Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T23:49:02.280522Z
Paper Citation Record · LEDGER
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.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T23:49:02.280522Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
83 of 83 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 967865ff-ac04-4351-bb9f-ab75e0060267 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9ef22541-3c3b-455e-b6f4-996484def18e · outbound
Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Unresolved cited work
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fde117ad-9ca8-4773-9f6e-38b0c01993bd · outbound
Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation “Approximating st minimum cuts in Õ (n
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 984921d7-b17c-4e6b-ab15-1d3ee9237821 · outbound
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
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.
Observation 43592178-a6c7-4dfc-97e0-d000be7f1092 · outbound
Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Unresolved cited work
Reference 5
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.
Observation 3ca6b0ad-3756-4f5e-b688-aff4fc24df1c · outbound
Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Faster high accuracy multi-commodity flow from single-commodity techniques
Reference 6
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.
Observation 84992370-6c93-40ab-b7e1-ee37a432731a · outbound
Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Bipartite matching in nearly-linear time on moderately dense graphs
Reference 7
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.
Observation 1e2ad169-4f03-4d81-8ffd-046124fa504c · outbound
Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Incremental Approximate Maximum Flow on Undirected Graphs in Subpolynomial Update Time
Reference 8
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.
Observation e781fc2f-7bb3-4b04-9985-8f0d7fb8e646 · outbound
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
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.
Observation 3481d890-5c9a-4891-8027-55d368913a78 · outbound
Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Maximum flow and minimum-cost flow in almost-linear time
Reference 10
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.
Observation 51742cdf-d95b-47e6-a434-a35a6bdd068c · outbound
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
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.
Observation f8a0d815-378f-4dc5-949b-60f360fc3850 · outbound
Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Dirichlet proportions model for hierarchically coherent prob- abilistic forecasting
Reference 12
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.
Observation e24a351c-50c1-4849-9c9a-b09850e7a422 · outbound
Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Warm-starting Push-Relabel
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d9c875b5-1208-47e6-a430-a391b952bc6b · outbound
Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Predictiveflowsforfasterford-fulkerson
Reference 14
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.
Observation e8d9b0dd-7be7-44ff-9096-56b73e646550 · outbound
Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Nested dissection meets ipms: Planar min-cost flow in nearly-linear time
Reference 15
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.
Observation ba06b3bb-a102-4ab1-a6ea-743ddde1937e · outbound
Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Theoretical improvements in algorithmic efficiency for network flow problems
Reference 16
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.
Observation 839186bf-3784-47f9-b899-f3fcdbe2284c · outbound
Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Approximating fractional multicommodity flow independent of the number of commodities
Reference 17
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.
Observation ab92b217-dcfe-4d09-b901-30f0d7707275 · outbound
Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Constructing maximal dynamic flows from static flows
Reference 18
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.
Observation 7727bfe8-3b67-4ada-81f1-125bc120b488 · outbound
Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Maximal flow through a network
Reference 19
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.
Observation 00e35180-d4f1-4a0a-8159-fb69bcee9f99 · outbound
Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation A network flow computation for project cost curves
Reference 20
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.
Observation 3fc62bb5-7c1d-40dd-aa2f-b0faa11eb40c · outbound
Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Transient flows in networks
Reference 21
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.
Observation 741878a5-72da-4a49-885c-67d8db30acfd · outbound
Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Faster and simpler algorithms for multicommodity flow and other fractional packing problems
Reference 22
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.
Observation 36016696-af9a-4538-9ec1-0a7e14b64e25 · outbound
Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Clarabel: An interior-point solver for conic programs with quadratic objectives
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7f6c2693-838b-4277-b286-a94e490e5870 · outbound
Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Recent Advances in Fully Dynamic Graph Algorithms - A Quick Reference Guide
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3dcc68cd-ccb2-42fb-b4a8-b1cded1644d8 · outbound
Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Improvedalgorithms for decremental single-source reachability on directed graphs
Reference 25
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.
Observation db4b5616-8e62-4479-be19-bea2a5e8e043 · outbound
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
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.
Observation a29195d4-86b4-473b-b496-664130eb85d4 · outbound
Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Springer, 2008
Reference 27
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.
