Pith. sign in

Paper Citation Record · LEDGER

Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation

As of 22 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 2026-08-22T06:32:14.747728+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=sha256:71e7cda49b5206e4c74ddeb839d1d4d67f5fe48d6fa9783dcf7453dd8fb12fc7

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:bf728923d1926852ce1581405155ea839669fc195bb2702ec9c1ccb563a2f6ef

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=sha256:0a68a3edda27c79eccaf28e6c47593c797709e96962c9869a714a56a40fd9fdd

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T23:49:01.950579Z digest=sha256:e6003ce6cd65ac27be50ad6dc540c6259485556adbf02a0a9e48e7725959563f

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T23:49:01.954894Z digest=sha256:4a60a8756ad54a4b7d32a43fa8fe0c6e43c524ba5204bf41c8b76b6ed4be2479

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T23:49:01.959171Z digest=sha256:71b6e30f1326e6364474121e9c6cf773828e0c41f3c2801971ccc511ff00e2f8

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T23:49:01.963551Z digest=sha256:db466d62c79f15125fdcfe6a24315187d41ee0a64d50cabaeb950c792fa1bdda

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T23:49:01.968322Z digest=sha256:f59f9acea0c4d06ba9f5367055bcf8593b559c50c6290a87a0f43ea159ead11c

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T23:49:01.972758Z digest=sha256:97939570f9cab3e707c051a364eca85875e21db86e429572cd67276e9c898845

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T23:49:01.976631Z digest=sha256:30dcdecf97e7feb7ec5bb66e464722255953197e627ce92fdc7e1ffa07db53e5

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T23:49:01.980463Z digest=sha256:6149fb06bb970a8e7460978e2d29ea6d8c4711488c0899560fa155125aa3e2e0

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T23:49:01.984459Z digest=sha256:a70e3b28b6b3433f612198711641a65222ce503ffc2a5a5d1341b634b358f67d

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:a80d17863fb65722a23901314856e24896d8a6d2fffcb06fc5071c5aac57358f

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T23:49:01.992393Z digest=sha256:c59a7f122c4533a82784757e2490cd22f1e280291229228289c51396de2102e6

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T23:49:01.996245Z digest=sha256:e6c6eb0cfdaaaafbcc4d37c1f51cb5302cb4ae65475471b0fdb99fbdc4d641b7

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T23:49:02.001380Z digest=sha256:7c02d3546c5c7dc5d26129c05d0e2c42a00c858b34baf1b611b4bde9b89469bf

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T23:49:02.005434Z digest=sha256:0be9b37e36dbffe768e99a4ca66f16291ce0a2931818cc263a6519eaa494f5d2

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T23:49:02.009364Z digest=sha256:641e55c1bbe5d4fa0187d7a2bd905a2622b8577020f36e78112d79bcf4a9dadc

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T23:49:02.013243Z digest=sha256:a74b54f8574045675fa2256a77190dd624c4065c8ae719d7a8242a0c89c272fc

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T23:49:02.017290Z digest=sha256:d7dfecde5c25ecd71ba4cfe42910ae64d464ff03121f8909d2c54817e02849c0

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T23:49:02.021436Z digest=sha256:86d419520ee0941217f0463d2f4f02a6def584e1d10c97a77e375d7b07406a9a

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T23:49:02.025334Z digest=sha256:b8623073211e88bcb785e475b8961d4543abe5b6292dc28b5073dca04e2cffd9

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:c2250f470d5da0d7ebe5dbcb536acb5edf93274821e84ab818da79895a7b213e

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=sha256:437170f2dd1215d95c9a9a747faae52893d786ccd4919a05e2d343ea3264ba45

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T23:49:02.038108Z digest=sha256:be55d84bb28b7779fe36ffbbd1065d7a858ac24f95bd5f1adf0ae28c319251c2

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T23:49:02.042072Z digest=sha256:616a883a25f85098c4a36cb99503098609687a90ce9ea9c2a7226357674bee1c

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T23:49:02.046207Z digest=sha256:706cfe98eb36c5567927b4cc5c369f85d4ecc7f2ba83b45435ae38544a396c70

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T23:49:02.050399Z digest=sha256:ffabd6f57a6a2825e766486e8a417fa827f5a73582eb1fbad9ce10a7a94e8639

