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Paper Citation Record · LEDGER

Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation

As of 16 August 2026, this Paper Citation Record lists 83 of 83 outbound references and 0 inbound Pith citation observations for arXiv:2505.03955.

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

pith.paper-citation-record.v1
2505.03955 v1

Coverage vector

measured 83 of 83 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T23:49:02.280522Z

measured 83 of 83 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+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

83 of 83 outbound references displayed

  • verified exact1
  • verified fuzzy50
  • unresolved32
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 967865ff-ac04-4351-bb9f-ab75e0060267 · outbound

This paper cites New algorithms and lower bounds for all-pairs max-flow in undirected graphs.

Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation New algorithms and lower bounds for all-pairs max-flow in undirected graphs

Reference 1

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 9ef22541-3c3b-455e-b6f4-996484def18e · outbound

This paper cites an unresolved cited work.

Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Unresolved cited work

Reference 2

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Observation fde117ad-9ca8-4773-9f6e-38b0c01993bd · outbound

This paper cites “Approximating st minimum cuts in Õ (n.

Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation “Approximating st minimum cuts in Õ (n

Reference 3

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Unavailable: canonical work link unavailable.

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Observation 984921d7-b17c-4e6b-ab15-1d3ee9237821 · outbound

This paper cites In:Proceedings of the twenty-eighth annual ACM symposium on Theory of computing.

Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation In:Proceedings of the twenty-eighth annual ACM symposium on Theory of computing

Reference 4

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verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

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Observation 43592178-a6c7-4dfc-97e0-d000be7f1092 · outbound

This paper cites an unresolved cited work.

Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Unresolved cited work

Reference 5

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raw_fallback, observed 2026-08-15T23:49:03.341535Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

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Observation 3ca6b0ad-3756-4f5e-b688-aff4fc24df1c · outbound

This paper cites Faster high accuracy multi-commodity flow from single-commodity techniques.

Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Faster high accuracy multi-commodity flow from single-commodity techniques

Reference 6

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

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Observation 84992370-6c93-40ab-b7e1-ee37a432731a · outbound

This paper cites Bipartite matching in nearly-linear time on moderately dense graphs.

Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Bipartite matching in nearly-linear time on moderately dense graphs

Reference 7

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raw_fallback, observed 2026-08-15T23:49:03.315910Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

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Observation 1e2ad169-4f03-4d81-8ffd-046124fa504c · outbound

This paper cites Incremental Approximate Maximum Flow on Undirected Graphs in Subpolynomial Update Time.

Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Incremental Approximate Maximum Flow on Undirected Graphs in Subpolynomial Update Time

Reference 8

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

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Observation e781fc2f-7bb3-4b04-9985-8f0d7fb8e646 · outbound

This paper cites Almost-Linear Time Algorithms for Incremental Graphs: Cycle Detection, SCCs, st Shortest Path, and Minimum-Cost Flow.

Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Almost-Linear Time Algorithms for Incremental Graphs: Cycle Detection, SCCs, st Shortest Path, and Minimum-Cost Flow

Reference 9

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raw_fallback, observed 2026-08-15T23:49:03.288304Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

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Observation 3481d890-5c9a-4891-8027-55d368913a78 · outbound

This paper cites Maximum flow and minimum-cost flow in almost-linear time.

Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Maximum flow and minimum-cost flow in almost-linear time

Reference 10

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verified fuzzy
raw_fallback, observed 2026-08-15T23:49:03.274103Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

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Observation 51742cdf-d95b-47e6-a434-a35a6bdd068c · outbound

This paper cites Electrical flows, laplacian systems, and faster approximation of maximum flow in undirected graphs.

Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Electrical flows, laplacian systems, and faster approximation of maximum flow in undirected graphs

Reference 11

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verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

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Observation f8a0d815-378f-4dc5-949b-60f360fc3850 · outbound

This paper cites Dirichlet proportions model for hierarchically coherent prob- abilistic forecasting.

Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Dirichlet proportions model for hierarchically coherent prob- abilistic forecasting

Reference 12

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verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

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Observation e24a351c-50c1-4849-9c9a-b09850e7a422 · outbound

This paper cites Warm-starting Push-Relabel.

Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Warm-starting Push-Relabel

Reference 13

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation d9c875b5-1208-47e6-a430-a391b952bc6b · outbound

This paper cites Predictiveflowsforfasterford-fulkerson.

Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Predictiveflowsforfasterford-fulkerson

Reference 14

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

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Observation e8d9b0dd-7be7-44ff-9096-56b73e646550 · outbound

This paper cites Nested dissection meets ipms: Planar min-cost flow in nearly-linear time.

Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Nested dissection meets ipms: Planar min-cost flow in nearly-linear time

Reference 15

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

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Observation ba06b3bb-a102-4ab1-a6ea-743ddde1937e · outbound

This paper cites Theoretical improvements in algorithmic efficiency for network flow problems.

Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Theoretical improvements in algorithmic efficiency for network flow problems

Reference 16

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

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Observation 839186bf-3784-47f9-b899-f3fcdbe2284c · outbound

This paper cites Approximating fractional multicommodity flow independent of the number of commodities.

Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Approximating fractional multicommodity flow independent of the number of commodities

Reference 17

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

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Observation ab92b217-dcfe-4d09-b901-30f0d7707275 · outbound

This paper cites Constructing maximal dynamic flows from static flows.

Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Constructing maximal dynamic flows from static flows

Reference 18

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raw_fallback, observed 2026-08-15T23:49:03.182548Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

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Observation 7727bfe8-3b67-4ada-81f1-125bc120b488 · outbound

This paper cites Maximal flow through a network.

Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Maximal flow through a network

Reference 19

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

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Observation 00e35180-d4f1-4a0a-8159-fb69bcee9f99 · outbound

This paper cites A network flow computation for project cost curves.

Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation A network flow computation for project cost curves

Reference 20

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raw_fallback, observed 2026-08-15T23:49:03.157168Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

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Observation 3fc62bb5-7c1d-40dd-aa2f-b0faa11eb40c · outbound

This paper cites Transient flows in networks.

Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Transient flows in networks

Reference 21

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raw_fallback, observed 2026-08-15T23:49:03.144021Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

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Observation 741878a5-72da-4a49-885c-67d8db30acfd · outbound

This paper cites Faster and simpler algorithms for multicommodity flow and other fractional packing problems.

Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Faster and simpler algorithms for multicommodity flow and other fractional packing problems

Reference 22

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raw_fallback, observed 2026-08-15T23:49:03.130719Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

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Observation 36016696-af9a-4538-9ec1-0a7e14b64e25 · outbound

This paper cites Clarabel: An interior-point solver for conic programs with quadratic objectives.

Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Clarabel: An interior-point solver for conic programs with quadratic objectives

Reference 23

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T23:49:02.029378Z digest=sha256:e7920734a1ce63e5f07b419ef24be70fb5556fe1c5f729f51c279519553e4ae8

Observation 7f6c2693-838b-4277-b286-a94e490e5870 · outbound

This paper cites Recent Advances in Fully Dynamic Graph Algorithms - A Quick Reference Guide.

Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Recent Advances in Fully Dynamic Graph Algorithms - A Quick Reference Guide

Reference 24

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no resolver link, observed 2026-08-15T23:49:02.034043Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 3dcc68cd-ccb2-42fb-b4a8-b1cded1644d8 · outbound

This paper cites Improvedalgorithms for decremental single-source reachability on directed graphs.

Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Improvedalgorithms for decremental single-source reachability on directed graphs

Reference 25

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raw_fallback, observed 2026-08-15T23:49:03.118066Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

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Observation db4b5616-8e62-4479-be19-bea2a5e8e043 · outbound

This paper cites Sublinear-time decremental algorithms for single-source reachability and shortest paths on directed graphs.

Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Sublinear-time decremental algorithms for single-source reachability and shortest paths on directed graphs

Reference 26

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raw_fallback, observed 2026-08-15T23:49:03.105141Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

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Observation a29195d4-86b4-473b-b496-664130eb85d4 · outbound

This paper cites Springer, 2008.

Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Springer, 2008

Reference 27

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raw_fallback, observed 2026-08-15T23:49:03.092312Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

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Observation 756de43e-6e00-44e3-887f-03ac2de0ad16 · outbound

This paper cites Optimal combination forecasts for hierarchical time series.

Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Optimal combination forecasts for hierarchical time series

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:49:03.079829Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

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Observation eb9ef61a-7016-46e2-84fe-7d89f325c95b · outbound

This paper cites When Rigidity Hurts: Soft Consistency Regularization for Probabilistic Hierarchical Time Series Forecasting.

Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation When Rigidity Hurts: Soft Consistency Regularization for Probabilistic Hierarchical Time Series Forecasting

Reference 29

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local_arxiv, observed 2026-08-15T23:49:02.358035Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

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Observation 5b5ee9f9-c211-4a65-aca9-2f9e789c9216 · outbound

This paper cites On the translocation of masses.

Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation On the translocation of masses

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:49:03.067143Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T23:49:02.058463Z digest=sha256:74b16b5b6185bc258b43d9518c855b338f6a60f8bd17d27b4e816deb5092f30a

Observation 2f1fc368-4798-4156-8969-0dc2af3ea0c1 · outbound

This paper cites Faster approximation schemes for fractional multicommodity flow problems.

Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Faster approximation schemes for fractional multicommodity flow problems

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:49:03.054255Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T23:49:02.062620Z digest=sha256:c54ba8204561c8e7bd530b287c6d9229301c609025a92f020d9e8f328ffd1068

Observation 9262b904-095b-437c-9ed3-e494c4cc459f · outbound

This paper cites A faster deterministic maximum flow algorithm.

Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation A faster deterministic maximum flow algorithm

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:49:03.041169Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T23:49:02.066617Z digest=sha256:0befc833bfcd8af5e9f70e15cfbbe4565019ca66cbc3b105e915f8fac543e3b5

Observation e1a7a2c0-dd04-43c7-8923-50767deabc02 · outbound

This paper cites Single source–All sinks max flows in planar digraphs.

Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Single source–All sinks max flows in planar digraphs

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:49:03.027967Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T23:49:02.070365Z digest=sha256:ed95fe99679bcf9f40ade6ac6c26a9b8f68feae1380271044beb905fbeb63f51

Observation fcad1754-05f4-4071-a88a-45fa392e2a02 · outbound

This paper cites Multicommodity max-flow min-cut theorems and their use in designing approximation algorithms.

Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Multicommodity max-flow min-cut theorems and their use in designing approximation algorithms

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:49:03.015321Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

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Observation b74edb57-8302-410a-b301-3a9a31c6b267 · outbound

This paper cites Computing maximum flow with augmenting electrical flows.

Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Computing maximum flow with augmenting electrical flows

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:49:03.002562Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T23:49:02.082287Z digest=sha256:05292b81974ed18f8fe24183a87a902e520cd0168310e36eb06c3aef122f3148

Observation 8996a4fe-0462-4128-9242-b60a0cdfd7b2 · outbound

This paper cites Faster approximation schemes for fractional multicommodity flow problems via dynamic graph algorithms.

Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Faster approximation schemes for fractional multicommodity flow problems via dynamic graph algorithms

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:49:02.989571Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T23:49:02.086382Z digest=sha256:b37eff27f6f51f0bbe0a81e69cc0e5fae73ce976d90e7fa91d878f55b630196f

Observation 4ce8a941-6598-4c5e-b907-0ff4a27d97b4 · outbound

This paper cites Navigating central path with electrical flows: From flows to match- ings, and back.

Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Navigating central path with electrical flows: From flows to match- ings, and back

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:49:02.976558Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T23:49:02.090217Z digest=sha256:eb5f2e950b8b7de96fdd3b1cacf95d5b3652ce87a1d8f839dd8132ac78f6cc3b

Observation b6b46c69-b7a9-4dbf-ab31-158c68a4f874 · outbound

This paper cites Probabilistic hierarchical forecasting with deep poisson mixtures.

Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Probabilistic hierarchical forecasting with deep poisson mixtures

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:49:02.963693Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T23:49:02.094435Z digest=sha256:39ee496284aa94d105646456d9aaf515ef5e2bd0f6e7bcc2c4915ef5c347a6d2

Observation 4ee6c329-f60b-461f-9f6b-b602dc7a87ff · outbound

This paper cites A simpler and faster strongly polynomial algorithm for generalized flow maximization.

Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation A simpler and faster strongly polynomial algorithm for generalized flow maximization

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:49:02.950590Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T23:49:02.098795Z digest=sha256:0a2eb49606753ba9813ede051e9ca2192d3b391488fc542fb8ef41810a590921

Observation 49d66922-e054-4815-8ca2-823d5ee8b6fb · outbound

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

Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation N-BEATS: Neural basis expansion analysis for interpretable time series forecasting

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-15T23:49:02.103137Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T23:49:02.103137Z digest=sha256:f70d3bc6bf1999d426a36d38c8f6317afab30bb368b30cd7d1a15a52333649a6

Observation 9f15ab0c-3b80-4c76-a47a-0cf7ea88aa21 · outbound

This paper cites Forecastreconciliation:Ageometricviewwithnewinsights on bias correction.

Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Forecastreconciliation:Ageometricviewwithnewinsights on bias correction

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:49:02.937861Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T23:49:02.107716Z digest=sha256:1575f4e8e25f950876ec1a0008ff45717f6ccba18a630a62c7a80008b96aee67

Observation a53ecb1b-de5f-42f6-9c41-ae0044d44475 · outbound

This paper cites Learning-augmented maximum flow.

Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Learning-augmented maximum flow

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:49:02.924052Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T23:49:02.111909Z digest=sha256:d7acf6403afa491952f775a8f9c693da30d12b1441a251a36d574ea1765843b9

Observation 15c52eef-d350-49ee-a230-ebc2ba35699f · outbound

This paper cites Deep state space models for time series forecasting.

Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Deep state space models for time series forecasting

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:49:02.910863Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T23:49:02.115893Z digest=sha256:996408249c534616dd111a0bcf7ff65c4d6897538c40c0c29fa9653694ae5e57

Observation a2bf55b1-96a4-484c-8095-25ed4366f73b · outbound

This paper cites End-to-end learning of coherent probabilistic forecasts for hierarchical time series.

Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation End-to-end learning of coherent probabilistic forecasts for hierarchical time series

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:49:02.897811Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T23:49:02.119780Z digest=sha256:21e7c48687634e964d7d95332923b01958e5250da0a85fac23cb4775a1bb2215

Observation 444b01ad-0990-4b41-8f32-03d93a8331e3 · outbound

This paper cites Demand forecasting and inventory control: A simulation study on automotive spare parts.

Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Demand forecasting and inventory control: A simulation study on automotive spare parts

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:49:02.883615Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T23:49:02.123826Z digest=sha256:1b3f18249b7afb743ccbc95dece7f2a14b30ba0eb1875b5d4b7cff3a9875e41b

Observation 3a7a89c2-5f50-417c-ac76-5825aa46216f · outbound

This paper cites Long Short-Term Memory Based Recurrent Neural Network Architectures for Large Vocabulary Speech Recognition.

Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Long Short-Term Memory Based Recurrent Neural Network Architectures for Large Vocabulary Speech Recognition

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-15T23:49:02.127925Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T23:49:02.127925Z digest=sha256:d1450385dd8cd07fa7624f6627019bc922aff1065d1907537001c862141dc6cf

Observation d3e3569b-4113-4089-a76d-f6c80da7eddf · outbound

This paper cites DeepAR: Probabilistic forecasting with autoregressive recurrent networks.

Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation DeepAR: Probabilistic forecasting with autoregressive recurrent networks

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:49:02.869590Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T23:49:02.132871Z digest=sha256:b938c9380eb5839431ca2eb0c5667206d2ad11ad0212ca494ff27284d236084a

Observation ade1eab3-4019-4d71-a549-69747f9932e7 · outbound

This paper cites Bayesian intermittent demand forecasting for large inventories.

Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Bayesian intermittent demand forecasting for large inventories

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:49:02.855300Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T23:49:02.136793Z digest=sha256:65448c17dad984b0da6f3d26b8e9d67d07dca47162468f620712e366863e96aa

Observation 0ab8650b-4a20-44b9-b7a4-da39ed7bb2d3 · outbound

This paper cites The maximum concurrent flow problem.

Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation The maximum concurrent flow problem

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:49:02.841373Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T23:49:02.141075Z digest=sha256:c50603951211a01bb51a19f85a4fec28387db57c16502229d5ba23620764e770

Observation e07704a7-2faa-4c9d-8a28-76d8e0a2b945 · outbound

This paper cites An introduction to network flows over time.

Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation An introduction to network flows over time

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:49:02.828277Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T23:49:02.145138Z digest=sha256:26f7d7a18199a357f151c6eb59a96112a741e9f597c826fb363bf028b773ebdb

Observation 770c6e9b-9e84-40c2-81bd-bc260dbfe8bc · outbound

This paper cites A deterministic almost-linear time algorithm for minimum- cost flow.

Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation A deterministic almost-linear time algorithm for minimum- cost flow

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:49:02.814384Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T23:49:02.149137Z digest=sha256:8f600e15e9c4c54d41667979d687758684d6b95e5970e588b98b17a18d6708ca

Observation fc6932a5-6c5b-4d70-a2b6-bd19e9f90792 · outbound

This paper cites Optimal fore- cast reconciliation for hierarchical and grouped time series through trace minimization.

Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Optimal fore- cast reconciliation for hierarchical and grouped time series through trace minimization

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:49:02.801304Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T23:49:02.153160Z digest=sha256:f838a153a753c58782026e8d38e0d797957e953c986c75494b666d527422b94f

Observation 0a1c32a6-fae5-4709-9cb5-d0cf86e7fa35 · outbound

This paper cites Cambridge university press, 2011.

Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Cambridge university press, 2011

Reference 54

Resolution
unresolved
no resolver link, observed 2026-08-15T23:49:02.156858Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T23:49:02.156858Z digest=sha256:c3c78fa800803d755f437c658fbc5e58c6ee6b55203fe13a039491254b76a27a

Observation 10f88eeb-182e-47e0-b40e-955885c55116 · outbound

This paper cites Are transformers effective for time series forecasting?.

Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Are transformers effective for time series forecasting?

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:49:02.779748Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T23:49:02.160715Z digest=sha256:b1c2ea7536c892b37c11fb49680ec3afb61204cec3875cbb8ac9724339ef841d

Observation fe4e86cd-8807-4fac-a50b-09c8ed278a77 · outbound

This paper cites an unresolved cited work.

Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Unresolved cited work

Reference 56

Resolution
unresolved
raw_fallback, observed 2026-08-15T23:49:02.766831Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T23:49:02.165291Z digest=sha256:719d596929702c237de2d3d7ce55967b0cfee76511cb3b337b04def2f5a248dd

Observation 9e03e819-d344-4341-a740-8e5a163edd47 · outbound

This paper cites an unresolved cited work.

Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Unresolved cited work

Reference 57

Resolution
unresolved
raw_fallback, observed 2026-08-15T23:49:02.754216Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T23:49:02.169616Z digest=sha256:07266d8429edebb322e02e44af6dc2e2a956bf479656a8a2b13ad05dbfc7bfa2

Observation 4fd0405f-1f6e-4f61-9a9b-d5b7fbc8d6a4 · outbound

This paper cites an unresolved cited work.

Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Unresolved cited work

Reference 58

Resolution
unresolved
raw_fallback, observed 2026-08-15T23:49:02.741167Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T23:49:02.173677Z digest=sha256:ae64e2bc76d52c6b359349f543903f3b0fcde080bc694e1ca64f1077189594a5

Observation 2b385878-7b40-4695-bf56-4468d94efc36 · outbound

This paper cites an unresolved cited work.

Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Unresolved cited work

Reference 59

Resolution
unresolved
raw_fallback, observed 2026-08-15T23:49:02.728342Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T23:49:02.178187Z digest=sha256:408e08ec03edb824715f933acb21a6b2a1f15373e4d876f8915751d94fb16f82

Observation 7e07fe60-f518-4baa-bcfa-34bef75e922d · outbound

This paper cites an unresolved cited work.

Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Unresolved cited work

Reference 60

Resolution
unresolved
raw_fallback, observed 2026-08-15T23:49:02.714445Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T23:49:02.182443Z digest=sha256:f35b3dcab451fa3181dfad3d886bb5562440315515e23db5d17d99544cbd8061

Observation f70650f7-3b51-4e2f-98ee-49d0cfda6cf1 · outbound

This paper cites The optimization problem becomes: min ˜y nX i=1 f(|˜yi− ˆyi|) subject to S˜y = b The objective is strictly convex as a sum of strictly convex functions composed with norms.

Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation The optimization problem becomes: min ˜y nX i=1 f(|˜yi− ˆyi|) subject to S˜y = b The objective is strictly convex as a sum of strictly convex functions composed with norms

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:49:02.701502Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T23:49:02.186923Z digest=sha256:b2f50629bc71bcff22294f9a6148f3cb3a14ac3451c32c8ea07f98c7e137e613

Observation d5287fa6-0fda-469e-bb82-1cefe344c6b6 · outbound

This paper cites an unresolved cited work.

Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Unresolved cited work

Reference 62

Resolution
unresolved
raw_fallback, observed 2026-08-15T23:49:02.688550Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T23:49:02.191052Z digest=sha256:534b3c8b762480e691d798b36cbf474cd18ef0ec4b596592d255a849fbbd5956

Observation 76a2093a-9b26-4363-8a06-0c20b2d5f9c7 · outbound

This paper cites an unresolved cited work.

Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Unresolved cited work

Reference 63

Resolution
unresolved
raw_fallback, observed 2026-08-15T23:49:02.675648Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T23:49:02.195031Z digest=sha256:aa2c131a6607beaccb25eaffd66054a29a1f9ae555f9c6405a7594e22a2a54b2

Observation 8b7a4be1-b78f-45da-bcd0-85c015e58d35 · outbound

This paper cites Therefore, computing the exact reconciled forecasts implicitly requires sorting the values x1,...,x n.

Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Therefore, computing the exact reconciled forecasts implicitly requires sorting the values x1,...,x n

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:49:02.663066Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T23:49:02.199706Z digest=sha256:f0527e6d3258cc0ec326be903c5522cd04c06fec62c0da6be1a031a8f0f41b39

Observation d2f61a37-55ab-4c20-956f-07b4bca4fedd · outbound

This paper cites an unresolved cited work.

Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Unresolved cited work

Reference 65

Resolution
unresolved
raw_fallback, observed 2026-08-15T23:49:02.649504Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T23:49:02.203894Z digest=sha256:b41ed459fbe8c99cb1ea76f914893652de3ec44c7ef483ed79991cdaa0870cdb

Observation 7b22e4ad-259d-4fbf-b341-7e7523188bc4 · outbound

This paper cites an unresolved cited work.

Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Unresolved cited work

Reference 66

Resolution
unresolved
raw_fallback, observed 2026-08-15T23:49:02.636974Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T23:49:02.207827Z digest=sha256:29683f4b8e1f7432f03ee061b7822141fc3427eebc734faef3beb512e6df03de

Observation 10c129c2-f892-4f45-89cc-ae729481f4c3 · outbound

This paper cites an unresolved cited work.

Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Unresolved cited work

Reference 67

Resolution
unresolved
raw_fallback, observed 2026-08-15T23:49:02.624301Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T23:49:02.212090Z digest=sha256:9dce3d6fc9407e6615aecf3cac4cb1746dc5675851554049c0e550e460b5b7d0

Observation b0340ca3-2102-4ab9-9a5d-cce42a47b8b8 · outbound

This paper cites We prove each method yields the optimal reconciled forecasts: Step 1: Orthogonal projection correctness.

Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation We prove each method yields the optimal reconciled forecasts: Step 1: Orthogonal projection correctness

Reference 68

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:49:02.611416Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T23:49:02.215933Z digest=sha256:b534ba5eeda43328a0cd273645e85acadb63ed53a80eefdfdbaf6bc2bf60a271

Observation c1ee913b-82f4-4cfb-87df-174869d6cfa5 · outbound

This paper cites an unresolved cited work.

Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Unresolved cited work

Reference 69

Resolution
unresolved
raw_fallback, observed 2026-08-15T23:49:02.598816Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T23:49:02.219848Z digest=sha256:b234bcc6cfcf456f7586855a3747a85d97535953e57da9fc2e83300612c07f06

Observation bdadf867-c0b9-44a5-ba98-3bae4f8aa827 · outbound

This paper cites an unresolved cited work.

Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Unresolved cited work

Reference 70

Resolution
unresolved
raw_fallback, observed 2026-08-15T23:49:02.585841Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T23:49:02.223883Z digest=sha256:7b99f45b723dfa203f571335529146580879cc0da2d00107ea247ef217f4d51d

Observation d0849868-979b-4db2-87e2-b7f1259e0a58 · outbound

This paper cites We prove this in four steps: Step 1: First, we show that(P1) has a unique solution.

Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation We prove this in four steps: Step 1: First, we show that(P1) has a unique solution

Reference 71

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:49:02.573131Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T23:49:02.227831Z digest=sha256:b311e1108cb239bf7256d4440ce53af75fedf25efc97d43ea62d0baea060e10c

Observation 2eb354b9-1abe-48f0-aefb-9ff6e2e016c5 · outbound

This paper cites an unresolved cited work.

Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Unresolved cited work

Reference 72

Resolution
unresolved
raw_fallback, observed 2026-08-15T23:49:02.560669Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T23:49:02.232290Z digest=sha256:cd7e5abea619adf830e11840c4f9922a6f602696e2d0603a6b6185ce1a1c64fa

Observation 3fca44b2-65c5-4002-ab2e-19f0c2ffe48d · outbound

This paper cites an unresolved cited work.

Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Unresolved cited work

Reference 73

Resolution
unresolved
raw_fallback, observed 2026-08-15T23:49:02.548184Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T23:49:02.236386Z digest=sha256:423f77e11113a372cc7b5971c3cac810814de44f6cf7cb7b83fb5d708ac769ed

Observation 483a09c4-6305-40c3-bc4a-6e8de00b26d8 · outbound

This paper cites an unresolved cited work.

Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Unresolved cited work

Reference 74

Resolution
unresolved
raw_fallback, observed 2026-08-15T23:49:02.534563Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T23:49:02.240337Z digest=sha256:42c834d980987a3d15a83f913f074ce8f4883f80532e06439832e89e425ee535

Observation 9a5e8eeb-131d-4670-b267-3532e5812561 · outbound

This paper cites an unresolved cited work.

Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Unresolved cited work

Reference 75

Resolution
unresolved
raw_fallback, observed 2026-08-15T23:49:02.521623Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T23:49:02.244202Z digest=sha256:ee55fe29dd9ff31d6cd45fdf1e4846e70d5291d97bb55f360da1ebd61ccab348

Observation 46655425-758a-43d2-930d-323bd616ddd9 · outbound

This paper cites an unresolved cited work.

Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Unresolved cited work

Reference 76

Resolution
unresolved
raw_fallback, observed 2026-08-15T23:49:02.508133Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T23:49:02.248057Z digest=sha256:2355fc965fa0d53305d7d6317ac988e2e77a4e64278f0f0aa7d8fdddec7525ae

Observation 500d07e6-4586-4570-b985-72df53eb2d4a · outbound

This paper cites an unresolved cited work.

Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Unresolved cited work

Reference 77

Resolution
unresolved
raw_fallback, observed 2026-08-15T23:49:02.495347Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T23:49:02.252104Z digest=sha256:91df0f1dbd4d3f4328a22a8b82515aedbccf3feb83fc4e0a65c9057d4cdf1380

Observation 0657d15f-0b1e-467a-b477-a180b730547d · outbound

This paper cites B Fast Updates and Approximations Hierarchical forecasting applications face three key challenges that traditional reconciliation methods like MinT handle inefficiently.

Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation B Fast Updates and Approximations Hierarchical forecasting applications face three key challenges that traditional reconciliation methods like MinT handle inefficiently

Reference 78

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:49:02.482167Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T23:49:02.255954Z digest=sha256:4122df92a6ee2e6f30e4af05689a9dbab0d65709dbc085285c6865f82481d6ba

Observation 1d7c45af-8e36-4a08-9559-2bab3ba8fd9c · outbound

This paper cites an unresolved cited work.

Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Unresolved cited work

Reference 79

Resolution
unresolved
raw_fallback, observed 2026-08-15T23:49:02.467896Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T23:49:02.260324Z digest=sha256:6dfc70fe467b3779b62ad5406c929eadd9c13d758a64ba733cdcdac799514bc8

Observation 3b942dde-79da-4195-b101-0b24e43c0d92 · outbound

This paper cites an unresolved cited work.

Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Unresolved cited work

Reference 80

Resolution
unresolved
raw_fallback, observed 2026-08-15T23:49:02.452797Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T23:49:02.264561Z digest=sha256:9b551840b9ebfde7e02c7730da24ebc4510edf6ecc329937a83554e614f0877d

Observation bcf00bcd-e492-4aa6-ba74-146ab8a54dbb · outbound

This paper cites B.4 Efficient Approximate Reconciliation Real-timeforecastingapplicationsoftenprioritizecomputationalefficiencyoverexactcoherence.

Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation B.4 Efficient Approximate Reconciliation Real-timeforecastingapplicationsoftenprioritizecomputationalefficiencyoverexactcoherence

Reference 81

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:49:02.439990Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T23:49:02.268404Z digest=sha256:796cdc2c3de4626cc66e39170792362597aae88a0843e688de4c991f2d376470

Observation 11676ba4-b496-41cc-8122-c28e5e1f4e86 · outbound

This paper cites an unresolved cited work.

Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Unresolved cited work

Reference 82

Resolution
unresolved
raw_fallback, observed 2026-08-15T23:49:02.426489Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T23:49:02.272781Z digest=sha256:ff2964fc636adbc7837fa242f493a35f970d01c394080055adc8d219a57f447e

Observation f2d9af25-6661-42fe-ba01-96b3568e85ee · outbound

This paper cites an unresolved cited work.

Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Unresolved cited work

Reference 83

Resolution
unresolved
raw_fallback, observed 2026-08-15T23:49:02.413206Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T23:49:02.276661Z digest=sha256:87ad99a232d293f86aee58ade49bb7397d52163e3f09ee9b7de951547c0d6b43

Observation 24c044e3-ad20-43f5-840a-500da2700003 · outbound

This paper cites Memory requirements areO(m) to store the current solution and gradient.

Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Memory requirements areO(m) to store the current solution and gradient

Reference 84

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:49:02.400218Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T23:49:02.280522Z digest=sha256:385e40c930eaef43db6992385bdc3ec48b41106dc499dc5246b7d723b4d0c5e8

Pith citing papers

No inbound Pith citation observations are available.