Pith. sign in

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

Resolution
unresolved
no resolver link, observed 2026-08-15T23:49:01.937456Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T23:49:01.937456Z digest=sha256:17b99a023b4b66d96d16a4902ffe209564c9b2a194a9d9205761f58a4798e8ee

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

Resolution
unresolved
no resolver link, observed 2026-08-15T23:49:01.942282Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T23:49:01.942282Z digest=sha256:0cb8c7172232f751a98591d964d5ae3f09873536ccde2f052ef535e7c35de4d4

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

Resolution
unresolved
no resolver link, observed 2026-08-15T23:49:01.946418Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T23:49:01.946418Z digest=sha256:9e283fa91b83aad3213958615199d573f4858d522e8ae9a2fa84c9fe576b33ac

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:49:03.354603Z

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=2026-08-15T23:49:01.950579Z digest=sha256:7d39ece8d443854c5f260375103011b7f666a035db5a31d8fb591d5287b0dfab

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

Resolution
unresolved
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.

source=pdf_text observed=2026-08-15T23:49:01.954894Z digest=sha256:b96382aa58f0014e931c4a8e7cf9f6e6cdfa1f094ab00997815201017dc60530

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:49:03.328933Z

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=2026-08-15T23:49:01.959171Z digest=sha256:861b770d04af83f8174efddfeb188c9e3a4d8462e3b54cd521524198733b4b4b

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

Resolution
verified fuzzy
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.

source=pdf_text observed=2026-08-15T23:49:01.963551Z digest=sha256:8b6afbae4cdfefe736dfce10c8745d3436e14d100afdc5170d3cee958daa7654

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:49:03.302322Z

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=2026-08-15T23:49:01.968322Z digest=sha256:0244532ce3a1b7b2cd76b7f5fa2d28d4a2ab53ae304e9eec1047f0535cc11f99

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

Resolution
verified fuzzy
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.

source=pdf_text observed=2026-08-15T23:49:01.972758Z digest=sha256:f2a73e203756e9da2034b7c05f59bbfd3efbe9ac12ad3ec6370a61f040ab0128

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

Resolution
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.

source=pdf_text observed=2026-08-15T23:49:01.976631Z digest=sha256:5337ff959beeb8c3e573023451ac70cedce25ede087ccf8c2b6371ad2da50567

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:49:03.260856Z

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=2026-08-15T23:49:01.980463Z digest=sha256:3c6dfcee79bbed9d3fc9a24bf4285c0124e4024365fde3c3363d8d9aa6856333

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:49:03.247877Z

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=2026-08-15T23:49:01.984459Z digest=sha256:6e98194bdc5499a2c8e19c6310225389533075e18a40b008afd3173e427b7a5c

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

Resolution
unresolved
no resolver link, observed 2026-08-15T23:49:01.988321Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T23:49:01.988321Z digest=sha256:bd7d2e0414386d434a2b8a623cc7cb4a70e3f7acc0c8cb26b259d76a1152f09a

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:49:03.234437Z

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=2026-08-15T23:49:01.992393Z digest=sha256:62e2ba6224c4c9ccaedc8b0675225c24a18087c2a683d9b8f81d85df5c0989ed

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:49:03.221760Z

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=2026-08-15T23:49:01.996245Z digest=sha256:e517b6aa0263a505dc6866e38a772cce08b47f595079f8121326a880da559551

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:49:03.208621Z

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=2026-08-15T23:49:02.001380Z digest=sha256:907060d1fdbf8099b0940fe1f3253cbe2a482b02ceabd88f59f984423be2cb01

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:49:03.195385Z

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=2026-08-15T23:49:02.005434Z digest=sha256:e13f92dd625e6eaf546ac10f6ac5181e8c6d644872aa989efdad760d6ffadc22

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

Resolution
verified fuzzy
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.

source=pdf_text observed=2026-08-15T23:49:02.009364Z digest=sha256:471262d9df4a9b090b2a3f7429b69dc07225d4edc2f1436915ae95cf31d84405

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:49:03.170113Z

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=2026-08-15T23:49:02.013243Z digest=sha256:d1aaba6aaf5f2526ccb4e52a7582b4ee057d945614e31467783319ff3f393999

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

Resolution
verified fuzzy
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.

source=pdf_text observed=2026-08-15T23:49:02.017290Z digest=sha256:e07051f4894232fd5abe69bec5f8de85c69f5489dfda15744a002c63ceeec8c4