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T23:49:02.054100Z digest=sha256:c1cbdcc19db21733a165a9d53248385d76b1cc113341e45297e4da65b6fe9773

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T23:49:02.058463Z digest=sha256:2e34d00476130c9c3a03bcc430b0673344f6814c6a68608c7f9b7142bb7bb285

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T23:49:02.062620Z digest=sha256:44c13a18672e03d97ddd32c857324cbeebeaab3f388c0ec776de419f110efa80

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T23:49:02.066617Z digest=sha256:8e20c35a211a985fdfbf86170a9f1480fa3dd76bc297b7ad4402ded389a79258

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T23:49:02.070365Z digest=sha256:19de0506959b30f2ed354877cd63109a9979438d0398f1dbe068d68e14bf68de

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T23:49:02.078239Z digest=sha256:0d913e3f69803b55c23a0d422ba1cde0e9e4b2cffd063d79719ddc6bb1134739

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T23:49:02.082287Z digest=sha256:385d0b454159f0b54f8fa3875328f93ff917f7c4f957f488e3aa86dc641fb38d

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T23:49:02.086382Z digest=sha256:cd306c58ffa1c6c835148c8342a3d2a0e3e44a71f17798845e7741be010abd7a

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T23:49:02.090217Z digest=sha256:116906a6e1bccca94ecb68e0b5241c1dbd65f69f4e87f980b256bfa0d2e93129

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T23:49:02.094435Z digest=sha256:cc0546fdb481f1d43bbf719a5170d7b29dd5ffc8584de47dce0f0315bd77afac

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T23:49:02.098795Z digest=sha256:3a30004d9ed3df99765bbd14d79216c9a8ad4f3d6bf69d6f30a064ce7beb8596

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:e81f78e999d5ee4ade1e77a8bad1577d511e4679831d659b28a9dd38186c924f

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T23:49:02.107716Z digest=sha256:ea1c02e5a19e7bf43863a9ea813a0ca3ed5eef90bd9e4ac0190cd60beeada206

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T23:49:02.111909Z digest=sha256:109077126fa676d15c69920ac51b0ccac1a195e158c36656c690d822b179d160

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T23:49:02.115893Z digest=sha256:b94faa5ffbb111ab709c6c9ad748cf7c0a1b4f1466f765656cb415b6456dd003

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T23:49:02.119780Z digest=sha256:91db223de89adf3bd1320fe614aa5ff13a05d5540c3f8d121d524575ed535fbf

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T23:49:02.123826Z digest=sha256:e2a3d74c56f3bb0b0c07e54376bd256b7025021eac514b80cdfd760c209b7071

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:e2a2453adcb7f3ff69e2db3cf2e5716b8853af38b9bac53f5fc4a2dbca175ecd

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T23:49:02.132871Z digest=sha256:8ae8e4fdf01a9aa2fdb47cd2339a20fd354728af4e95a9d631257f6d8af9f1b3

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T23:49:02.136793Z digest=sha256:d0bfc633117a48ec542215a62c93adf1eca131cf6093f5b4f6aabe438daa29c7

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T23:49:02.141075Z digest=sha256:e1ffd62d99684b1db6504e8b9733349b1076dbbdad88bdd65f8f8b947a6e242e

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T23:49:02.145138Z digest=sha256:d5d391b33fd25ae463c2490f3c083fd29b05796722cd4b58a088bc5c73feaac4

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T23:49:02.149137Z digest=sha256:d0d5de1b4341fe352774614dd49558356d74c4fd37130938536774440bf2c294

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T23:49:02.153160Z digest=sha256:6fd96a4d31244e57a989782d1cc56c5df8a02e9c72295ff8eddb5c5f3ae3c07b

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=sha256:111f8ccc20ffcc8ae31604b29d37ea34ba6e2d1199444fa6957f6d821597a183

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T23:49:02.160715Z digest=sha256:0a6bcb8b6ddc02f82dfee41d06a48f21b96cdff8d8b670aa67ee5c28915568d1

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T23:49:02.165291Z digest=sha256:2294db35c13bfcf827d64b04af911859e619f300d9b78cd06866e5a5ac0a7d1a

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T23:49:02.169616Z digest=sha256:c68459650db4d03cf4ca9f7a78356d87f4ad6b05a4d2796f4f5dcd86a39cb743

