-08-06T12:09:39.668390Z digest=sha256:72e87de63f6a885f1af593cebb09ee4326e4b8b5be3cc8f523fce990f77a6d65

Observation a457d88d-607a-4c49-acd8-35e49a2d50be · outbound

This paper cites an unresolved cited work.

Foundation Models for Demand Forecasting via Dual-Strategy Ensembling Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-08-06T12:09:40.825289Z

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=2026-08-06T12:09:39.673587Z digest=sha256:7be744d46c76ba4bd2e4e3c2e9a1e1ca0b6c458a79cc3c8cd6096c52ac65bb96

Observation 5bfb2ed9-fe88-49dd-8752-9dc6f58ac6c1 · outbound

This paper cites an unresolved cited work.

Foundation Models for Demand Forecasting via Dual-Strategy Ensembling Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-08-06T12:09:40.809109Z

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=2026-08-06T12:09:39.683923Z digest=sha256:03b221f8533454dcd0eba4232b18074da1d09938f5d70c230a382c9944151339

Observation 2b1842cd-76c5-48f3-a5bc-7a6ea9894bce · outbound

This paper cites an unresolved cited work.

Foundation Models for Demand Forecasting via Dual-Strategy Ensembling Unresolved cited work

Reference 37

Resolution
unresolved
raw_fallback, observed 2026-08-06T12:09:40.792184Z

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=2026-08-06T12:09:39.691973Z digest=sha256:e4112a7fd599e4f2404610f37dff73fc2f462cf7b649e89981f0db7a3f29686a

Observation 0d0308ea-e4ff-4826-9871-3667dad422e0 · outbound

This paper cites an unresolved cited work.

Foundation Models for Demand Forecasting via Dual-Strategy Ensembling Unresolved cited work

Reference 38

Resolution
unresolved
raw_fallback, observed 2026-08-06T12:09:40.772569Z

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=2026-08-06T12:09:39.704393Z digest=sha256:e9bac31f0f2b5a4f838c59fbe8c8f52901701ddb6c48a573d5405dbd9814c131

Observation 0548e419-ebce-4079-be02-9dd0a4ff8438 · outbound

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

Foundation Models for Demand Forecasting via Dual-Strategy Ensembling A Time Series is Worth 64 Words: Long-term Forecasting with Transformers

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-06T12:09:39.712604Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T12:09:39.712604Z digest=sha256:98074e7a0b991d555cdfe62f8f4a73ffa2aa25dd6c0496ce4849e9e272064be7

Observation 66aa189f-ed5d-49de-b3ce-bf9f55fe8000 · outbound

This paper cites an unresolved cited work.

Foundation Models for Demand Forecasting via Dual-Strategy Ensembling Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-08-06T12:09:40.707177Z

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=2026-08-06T12:09:39.719920Z digest=sha256:d782cacd55319a7c1031654fea7eb205c20e1fdd35fd00b8cef6bb8a17dd2da7

Observation cf01cb5a-5807-4f12-8bfc-c667eb41bf4e · outbound

This paper cites an unresolved cited work.

Foundation Models for Demand Forecasting via Dual-Strategy Ensembling Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-08-06T12:09:40.631048Z

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=2026-08-06T12:09:39.726223Z digest=sha256:8d5bb75c157071b135a5af8fcdeef4cbddd002bcdea3a07cd41b59b456756a03

Observation 02bfa9f8-bf8e-45e5-9372-e2a73eff4e85 · outbound

This paper cites an unresolved cited work.

Foundation Models for Demand Forecasting via Dual-Strategy Ensembling Unresolved cited work

Reference 42

Resolution
unresolved
raw_fallback, observed 2026-08-06T12:09:40.566041Z

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=2026-08-06T12:09:39.731101Z digest=sha256:0733abe882b869629631bcca5ff0f36c3a296cbe05c79a648ca77ee44eb3c563

Observation f3d56a64-a8b7-4fe6-ac48-282e217a5203 · outbound

This paper cites Lag-Llama: Towards Foundation Models for Probabilistic Time Series Forecasting.

Foundation Models for Demand Forecasting via Dual-Strategy Ensembling Lag-Llama: Towards Foundation Models for Probabilistic Time Series Forecasting

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-06T12:09:39.736905Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T12:09:39.736905Z digest=sha256:ccd0bca715bdbcaead1abc9131c4f8a968746d025d9ebb642a81427a7a715788

Observation c82d7879-7205-4bde-99f7-6c88c0c8bd0f · outbound

This paper cites an unresolved cited work.

Foundation Models for Demand Forecasting via Dual-Strategy Ensembling Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-08-06T12:09:40.471536Z

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=2026-08-06T12:09:39.743541Z digest=sha256:50e5ad8775c0069577a4ecf2a3c3d8ea31ce02a9e62ed1b44ac4681c91d8ed0d

Observation 59b02dbc-1a7b-4a69-8029-8362f0fd445e · outbound

This paper cites an unresolved cited work.

