Paper Citation Record · LEDGER

FluxNet: Learning Capacity-Constrained Local Transport Operators for Conservative and Bounded PDE Surrogates

As of 8 August 2026, this Paper Citation Record lists 33 of 33 outbound references and 0 inbound Pith citation observations for arXiv:2602.01941.

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

pith.paper-citation-record.v1
2602.01941 v2

Coverage vector

measured 33 of 33 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-03T05:34:26.864254Z

measured 33 of 33 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

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measured 0 of 1 external citation measurements

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Reference resolution

33 of 33 outbound references displayed

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Outbound references

Observation d34c194c-34cb-4cbb-8460-f690e027eae8 · outbound

This paper cites Relational inductive biases, deep learning, and graph networks.

FluxNet: Learning Capacity-Constrained Local Transport Operators for Conservative and Bounded PDE Surrogates Relational inductive biases, deep learning, and graph networks

Reference 1

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Observation 145be7e3-35a8-4d69-9453-a1eadbc938a7 · outbound

This paper cites Scheduled sampling for sequence prediction with recurrent neural networks.

FluxNet: Learning Capacity-Constrained Local Transport Operators for Conservative and Bounded PDE Surrogates Scheduled sampling for sequence prediction with recurrent neural networks

Reference 2

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Observation 30ad716b-7414-475a-800e-9f7ce63c68d3 · outbound

This paper cites Message Passing Neural PDE Solvers.

FluxNet: Learning Capacity-Constrained Local Transport Operators for Conservative and Bounded PDE Surrogates Message Passing Neural PDE Solvers

Reference 3

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Observation dbc5c694-a805-445f-a2a9-396955412ea2 · outbound

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FluxNet: Learning Capacity-Constrained Local Transport Operators for Conservative and Bounded PDE Surrogates Unresolved cited work

Reference 4

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Observation d8c08c81-6b81-4c5e-a577-18ac63094d19 · outbound

This paper cites Phase-field models for microstructure evolution.

FluxNet: Learning Capacity-Constrained Local Transport Operators for Conservative and Bounded PDE Surrogates Phase-field models for microstructure evolution

Reference 5

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Observation 7fe95bf3-6808-48a1-a5e6-81d84b4acb0f · outbound

This paper cites S., Riley, P.

FluxNet: Learning Capacity-Constrained Local Transport Operators for Conservative and Bounded PDE Surrogates S., Riley, P

Reference 6

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Observation 5e371672-3e2b-4e65-b99a-42130a038719 · outbound

This paper cites Towards Multi-spatiotemporal-scale Generalized PDE Modeling.

FluxNet: Learning Capacity-Constrained Local Transport Operators for Conservative and Bounded PDE Surrogates Towards Multi-spatiotemporal-scale Generalized PDE Modeling

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-03T05:34:24.906746Z

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Observation 93761ddc-1283-45a8-9b37-6db44daff15f · outbound

This paper cites Deep residual learning for image recognition.

FluxNet: Learning Capacity-Constrained Local Transport Operators for Conservative and Bounded PDE Surrogates Deep residual learning for image recognition

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-03T05:34:25.003607Z

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Observation 860a6420-1eff-46e6-a7b9-4758e8502376 · outbound

This paper cites and Mitsume, N.

FluxNet: Learning Capacity-Constrained Local Transport Operators for Conservative and Bounded PDE Surrogates and Mitsume, N

Reference 9

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FluxNet: Learning Capacity-Constrained Local Transport Operators for Conservative and Bounded PDE Surrogates Unresolved cited work

Reference 10

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Observation bcb0b614-aa68-48f2-bc49-61d07f4ef357 · outbound

This paper cites A., Alieva, A., Wang, Q., Brenner, M.

FluxNet: Learning Capacity-Constrained Local Transport Operators for Conservative and Bounded PDE Surrogates A., Alieva, A., Wang, Q., Brenner, M

Reference 11

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Observation f7ff67f1-06ab-4d29-aeb5-c67941253a77 · outbound

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FluxNet: Learning Capacity-Constrained Local Transport Operators for Conservative and Bounded PDE Surrogates Unresolved cited work

Reference 12

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Observation 6b6b3da5-5c59-4d4e-a225-a8e6e81ba21b · outbound

This paper cites Fourier Neural Operator for Parametric Partial Differential Equations.

FluxNet: Learning Capacity-Constrained Local Transport Operators for Conservative and Bounded PDE Surrogates Fourier Neural Operator for Parametric Partial Differential Equations

Reference 13

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Observation f6960ad6-7fb8-455b-962b-394f7299bf31 · outbound

This paper cites Learning chaotic dynamics in dissipative systems.

FluxNet: Learning Capacity-Constrained Local Transport Operators for Conservative and Bounded PDE Surrogates Learning chaotic dynamics in dissipative systems

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-03T05:34:25.457251Z

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Observation de0e96aa-1c0e-47a0-8e03-14f5f7bc61e2 · outbound

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FluxNet: Learning Capacity-Constrained Local Transport Operators for Conservative and Bounded PDE Surrogates Unresolved cited work

Reference 15

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Observation aa242628-d54a-46df-b05c-8fb4356a2b74 · outbound

This paper cites PDE -refiner: Achieving accurate long rollouts with neural PDE solvers.

FluxNet: Learning Capacity-Constrained Local Transport Operators for Conservative and Bounded PDE Surrogates PDE -refiner: Achieving accurate long rollouts with neural PDE solvers

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-03T05:34:25.592068Z

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Observation 1dbb48f7-4bcc-4aae-9e42-08c02c42998a · outbound

This paper cites Neural Entropy-stable conservative flux form neural networks for learning hyperbolic conservation laws.