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T23:49:02.173677Z digest=sha256:46fce58d5eaf13331f3675a406cb2826a9324c0ab20902c2770ab2d086f19941

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T23:49:02.178187Z digest=sha256:8d64a8b16abf36b01e94c85f8ade59f635b7a6ecdc4c993fb46143da488a0124

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T23:49:02.182443Z digest=sha256:abdbc89cfd3ca452b1dd92634c6aaa4d572bde8089ab723f04569d3cdb77abf3

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T23:49:02.186923Z digest=sha256:0f9512f8aa4e022d306e638d36a66b89fa76a4c57d849aac53c630e24b37a785

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T23:49:02.191052Z digest=sha256:7687ff77fe1fe0d5fee402ba695ab9e2358c4cd2c6329e2dd2ef4286f06efb2c

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T23:49:02.195031Z digest=sha256:5e13ddbef7edabbc681a137d2e8a53327362097d4fe68f79a9df027b841a40f0

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T23:49:02.199706Z digest=sha256:79faa4ae868e1ee99b3c3648a82d19d2d76089a5218dc774d4b952672682acee

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T23:49:02.203894Z digest=sha256:d4b6f001a877de834edcfbff063f7e74e5fa4d19a914642a80459598618f8d12

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T23:49:02.207827Z digest=sha256:c5416ce069917588d1938be590908a0397db26624cf6b40c1f7bc88560c5575c

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T23:49:02.212090Z digest=sha256:fba89c8eee88ded6df1c88f09183400dff869485a8c3f67aeb6b69cee4ff527c

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T23:49:02.215933Z digest=sha256:15dc90518c2de6e58cebbafd6ce338067e5298f87d9efa55fdd9fac07360b6a0

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T23:49:02.219848Z digest=sha256:04c7564539c53a2be13ba6dabff59b9ea028b2f24b420d0b0ef833b18b9759b2

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T23:49:02.223883Z digest=sha256:74a83ce6768b2d917107cf61989f18200553b42399c103a43a9897fa3eb9dcb3

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T23:49:02.227831Z digest=sha256:18677d59661e679e5ee40d694ee91202e932dd2088f87b5578d91f372df9f665

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T23:49:02.232290Z digest=sha256:018780f8a50a001b2cec1c0138eccef1ddbffff2422d79d8cdf267c31d01740b

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T23:49:02.236386Z digest=sha256:2d26c5cff442c254ba2d337503d01c33af5799d0bbe7284c031fadfae68da8a6

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T23:49:02.240337Z digest=sha256:5307cf0b993e82d1fdea83ff5e889aafd0b7c253a8c5b49677f37099c6b6f706

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T23:49:02.244202Z digest=sha256:6410df7fdd85ad6b1d6a0dd2b97d95a8463c00ed95afaacf115d349bda7c74fe

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T23:49:02.248057Z digest=sha256:95158aee37de4ea6a6d2bdfbb1271b162714fa667b9520c3809993f90a7d5e97

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T23:49:02.252104Z digest=sha256:0001d75d4f63e17e141d1402939bad053c633534c9b176875d3776dd82a67add

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T23:49:02.255954Z digest=sha256:7f92be8d880acad730a1b66f74dba0a7e1ce6144a1d51414e95f2c0d4bde8d93

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T23:49:02.260324Z digest=sha256:eda52b335edc6e69452d03548e4a53308b6c83c9a9acb7fb3c3f0ff77aaf9819

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T23:49:02.264561Z digest=sha256:780f15f8465b0d5754114c39482f6cb92624c5b866576325868552e1cca00dfc

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T23:49:02.268404Z digest=sha256:591736eeeb4e32faf805986304c5df7843528bb2844854bfc11a76497263e144

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T23:49:02.272781Z digest=sha256:b5a2a8beab1536494b036d56233f975634a016b866b2b012fd48259e36104a06

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T23:49:02.276661Z digest=sha256:cb05bedd28875f3869c75e9e76189c2692f156fed9a6e7cef13c72574ff656f7

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T23:49:02.280522Z digest=sha256:d8961768a1ef31cdec71e631046c88bbf563adeac36d445af00c13cd7258e0fc

Pith citing papers

No inbound Pith citation observations are available.