Foundation Models for Demand Forecasting via Dual-Strategy Ensembling Unresolved cited work

Reference 45

Resolution
unresolved
raw_fallback, observed 2026-08-06T12:09:40.452729Z

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=2026-08-06T12:09:39.752188Z digest=sha256:7da9066f0d915a2df1d7aa41d6de140d920fada073acd53a41dd7ab585f57454

Observation 6d2ae19f-4a01-4aae-b175-88bda3b70e72 · outbound

This paper cites Time-MoE: Billion-Scale Time Series Foundation Models with Mixture of Experts.

Foundation Models for Demand Forecasting via Dual-Strategy Ensembling Time-MoE: Billion-Scale Time Series Foundation Models with Mixture of Experts

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-06T12:09:39.758851Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T12:09:39.758851Z digest=sha256:9731d93d63c3569aab5e429a52be9b07c01779519cafd48c759ee1fc840a6a34

Observation 716305be-f01b-4e01-a2af-8f6c2f00e103 · outbound

This paper cites an unresolved cited work.

Foundation Models for Demand Forecasting via Dual-Strategy Ensembling Unresolved cited work

Reference 47

Resolution
unresolved
raw_fallback, observed 2026-08-06T12:09:40.433869Z

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=2026-08-06T12:09:39.764816Z digest=sha256:b3d1b4b9019b609b85c0ea9e1c62ea0e410a3ac853424022686cc378e5f9c73d

Observation 17689327-d36d-470e-9797-caadcc9f9a82 · outbound

This paper cites an unresolved cited work.

Foundation Models for Demand Forecasting via Dual-Strategy Ensembling Unresolved cited work

Reference 48

Resolution
unresolved
raw_fallback, observed 2026-08-06T12:09:40.415326Z

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=2026-08-06T12:09:39.770081Z digest=sha256:ee1c5228b4c8624009528830de7c03279f6ddc9117746ad4010d25cff308ffa4

Observation e992abde-6d3f-4aac-9fc1-afbcdc0d3718 · outbound

This paper cites an unresolved cited work.

Foundation Models for Demand Forecasting via Dual-Strategy Ensembling Unresolved cited work

Reference 49

Resolution
unresolved
raw_fallback, observed 2026-08-06T12:09:40.390673Z

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=2026-08-06T12:09:39.775521Z digest=sha256:cebcfed477a6500666c0f5547486f12e6c23124f7f5fb0c8d7877fd322089ca1

Observation bd332722-764f-4dec-9188-c225e9661354 · outbound

This paper cites an unresolved cited work.

Foundation Models for Demand Forecasting via Dual-Strategy Ensembling Unresolved cited work

Reference 50

Resolution
unresolved
raw_fallback, observed 2026-08-06T12:09:40.369211Z

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=2026-08-06T12:09:39.781849Z digest=sha256:1b0090b66e7538c25cf0eff022c173b73173043d1d9723fbc0234c78f71cbbef

Observation d4ae8bec-2f99-4a2a-bdd4-d50ddfaa11fb · outbound

This paper cites an unresolved cited work.

Foundation Models for Demand Forecasting via Dual-Strategy Ensembling Unresolved cited work

Reference 51

Resolution
unresolved
raw_fallback, observed 2026-08-06T12:09:40.347062Z

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=2026-08-06T12:09:39.788093Z digest=sha256:f0343b39258fa1a75d7d67cde3153d0247931110c125112f58bd941c2631303a

Observation 99a21af0-c761-4fe7-9b17-d4d05e45575b · outbound

This paper cites A Dynamic Approach to Stock Price Prediction: Comparing RNN and Mixture of Experts Models Across Different Volatility Profiles.

Foundation Models for Demand Forecasting via Dual-Strategy Ensembling A Dynamic Approach to Stock Price Prediction: Comparing RNN and Mixture of Experts Models Across Different Volatility Profiles

Reference 52

Resolution
verified exact
local_arxiv, observed 2026-08-06T12:09:39.935844Z

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=2026-08-06T12:09:39.793459Z digest=sha256:fe7d4fcd7a49fdae927f894b561ed222fc6ba7932673bb6e5ff892a916ff802e

Observation 178b5cbd-a4a6-4635-898d-5e58ffbb7172 · outbound

This paper cites an unresolved cited work.

Foundation Models for Demand Forecasting via Dual-Strategy Ensembling Unresolved cited work

Reference 53

Resolution
unresolved
raw_fallback, observed 2026-08-06T12:09:40.327859Z

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=2026-08-06T12:09:39.799130Z digest=sha256:2548b2db7d2a523e1a02c7f87ee63d38d85f2f038e59083d89149f03db99029d

Observation 2084b80f-6120-41ef-be68-b243d27fb788 · outbound

This paper cites an unresolved cited work.

Foundation Models for Demand Forecasting via Dual-Strategy Ensembling Unresolved cited work

Reference 54

Resolution
unresolved
raw_fallback, observed 2026-08-06T12:09:40.307461Z

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=2026-08-06T12:09:39.805280Z digest=sha256:9ef86c48e0b53a4467b5f96d05118fd6d25d3946bb4284f818e1b8bf12d986e9

Observation 55937c66-c9ae-4dd7-bb34-e9a4641f078e · outbound

This paper cites an unresolved cited work.

