Paper Citation Record · LEDGER

A Comprehensive Forecasting Framework based on Multi-Stage Hierarchical Forecasting Reconciliation and Adjustment

As of 20 August 2026, this Paper Citation Record lists 32 of 32 outbound references and 0 inbound Pith citation observations for arXiv:2412.14718.

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

pith.paper-citation-record.v1
2412.14718 v1

Coverage vector

measured 32 of 32 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T12:02:24.501935Z

measured 32 of 32 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+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

32 of 32 outbound references displayed

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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a859bc2e-b2eb-4db4-9303-d71a01af54a0 · outbound

This paper cites Manufacturer’s cooperative advertising, demand uncertainty, and information sharing,.

A Comprehensive Forecasting Framework based on Multi-Stage Hierarchical Forecasting Reconciliation and Adjustment Manufacturer’s cooperative advertising, demand uncertainty, and information sharing,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:02:24.948136Z

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Observation b5e9555a-d46f-4ff3-a67a-e49007a7e420 · outbound

This paper cites A request-level guaranteed delivery advertising planning: Forecasting and allocation,.

A Comprehensive Forecasting Framework based on Multi-Stage Hierarchical Forecasting Reconciliation and Adjustment A request-level guaranteed delivery advertising planning: Forecasting and allocation,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:02:24.934174Z

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Observation 79ee6a5d-7185-4a36-bde6-afbb9315c01f · outbound

This paper cites The bullwhip effect in supply chains,.

A Comprehensive Forecasting Framework based on Multi-Stage Hierarchical Forecasting Reconciliation and Adjustment The bullwhip effect in supply chains,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:02:24.920105Z

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Observation c35362a9-840b-43ee-ab26-d0e0647ae563 · outbound

This paper cites Model selection in reconciling hierarchical time series,.

A Comprehensive Forecasting Framework based on Multi-Stage Hierarchical Forecasting Reconciliation and Adjustment Model selection in reconciling hierarchical time series,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:02:24.906056Z

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Observation f50a81fe-1b9f-49ac-91b8-7c4e996cdf71 · outbound

This paper cites Optimally reconciling forecasts in a hierarchy,.

A Comprehensive Forecasting Framework based on Multi-Stage Hierarchical Forecasting Reconciliation and Adjustment Optimally reconciling forecasts in a hierarchy,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:02:24.892109Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 2df7aca9-ffe1-4808-a513-e7736ef05700 · outbound

This paper cites Forecasting at scale,.

A Comprehensive Forecasting Framework based on Multi-Stage Hierarchical Forecasting Reconciliation and Adjustment Forecasting at scale,

Reference 6

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Observation 9fb23ae4-1419-4283-9f77-f5465aa7f244 · outbound

This paper cites Short-term load forecasting for industrial customers based on tcn-lightgbm,.

A Comprehensive Forecasting Framework based on Multi-Stage Hierarchical Forecasting Reconciliation and Adjustment Short-term load forecasting for industrial customers based on tcn-lightgbm,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:02:24.869747Z

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Observation a98f4b9b-e494-49e9-9c99-72fc27770303 · outbound

This paper cites Bitcoin fore- casting using arima and prophet,.

A Comprehensive Forecasting Framework based on Multi-Stage Hierarchical Forecasting Reconciliation and Adjustment Bitcoin fore- casting using arima and prophet,

Reference 8

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Observation c6c8f5f3-f200-4bfd-bbb0-a7dbf54cee4e · outbound

This paper cites Hierarchical time series forecasting via support vector regression in the european travel retail industry,.

A Comprehensive Forecasting Framework based on Multi-Stage Hierarchical Forecasting Reconciliation and Adjustment Hierarchical time series forecasting via support vector regression in the european travel retail industry,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:02:24.843458Z

Source-reported events for the cited work

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Observation 6c1f7204-8400-49fa-889c-da5bcdb9a89d · outbound

This paper cites Integrated hierarchical forecasting,.

A Comprehensive Forecasting Framework based on Multi-Stage Hierarchical Forecasting Reconciliation and Adjustment Integrated hierarchical forecasting,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:02:24.830374Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation e392c764-1486-4dd2-8465-70567cb7dca9 · outbound

This paper cites Supply chain decision support systems based on a novel hierarchical forecasting approach,.