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

Resolution
verified fuzzy
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.

source=pdf_text observed=2026-08-15T23:49:02.021436Z digest=sha256:5a6538a7e5d9cafeccda777c8d2bb99c463a931e982d75907e2a0b35cefe9e89

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

Resolution
verified fuzzy
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.

source=pdf_text observed=2026-08-15T23:49:02.025334Z digest=sha256:398871532cf15dfa4f57e101040b46cfd057f22e09ad317acb99573825b21b5b

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

Resolution
unresolved
no resolver link, observed 2026-08-15T23:49:02.029378Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T23:49:02.029378Z digest=sha256:5fb36fe20a9e273da38274f5efc43fae9263a0cb4bfe816c3b0c454aaac8526b

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T23:49:02.034043Z digest=sha256:c2f4d10dd32813e93cfe5c3860f80ebcfb83759b2c9698fe2c7fbdd22c1fcb3b

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

Resolution
verified fuzzy
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.

source=pdf_text observed=2026-08-15T23:49:02.038108Z digest=sha256:c47f5e7fe5111377b65b014f526e9d58134f4a2783d220fac8b290241600945b

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

Resolution
verified fuzzy
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.

source=pdf_text observed=2026-08-15T23:49:02.042072Z digest=sha256:7c493769f49ef02b9834286c6ce9b47a608081f57af6b6c66ac17777be677622

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

Resolution
verified fuzzy
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.

source=pdf_text observed=2026-08-15T23:49:02.046207Z digest=sha256:d7a48928693a8c7e699f5c76002930ea70269380a0ce2bdc219d19369a4f8aaa

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.

source=pdf_text observed=2026-08-15T23:49:02.050399Z digest=sha256:c543c7bfcba987bc12b81d7dd0a9ecbc14698a0dfb1fdc5f1ebc8c1057db2b50

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

Resolution
verified exact
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.

source=pdf_text observed=2026-08-15T23:49:02.054100Z digest=sha256:fa90a4b976a4e02aa305e13b4b96919b9704fc250801336b07d356b6e705dcef

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=sha256:94ba49c35702543281bee23a93ee98a9debe74b0f0eaebe063ed95ae7224eeeb

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:abb69f2793dd13523f87f5b906960f7d8756f6cbacb5d2019c789c7ce850717f

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=sha256:7e0361cae3e4e3d25f57b8bc7f645c89c4a48b7c5cfcf77ec771fe2fa9d0c10e

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=sha256:2e74a0af4649cbcdb36d839a2e2834d09d9bf5dc9ed5121fc55c9faf02d1df93

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.

source=pdf_text observed=2026-08-15T23:49:02.078239Z digest=sha256:a768e5c6d04830fefc2f57d9036c241cfa5aeeb37c20293952ca61c9a6377bdc

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=sha256:483acf75fa79a42d32cb80983f17063d8a098e436aff7c221890eb913221b755

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=sha256:571b10d5b473ea6ff1a8dbe28bd978a6a2ebccd909355576ac22f839c0da3f67

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:f8896d50b42819ec6d54f797ab61659e37bc087fbb19051d591ec2cb4a9f988f

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=sha256:5dfd47db0d0423392f82803f4825121a0bcbb9530e36bb35da0251167b41d9a4

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:a7bf53e673dd592b85fe68b1b20c76408ec12c9a6ee708718495fe645cd3e6b2

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=sha256:16d2f6958e08cc38e604fe6b028c860a8889300b8003916357dcef5b79f3c429

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:d88fbbc172aa1389a56d73417fd831507fc75729293a7410d27cf189ebf8d045

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=sha256:58b3678255f1c003947869eb79555f010885ce565575c3dd7ce448bcb71916c9

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=sha256:52faa200010a04abbdc8726515f194e211eae3ba91b9388df1032f8d2ebf95dc

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=sha256:4efc0bb9b1a9a69412170f17d45278c4292c3ebf9aae15feca40571928196a08

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=sha256:158c78dba5e55d821f59cba5a08c95c3a20c3930ab086b91a815de628970f416

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=sha256:941639e7affaded2e354db199f8a5a58e9760cb4fbf8248975c724e99e2bface

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:a4b413018781c66cca58d4e27c0e886d2d176c6b4d7a6d2ffde052e6cb8a5e3f