Foundation Models for Demand Forecasting via Dual-Strategy Ensembling Unresolved cited work

Reference 55

Resolution
unresolved
no resolver link, observed 2026-08-06T12:09:39.810847Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T12:09:39.810847Z digest=sha256:0ef515f08a29d4113d84c15d55ac464c124f89e783b0c73fb1e25dd098fda930

Observation 7753fd42-157e-48cd-82bc-6558315bb20b · outbound

This paper cites TS-Reasoner: Domain-Oriented Time Series Inference Agents for Reasoning and Automated Analysis.

Foundation Models for Demand Forecasting via Dual-Strategy Ensembling TS-Reasoner: Domain-Oriented Time Series Inference Agents for Reasoning and Automated Analysis

Reference 56

Resolution
unresolved
no resolver link, observed 2026-08-06T12:09:39.817035Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T12:09:39.817035Z digest=sha256:224bc614c00975c8c921ae2a84b2c1c7555fe417d7eb9a1f35de605ddbc2ffde

Observation 50302f1e-6da0-4cc8-b0f2-978d95e64ef3 · outbound

This paper cites an unresolved cited work.

Foundation Models for Demand Forecasting via Dual-Strategy Ensembling Unresolved cited work

Reference 57

Resolution
unresolved
raw_fallback, observed 2026-08-06T12:09:40.277584Z

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=2026-08-06T12:09:39.823585Z digest=sha256:d7a77994edc7a9ec49d5c2e24543c22285be2d82d5c2896071d09473ca6add22

Observation 19f63cdd-7ac9-4db4-b442-46e6983ce9aa · outbound

This paper cites an unresolved cited work.

Foundation Models for Demand Forecasting via Dual-Strategy Ensembling Unresolved cited work

Reference 58

Resolution
unresolved
raw_fallback, observed 2026-08-06T12:09:40.257130Z

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=2026-08-06T12:09:39.829727Z digest=sha256:ecd818898b7533c1eec975290a8b6e48de6c515281b6f927a57ccc0e595b4e60

Observation 951d7e97-b1cf-43ba-834d-c72f4eb89824 · outbound

This paper cites an unresolved cited work.

Foundation Models for Demand Forecasting via Dual-Strategy Ensembling Unresolved cited work

Reference 59

Resolution
unresolved
no resolver link, observed 2026-08-06T12:09:39.836651Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T12:09:39.836651Z digest=sha256:418de20db60b3ef35cacf1a9b613655b81051b46c00aaa12478c2f4d6d0ba07a

Observation f1258718-7e29-4200-9637-0df499ced704 · outbound

This paper cites an unresolved cited work.

Foundation Models for Demand Forecasting via Dual-Strategy Ensembling Unresolved cited work

Reference 60

Resolution
unresolved
no resolver link, observed 2026-08-06T12:09:39.842922Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T12:09:39.842922Z digest=sha256:f22b5f85dcf31c477643bec3be5d709782d9ce5cc5f85b2a3613272ef3ef72ae

Observation dca830aa-70b0-4b06-979e-ca81b49bb626 · outbound

This paper cites an unresolved cited work.

Foundation Models for Demand Forecasting via Dual-Strategy Ensembling Unresolved cited work

Reference 61

Resolution
unresolved
raw_fallback, observed 2026-08-06T12:09:40.217957Z

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=2026-08-06T12:09:39.848096Z digest=sha256:6b7d5bb838f81f550d8f6143414f2fbefcb903f48393e3509c305b98e1cbbebe

Observation fc4e1862-81a6-4672-94ab-f2728e2ef961 · outbound

This paper cites an unresolved cited work.

Foundation Models for Demand Forecasting via Dual-Strategy Ensembling Unresolved cited work

Reference 2015

Resolution
unresolved
raw_fallback, observed 2026-08-06T12:09:41.189253Z

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=2026-08-06T12:09:39.480704Z digest=sha256:e8e1f1996d756a9e670c97db5ae5aafd5b0baac733a6bc1a9c091c2894f4bce1

Observation a993baff-4149-48db-b039-2020a6da70ce · outbound

This paper cites an unresolved cited work.

Foundation Models for Demand Forecasting via Dual-Strategy Ensembling Unresolved cited work

Reference 2017

Resolution
unresolved
raw_fallback, observed 2026-08-06T12:09:41.206222Z

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=2026-08-06T12:09:39.474365Z digest=sha256:b4529c4c212d46eaa9763e823a88500b9bf13183d9d5ab19665f98195ac78895

Pith citing papers

Observation 47c7bbdb-1ade-4c4e-8189-dcc60405a91f · inbound

Speaking Numbers to LLMs: Multi-Wavelet Number Embeddings for Time Series Forecasting cites this paper.

Speaking Numbers to LLMs: Multi-Wavelet Number Embeddings for Time Series Forecasting Foundation Models for Demand Forecasting via Dual-Strategy Ensembling

Reference 28

Resolution
verified exact
arxiv_id, observed 2026-07-04T12:59:52.925714Z

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=2026-06-26T05:35:28.485707Z digest=sha256:c6d3685eddaa19c285163f7638cd52eeb7fa1fbe56c4b6fc99ad2d2b79642270