A Comprehensive Forecasting Framework based on Multi-Stage Hierarchical Forecasting Reconciliation and Adjustment Supply chain decision support systems based on a novel hierarchical forecasting approach,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:02:24.816933Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation f12cf68d-e9f0-4805-ad56-58b3c6a256fb · outbound

This paper cites Combining forecasts: A review and annotated bibliog- raphy,.

A Comprehensive Forecasting Framework based on Multi-Stage Hierarchical Forecasting Reconciliation and Adjustment Combining forecasts: A review and annotated bibliog- raphy,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:02:24.803075Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation e7bf29b3-c466-4ee5-b84e-3058fcd60669 · outbound

This paper cites The accu- racy of extrapolation (time series) methods: Results of a forecasting competition,.

A Comprehensive Forecasting Framework based on Multi-Stage Hierarchical Forecasting Reconciliation and Adjustment The accu- racy of extrapolation (time series) methods: Results of a forecasting competition,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:02:24.789611Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation ad898780-ccce-4b74-99b4-6e759ced7506 · outbound

This paper cites The m2-competition: A real-time judgmentally based forecasting study,.

A Comprehensive Forecasting Framework based on Multi-Stage Hierarchical Forecasting Reconciliation and Adjustment The m2-competition: A real-time judgmentally based forecasting study,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:02:24.775749Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 4a1b45b4-030d-4997-a77c-27620df01bbb · outbound

This paper cites Demand forecasting in supply chains: a review of aggregation and hierarchical approaches,.

A Comprehensive Forecasting Framework based on Multi-Stage Hierarchical Forecasting Reconciliation and Adjustment Demand forecasting in supply chains: a review of aggregation and hierarchical approaches,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:02:24.762394Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 3d74e478-960f-478c-ad3f-49d873449cdb · outbound

This paper cites A greedy aggregation–decomposition method for intermittent demand forecasting in fashion retailing,.

A Comprehensive Forecasting Framework based on Multi-Stage Hierarchical Forecasting Reconciliation and Adjustment A greedy aggregation–decomposition method for intermittent demand forecasting in fashion retailing,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:02:24.749381Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation bfb22af9-a0d0-41f8-ab28-85785185d625 · outbound

This paper cites Non- stationary demand forecasting by cross-sectional aggregation,.

A Comprehensive Forecasting Framework based on Multi-Stage Hierarchical Forecasting Reconciliation and Adjustment Non- stationary demand forecasting by cross-sectional aggregation,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:02:24.735221Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 9bf6a0c0-8259-479a-a715-e3832e736876 · outbound

This paper cites A model for selecting the appropriate level of aggregation in forecasting processes,.

A Comprehensive Forecasting Framework based on Multi-Stage Hierarchical Forecasting Reconciliation and Adjustment A model for selecting the appropriate level of aggregation in forecasting processes,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:02:24.720263Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 7c93d92a-81f3-4353-9a09-22052cb8d519 · outbound

This paper cites Regularized regression for hierarchical forecasting without unbiasedness conditions,.

A Comprehensive Forecasting Framework based on Multi-Stage Hierarchical Forecasting Reconciliation and Adjustment Regularized regression for hierarchical forecasting without unbiasedness conditions,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:02:24.706325Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation bb35d564-ca85-4ab8-9943-4ebb0c8cdf9a · outbound

This paper cites Optimal forecast reconciliation for hierarchical and grouped time series through trace minimization,.

A Comprehensive Forecasting Framework based on Multi-Stage Hierarchical Forecasting Reconciliation and Adjustment Optimal forecast reconciliation for hierarchical and grouped time series through trace minimization,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:02:24.692838Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation a2f0c6a6-1d7c-4102-b9ad-53d5845a474e · outbound

This paper cites A machine learning approach for forecasting hierarchical time series,.

A Comprehensive Forecasting Framework based on Multi-Stage Hierarchical Forecasting Reconciliation and Adjustment A machine learning approach for forecasting hierarchical time series,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:02:24.678279Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation ff56f704-ee1b-41b9-a2db-4a4ec7345de8 · outbound

This paper cites Hierarchical forecast reconciliation with machine learning,.