Observation 756de43e-6e00-44e3-887f-03ac2de0ad16 · outbound
Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Optimal combination forecasts for hierarchical time series
Reference 28
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.
Observation eb9ef61a-7016-46e2-84fe-7d89f325c95b · outbound
Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation When Rigidity Hurts: Soft Consistency Regularization for Probabilistic Hierarchical Time Series Forecasting
Reference 29
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.
Observation 5b5ee9f9-c211-4a65-aca9-2f9e789c9216 · outbound
Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation On the translocation of masses
Reference 30
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.
Observation 2f1fc368-4798-4156-8969-0dc2af3ea0c1 · outbound
Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Faster approximation schemes for fractional multicommodity flow problems
Reference 31
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.
Observation 9262b904-095b-437c-9ed3-e494c4cc459f · outbound
Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation A faster deterministic maximum flow algorithm
Reference 32
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.
Observation e1a7a2c0-dd04-43c7-8923-50767deabc02 · outbound
Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Single source–All sinks max flows in planar digraphs
Reference 33
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.
Observation fcad1754-05f4-4071-a88a-45fa392e2a02 · outbound
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
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.
Observation b74edb57-8302-410a-b301-3a9a31c6b267 · outbound
Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Computing maximum flow with augmenting electrical flows
Reference 36
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.
Observation 8996a4fe-0462-4128-9242-b60a0cdfd7b2 · outbound
Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Faster approximation schemes for fractional multicommodity flow problems via dynamic graph algorithms
Reference 37
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.
Observation 4ce8a941-6598-4c5e-b907-0ff4a27d97b4 · outbound
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
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.
Observation b6b46c69-b7a9-4dbf-ab31-158c68a4f874 · outbound
Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Probabilistic hierarchical forecasting with deep poisson mixtures
Reference 39
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.
Observation 4ee6c329-f60b-461f-9f6b-b602dc7a87ff · outbound
Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation A simpler and faster strongly polynomial algorithm for generalized flow maximization
Reference 40
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.
Observation 49d66922-e054-4815-8ca2-823d5ee8b6fb · outbound
Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation N-BEATS: Neural basis expansion analysis for interpretable time series forecasting
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9f15ab0c-3b80-4c76-a47a-0cf7ea88aa21 · outbound
Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Forecastreconciliation:Ageometricviewwithnewinsights on bias correction
Reference 42
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.
Observation a53ecb1b-de5f-42f6-9c41-ae0044d44475 · outbound
Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Learning-augmented maximum flow
Reference 43
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.
Observation 15c52eef-d350-49ee-a230-ebc2ba35699f · outbound
Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Deep state space models for time series forecasting
Reference 44
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.
Observation a2bf55b1-96a4-484c-8095-25ed4366f73b · outbound
Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation End-to-end learning of coherent probabilistic forecasts for hierarchical time series
Reference 45
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.
Observation 444b01ad-0990-4b41-8f32-03d93a8331e3 · outbound
Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Demand forecasting and inventory control: A simulation study on automotive spare parts
Reference 46
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.
Observation 3a7a89c2-5f50-417c-ac76-5825aa46216f · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d3e3569b-4113-4089-a76d-f6c80da7eddf · outbound
Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation DeepAR: Probabilistic forecasting with autoregressive recurrent networks
Reference 48
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.
Observation ade1eab3-4019-4d71-a549-69747f9932e7 · outbound
Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Bayesian intermittent demand forecasting for large inventories
Reference 49
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.
Observation 0ab8650b-4a20-44b9-b7a4-da39ed7bb2d3 · outbound
Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation The maximum concurrent flow problem
Reference 50
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.
Observation e07704a7-2faa-4c9d-8a28-76d8e0a2b945 · outbound
Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation An introduction to network flows over time
Reference 51
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.
Observation 770c6e9b-9e84-40c2-81bd-bc260dbfe8bc · outbound
Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation A deterministic almost-linear time algorithm for minimum- cost flow
Reference 52
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.
Observation fc6932a5-6c5b-4d70-a2b6-bd19e9f90792 · outbound
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
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.
Observation 0a1c32a6-fae5-4709-9cb5-d0cf86e7fa35 · outbound
Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Cambridge university press, 2011
Reference 54
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 10f88eeb-182e-47e0-b40e-955885c55116 · outbound
Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Are transformers effective for time series forecasting?