FluxNet: Learning Capacity-Constrained Local Transport Operators for Conservative and Bounded PDE Surrogates Neural Entropy-stable conservative flux form neural networks for learning hyperbolic conservation laws

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-03T05:34:25.648659Z

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Observation 60bbd909-0cf5-4eaa-a364-123fbe48aa23 · outbound

This paper cites Decoupled Weight Decay Regularization.

FluxNet: Learning Capacity-Constrained Local Transport Operators for Conservative and Bounded PDE Surrogates Decoupled Weight Decay Regularization

Reference 18

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Observation 9893af4a-d240-4081-a4d6-1f43153bab9b · outbound

This paper cites Understanding the effective receptive field in deep convolutional neural networks.

FluxNet: Learning Capacity-Constrained Local Transport Operators for Conservative and Bounded PDE Surrogates Understanding the effective receptive field in deep convolutional neural networks

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-03T05:34:25.786519Z

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Observation 60adabd0-b49b-449f-a933-c95e548e09e8 · outbound

This paper cites Deep energy-based modeling of discrete-time physics.

FluxNet: Learning Capacity-Constrained Local Transport Operators for Conservative and Bounded PDE Surrogates Deep energy-based modeling of discrete-time physics

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-03T05:34:25.868579Z

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Observation 594a755b-4143-4f90-a971-26940d6439db · outbound

This paper cites Learning mesh-based simulation with graph networks.

FluxNet: Learning Capacity-Constrained Local Transport Operators for Conservative and Bounded PDE Surrogates Learning mesh-based simulation with graph networks

Reference 21

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Observation ea095ac8-8833-4768-b46b-06b4a5152441 · outbound

This paper cites Finite Volume Neural Network: Modeling Subsurface Contaminant Transport.

FluxNet: Learning Capacity-Constrained Local Transport Operators for Conservative and Bounded PDE Surrogates Finite Volume Neural Network: Modeling Subsurface Contaminant Transport

Reference 22

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FluxNet: Learning Capacity-Constrained Local Transport Operators for Conservative and Bounded PDE Surrogates Unresolved cited work

Reference 23

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Observation 1d1c3d83-baf3-4975-8c99-b0faf7b74dee · outbound

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FluxNet: Learning Capacity-Constrained Local Transport Operators for Conservative and Bounded PDE Surrogates Unresolved cited work

Reference 24

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Observation c9205bc0-e6c7-4ba4-aefb-f5858214ba3c · outbound

This paper cites A reduction of imitation learning and structured prediction to no-regret online learning.

FluxNet: Learning Capacity-Constrained Local Transport Operators for Conservative and Bounded PDE Surrogates A reduction of imitation learning and structured prediction to no-regret online learning

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-03T05:34:26.254698Z

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Observation 0a058c66-f3e7-46b7-aca3-3c102bd8c180 · outbound

This paper cites Learning to simulate complex physics with graph networks.

FluxNet: Learning Capacity-Constrained Local Transport Operators for Conservative and Bounded PDE Surrogates Learning to simulate complex physics with graph networks

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-03T05:34:26.311368Z

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Observation 8e3fa265-1bd3-4a29-ae91-fdf8d0a530cf · outbound

This paper cites Learning under laws: A constraint-projected neural PDE solver that eliminates hallucinations.

FluxNet: Learning Capacity-Constrained Local Transport Operators for Conservative and Bounded PDE Surrogates Learning under laws: A constraint-projected neural PDE solver that eliminates hallucinations

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-03T05:34:26.394184Z

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Observation c8573333-fc80-4b09-b7e2-22174409bb34 · outbound

This paper cites The lattice B oltzmann method: Principles and practice.

FluxNet: Learning Capacity-Constrained Local Transport Operators for Conservative and Bounded PDE Surrogates The lattice B oltzmann method: Principles and practice

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-03T05:34:26.477774Z

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Observation e11f3cb0-98b6-44ae-aa92-1b5081517b4a · outbound

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FluxNet: Learning Capacity-Constrained Local Transport Operators for Conservative and Bounded PDE Surrogates Unresolved cited work

Reference 29

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Observation a0118f5c-11f6-41f1-a101-fbd1e51858b2 · outbound

This paper cites Towards the ultimate conservative difference scheme.

FluxNet: Learning Capacity-Constrained Local Transport Operators for Conservative and Bounded PDE Surrogates Towards the ultimate conservative difference scheme

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-03T05:34:26.612090Z

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Observation 7034e3e5-4c37-40c0-a553-33d564811298 · outbound

This paper cites Learning the solution operator of parametric partial differential equations with physics-informed DeepONets.

FluxNet: Learning Capacity-Constrained Local Transport Operators for Conservative and Bounded PDE Surrogates Learning the solution operator of parametric partial differential equations with physics-informed DeepONets

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-03T05:34:26.694825Z

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Observation 16e4efbf-e9d4-423f-b877-db3d3f90609b · outbound

This paper cites and Shu, C.-W.

FluxNet: Learning Capacity-Constrained Local Transport Operators for Conservative and Bounded PDE Surrogates and Shu, C.-W

Reference 32

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Observation abc20f00-59de-46ec-99b1-ba042a3aecdc · outbound

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FluxNet: Learning Capacity-Constrained Local Transport Operators for Conservative and Bounded PDE Surrogates write newline

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-03T05:34:26.864254Z

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