A Comprehensive Forecasting Framework based on Multi-Stage Hierarchical Forecasting Reconciliation and Adjustment Hierarchical forecast reconciliation with machine learning,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:02:24.664557Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 1f601011-e32a-4498-a507-8515a1fa59a9 · outbound

This paper cites Lightgbm: A highly efficient gradient boosting decision tree,.

A Comprehensive Forecasting Framework based on Multi-Stage Hierarchical Forecasting Reconciliation and Adjustment Lightgbm: A highly efficient gradient boosting decision tree,

Reference 23

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Observation b6d85f79-50f0-4e41-939a-ea1955735b9b · outbound

This paper cites MSTL: A Seasonal-Trend Decomposition Algorithm for Time Series with Multiple Seasonal Patterns.

A Comprehensive Forecasting Framework based on Multi-Stage Hierarchical Forecasting Reconciliation and Adjustment MSTL: A Seasonal-Trend Decomposition Algorithm for Time Series with Multiple Seasonal Patterns

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-11T12:02:24.468585Z

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Observation f6cca186-8124-4817-b72a-208fbf3faf08 · outbound

This paper cites Modified top down approach for hierarchical forecasting in a beverage supply chain,.

A Comprehensive Forecasting Framework based on Multi-Stage Hierarchical Forecasting Reconciliation and Adjustment Modified top down approach for hierarchical forecasting in a beverage supply chain,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:02:24.640934Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 55c6dcd2-34a3-4aaa-a414-1c7a50ddfc7b · outbound

This paper cites Forecast- ing hierarchical time series in supply chains: an empirical investigation,.

A Comprehensive Forecasting Framework based on Multi-Stage Hierarchical Forecasting Reconciliation and Adjustment Forecast- ing hierarchical time series in supply chains: an empirical investigation,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:02:24.626777Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation abd72fcf-c278-49dc-be62-5006ead784c3 · outbound

This paper cites an unresolved cited work.

A Comprehensive Forecasting Framework based on Multi-Stage Hierarchical Forecasting Reconciliation and Adjustment Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:02:24.612275Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation b1d738eb-4346-4421-9744-f03ddd26ec5d · outbound

This paper cites Identifying seasonality in time series by applying fast fourier transform,.

A Comprehensive Forecasting Framework based on Multi-Stage Hierarchical Forecasting Reconciliation and Adjustment Identifying seasonality in time series by applying fast fourier transform,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:02:24.597977Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 0040ce95-d643-4fb8-a8b1-15bf2ebdf79e · outbound

This paper cites Fast global alignment kernels,.

A Comprehensive Forecasting Framework based on Multi-Stage Hierarchical Forecasting Reconciliation and Adjustment Fast global alignment kernels,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:02:24.583384Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation fff42272-674b-4fcf-9b22-bfc575a370f9 · outbound

This paper cites Pyraformer: Low-complexity pyramidal attention for long-range time series modeling and forecasting,.

A Comprehensive Forecasting Framework based on Multi-Stage Hierarchical Forecasting Reconciliation and Adjustment Pyraformer: Low-complexity pyramidal attention for long-range time series modeling and forecasting,

Reference 30

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Source-reported events for the cited work

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Observation 6d0e05e6-3c8d-4be3-9cb8-72f11a8f264c · outbound

This paper cites Fedformer: Frequency enhanced decomposed transformer for long-term series fore- casting,.

A Comprehensive Forecasting Framework based on Multi-Stage Hierarchical Forecasting Reconciliation and Adjustment Fedformer: Frequency enhanced decomposed transformer for long-term series fore- casting,

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-11T12:02:24.497743Z

Source-reported events for the cited work

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Observation 31244d47-caa1-452c-802d-d02cb0064cb2 · outbound

This paper cites Long-term Forecasting with TiDE: Time-series Dense Encoder.

A Comprehensive Forecasting Framework based on Multi-Stage Hierarchical Forecasting Reconciliation and Adjustment Long-term Forecasting with TiDE: Time-series Dense Encoder

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-11T12:02:24.501935Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

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