Reference 55
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.
Observation fe4e86cd-8807-4fac-a50b-09c8ed278a77 · outbound
Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Unresolved cited work
Reference 56
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.
Observation 9e03e819-d344-4341-a740-8e5a163edd47 · outbound
Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Unresolved cited work
Reference 57
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.
Observation 4fd0405f-1f6e-4f61-9a9b-d5b7fbc8d6a4 · outbound
Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Unresolved cited work
Reference 58
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.
Observation 2b385878-7b40-4695-bf56-4468d94efc36 · outbound
Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Unresolved cited work
Reference 59
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.
Observation 7e07fe60-f518-4baa-bcfa-34bef75e922d · outbound
Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Unresolved cited work
Reference 60
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.
Observation f70650f7-3b51-4e2f-98ee-49d0cfda6cf1 · outbound
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
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.
Observation d5287fa6-0fda-469e-bb82-1cefe344c6b6 · outbound
Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Unresolved cited work
Reference 62
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.
Observation 76a2093a-9b26-4363-8a06-0c20b2d5f9c7 · outbound
Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Unresolved cited work
Reference 63
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.
Observation 8b7a4be1-b78f-45da-bcd0-85c015e58d35 · outbound
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
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.
Observation d2f61a37-55ab-4c20-956f-07b4bca4fedd · outbound
Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Unresolved cited work
Reference 65
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.
Observation 7b22e4ad-259d-4fbf-b341-7e7523188bc4 · outbound
Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Unresolved cited work
Reference 66
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.
Observation 10c129c2-f892-4f45-89cc-ae729481f4c3 · outbound
Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Unresolved cited work
Reference 67
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.
Observation b0340ca3-2102-4ab9-9a5d-cce42a47b8b8 · outbound
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
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.
Observation c1ee913b-82f4-4cfb-87df-174869d6cfa5 · outbound
Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Unresolved cited work
Reference 69
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.
Observation bdadf867-c0b9-44a5-ba98-3bae4f8aa827 · outbound
Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Unresolved cited work
Reference 70
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.
Observation d0849868-979b-4db2-87e2-b7f1259e0a58 · outbound
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
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.
Observation 2eb354b9-1abe-48f0-aefb-9ff6e2e016c5 · outbound
Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Unresolved cited work
Reference 72
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.
Observation 3fca44b2-65c5-4002-ab2e-19f0c2ffe48d · outbound
Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Unresolved cited work
Reference 73
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.
Observation 483a09c4-6305-40c3-bc4a-6e8de00b26d8 · outbound
Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Unresolved cited work
Reference 74
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.
Observation 9a5e8eeb-131d-4670-b267-3532e5812561 · outbound
Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Unresolved cited work
Reference 75
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.
Observation 46655425-758a-43d2-930d-323bd616ddd9 · outbound
Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Unresolved cited work
Reference 76
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.
Observation 500d07e6-4586-4570-b985-72df53eb2d4a · outbound
Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Unresolved cited work
Reference 77
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.
Observation 0657d15f-0b1e-467a-b477-a180b730547d · outbound
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
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.
Observation 1d7c45af-8e36-4a08-9559-2bab3ba8fd9c · outbound
Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Unresolved cited work
Reference 79
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.
Observation 3b942dde-79da-4195-b101-0b24e43c0d92 · outbound
Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Unresolved cited work
Reference 80
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.
Observation bcf00bcd-e492-4aa6-ba74-146ab8a54dbb · outbound
Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation B.4 Efficient Approximate Reconciliation Real-timeforecastingapplicationsoftenprioritizecomputationalefficiencyoverexactcoherence
Reference 81
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.
Observation 11676ba4-b496-41cc-8122-c28e5e1f4e86 · outbound
Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Unresolved cited work
Reference 82
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.
Observation f2d9af25-6661-42fe-ba01-96b3568e85ee · outbound
Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Unresolved cited work
Reference 83
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.
Observation 24c044e3-ad20-43f5-840a-500da2700003 · outbound
Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Memory requirements areO(m) to store the current solution and gradient
Reference 84
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.
No inbound Pith citation observations are available.