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=sha256:7eaa9b9831bcf6a40296fded3fc2356b0e721d02da2b1ce5ca2288f3799fea4b

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:fb73bae0fb1c0267ed36dab206190af23cb1ea4b0e39d91d83c7b0db659f734c

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=sha256:926cc7119258e4a1cb4b79ae96b022f001968b219e7329f1dc3b922c7c2980bb

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=sha256:3af896051822aab6c40f3eb03c6b4d185ef31a36765263864e446358108d12f0

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=sha256:4dc3dd59c3e825f1508fc397f13fdd90fd99e2b1c8b4cd4ba6c977bd76aa60c7

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=sha256:2165ee5bd43cfa812c827186192d507d4f438e7901fea71de8606e0f06afe1f1

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:db491810f4bbb493c4b7a29fb9aa87efb8ef1efa3b3697f535fcccce8fae49bc

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:cb741839d401c3b85a6d3586329c8e902097ac9370ad2931877312a49845232c

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:f2769c24a7ddf188774ebe45b10fe303c22099733e388c8dca385e2cd3ac4236

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=sha256:5e9c5bcd6dcefe54f933db00995eb4e6b7828299e982c85d34504fa7df317548

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=sha256:4aec21ec80254a95457783a7363dc6991c51a919b8caa327f4e9ba5d3454574e

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:daab944c0f484b0b16e8b1062cfb720d205a4f3a1a5cfcc02b075be92b357e3e

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:eb580b065bbca88108192a9577d813a171d0c526c090cbbc476b231c1f31af96

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=sha256:1d6d017c9be4dc73ac60c5adf476da599b8f60239329337b0eb599267815e8ca

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=sha256:47e6c79fa04fe8093596069fc7022311e79b9bbce9cdde850511a91e9bef2bf4

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=sha256:866edb548aa6503e6b2999218a26a574f9ac7b8ef874f5c93b98a8208f674822

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=sha256:38e506dbfd85d83802889c445d90f9e49778a95dbd6fb301799264edafb6db61

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:fc34b63d325fddb85bb938645c3c0b9f3ef82b383c0475168e5ec01ebdf5bb4c

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=sha256:358f0014614a7d3ee5028c1653a0127d849ee4a1d5aa389299b36dc51b7a7234

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=sha256:255e68de2ffbf5da6667e9f5c8957d62ec39f000addf42d1c6501a7cc7e272b5

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:cdb8a0bfa14101b9ce6e8f83874896fff6890c1cb2cdf9379a4a78e9879a4df1

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=sha256:34107a25f0cd53357c060ad108d808da51592d84d826912042e60131f67c5884

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=sha256:469f8939d40fad4326cd7b6c53ea7314462dc57e1d311b4c900543feb4b427cf

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:ffebfd1e9c1269bd72bf0390cebb76902f7c0c7c7c4e0e0844c171d90f424cd7

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=sha256:375e45c0b16543964205b31e00d10b97a32fb19259623f1804af269cee365e42

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=sha256:48db71031d86baafc90ac7e12e93a55217dd4987516365525ead2ed181382c84

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=sha256:658cce2d209018827604d264d1d92cc7708ebfa229bacb29fcd627d58c86ea0a

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=sha256:2566f69a6b54654cc80b8597f321008998d92b75430273ec1e4d95902ed75b88

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=sha256:75ffe85b053c88447cec52ff84822d789ab4aade62b6bebc2e61bf20a88c3a62

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=sha256:6d8ecb5c9209b424d8ab1cbcf0d34c6d6e1a19814060dcdadaccef66f297567e

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:a59ad78f6468cbbbd7194b97b5fca8ef985b30945ecbb602feb7b598b6af5fa9

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:b538d7e42b30358f32f0fa5602958920dbb0e61562c3ee18b024dd62e0fe3a1f

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:e853ce8e5d99e8e7a991ec22660328561f177c0a0c735baf048e47a7cf4a2768

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=sha256:567750381ac4d0f300396d74ab815efe8b454b6f0ea94eb9ad0807f96b0118f7

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:c36bc69ca477cbd07d17485158da46b901f092cafd44947fe109824a2873f791

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=sha256:28bae3f780308b50f01f10f475177589f79b7db12fbe5bec418d0d6a08fe25a6

Pith citing papers

No inbound Pith citation observations are available.