CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data | Paper Citation Record

Observation 5d7fee76-9765-47c8-a0be-69b9790d3c81 · outbound

This paper cites A systematic review of spatial disaggregation methods for climate action planning.Energy and AI, 17:100386, 2024.

CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data A systematic review of spatial disaggregation methods for climate action planning.Energy and AI, 17:100386, 2024

Reference 1

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Observation e2a410ce-8537-4803-8570-1500e1e1bddb · outbound

This paper cites an unresolved cited work.

CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-12T00:34:03.629298Z

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Observation 37a2ab05-68d4-4074-8023-511780e96963 · outbound

This paper cites Ecological inference.Proceedings of the National Academy of Sciences, 96(19): 10578–10581, 1999.

CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data Ecological inference.Proceedings of the National Academy of Sciences, 96(19): 10578–10581, 1999

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-12T00:34:03.632506Z

Source-reported events for the cited work

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Observation 16835c77-01bc-45ce-a523-15beb0abc6d5 · outbound

This paper cites A deep journey into super-resolution: A survey.ACM computing surveys (CSUR), 53(3):1–34, 2020.

CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data A deep journey into super-resolution: A survey.ACM computing surveys (CSUR), 53(3):1–34, 2020

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-12T00:34:03.635867Z

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Observation 4a403e0a-8d89-450c-94c1-e3706825db69 · outbound

This paper cites On the modern deep learning approaches for precipitation downscaling.Earth Science Informatics, 16(2):1459–1472, 2023.

CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data On the modern deep learning approaches for precipitation downscaling.Earth Science Informatics, 16(2):1459–1472, 2023

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-12T00:34:03.638871Z

Source-reported events for the cited work

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Observation 84254b9c-c122-4616-8ea6-7a3971f90f69 · outbound

This paper cites Downscaling spatial structure for the analysis of epidemiological data.Computers, Environment and Urban Systems, 32(1):81–93, 2008.

CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data Downscaling spatial structure for the analysis of epidemiological data.Computers, Environment and Urban Systems, 32(1):81–93, 2008

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-12T00:34:03.641982Z

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Observation 7dd34756-6c62-4e49-b356-9fc3935cad5a · outbound

This paper cites Integrating big social data, computing and modeling for spatial social science, 2016.

CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data Integrating big social data, computing and modeling for spatial social science, 2016

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-12T00:34:03.645418Z

Source-reported events for the cited work

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Observation 4352822b-c0ce-4298-9f5e-3e16e0e345f9 · outbound

This paper cites Cambridge university press, 2009.

CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data Cambridge university press, 2009

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-12T00:34:03.648296Z

Source-reported events for the cited work

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Observation d811c154-8702-485d-a163-951c9084f493 · outbound

This paper cites Abstracting causal models.

CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data Abstracting causal models

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:34:04.659786Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 1489dc0f-8792-40bc-983d-e9b640c17f2c · outbound

This paper cites Deep sets.Advances in neural information processing systems, 30, 2017.

CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data Deep sets.Advances in neural information processing systems, 30, 2017

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-12T00:34:03.654150Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f4b77edb-b01d-4a8a-b778-3b9951185435 · outbound

This paper cites Neural message passing for quantum chemistry.

CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data Neural message passing for quantum chemistry

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-12T00:34:03.657120Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d6d7263f-c0f9-4e49-ac4b-e073c4a07419 · outbound

This paper cites Learning from aggregate observations.Advances in Neural Information Processing Systems, 33:7993–8005, 2020.

CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data Learning from aggregate observations.Advances in Neural Information Processing Systems, 33:7993–8005, 2020

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:34:04.640830Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 90a17676-db60-48c6-bec5-a22a4c393a22 · outbound

This paper cites Abstraction between Structural Causal Models: A Review of Definitions and Properties.

CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data Abstraction between Structural Causal Models: A Review of Definitions and Properties

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-12T00:34:03.663508Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 26feea85-d20d-4175-be83-3a68e86203f5 · outbound

This paper cites an unresolved cited work.

CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-12T00:34:03.666862Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5a7f1b9a-b88b-499e-b1fa-22a6d02192c0 · outbound

This paper cites Toward causal representation learning.Proceedings of the IEEE, 109(5): 612–634, 2021.

CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data Toward causal representation learning.Proceedings of the IEEE, 109(5): 612–634, 2021

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:34:04.626689Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 99b00a03-e1b1-41f5-b128-01d891a69797 · outbound

This paper cites Model updating after interventions paradoxically introduces bias.

CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data Model updating after interventions paradoxically introduces bias

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:34:04.617804Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation d1b0574b-9a79-41a7-802a-f71a96fb0ade · outbound

This paper cites Statistical downscaling for climate science.

CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data Statistical downscaling for climate science

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:34:04.609408Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 6317287c-fed3-4b1e-aeb8-c169fb740544 · outbound

This paper cites Deconditional downscaling with gaussian processes.

CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data Deconditional downscaling with gaussian processes

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:34:04.600809Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 92045c7b-d4d2-43be-9aeb-bcc0bac48623 · outbound

This paper cites Effectiveness of causality- based predictor selection for statistical downscaling: a case study of rainfall in an ecuadorian andes basin.

CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data Effectiveness of causality- based predictor selection for statistical downscaling: a case study of rainfall in an ecuadorian andes basin

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:34:04.592299Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 60d43c45-2213-47ec-8df3-c56c70d5bfa9 · outbound

This paper cites an unresolved cited work.

CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-12T00:34:04.583809Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 1bcf57a8-a434-412d-bd1a-e22bc3a19226 · outbound

This paper cites Ecological inference and the ecological fallacy.International Encyclopedia of the social & Behavioral sciences, 6(4027-4030):1–7, 1999.

CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data Ecological inference and the ecological fallacy.International Encyclopedia of the social & Behavioral sciences, 6(4027-4030):1–7, 1999

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:34:04.575622Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 055c0afc-dbe7-403f-9090-266ee58889bd · outbound

This paper cites Aggregation and disaggregation techniques and methodology in optimization.Operations research, 39(4):553–582, 1991.

CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data Aggregation and disaggregation techniques and methodology in optimization.Operations research, 39(4):553–582, 1991

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:34:04.567111Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation f3775418-e525-4e9a-b5f7-fa859a20ede9 · outbound

This paper cites Hierarchical causal models.Journal of Machine Learning Research, 27(37):1–73, 2026.

CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data Hierarchical causal models.Journal of Machine Learning Research, 27(37):1–73, 2026

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:34:04.558865Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation a661fe05-117b-46d9-bb4d-aac043ad296c · outbound

This paper cites Spatio-temporal hierarchical causal models.

CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data Spatio-temporal hierarchical causal models

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:34:04.550208Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 977ce3c5-c1a1-45ef-b6e5-8fc8bcd26dda · outbound

This paper cites Approximate causal abstractions.

CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data Approximate causal abstractions

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:34:04.541860Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 5a9f9a87-12a4-4222-96eb-cf8a710c25aa · outbound

This paper cites Toward causal inference for spatio-temporal data: Conflict and forest loss in colombia.Journal of the American Statistical Association, 117(538):591–601, 2022.

CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data Toward causal inference for spatio-temporal data: Conflict and forest loss in colombia.Journal of the American Statistical Association, 117(538):591–601, 2022

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:34:04.533389Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation ba79fba5-dd40-4b03-a396-7b5dd7744ceb · outbound

This paper cites Estimating Heterogeneous Treatment Effects for Spatio-Temporal Causal Inference.

CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data Estimating Heterogeneous Treatment Effects for Spatio-Temporal Causal Inference

Reference 27

Resolution: verified exact; local_arxiv, observed 2026-08-12T00:34:04.039649Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation a4b30aee-814d-40a1-ab7e-acccbdbffd20 · outbound

This paper cites Spatiotemporal causal inference with arbitrary spillover and carryover effects.arXiv preprint arXiv:2504.03464, 2025.

CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data Spatiotemporal causal inference with arbitrary spillover and carryover effects.arXiv preprint arXiv:2504.03464, 2025

Reference 28

Resolution: verified exact; raw_fallback, observed 2026-08-12T00:34:04.026385Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 7050cdba-5cce-402a-b0f8-63fcc3116b09 · outbound

This paper cites Bipartite causal inference with interference, time series data, and a random network.

CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data Bipartite causal inference with interference, time series data, and a random network

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-12T00:34:03.709632Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2860a570-0a9d-45d1-aa08-3889a5f040ec · outbound

This paper cites Gst-unet: A neural framework for spatiotemporal causal inference with time-varying confounding.Advances in Neural Information Processing Systems, 38:17295–17322, 2026.

CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data Gst-unet: A neural framework for spatiotemporal causal inference with time-varying confounding.Advances in Neural Information Processing Systems, 38:17295–17322, 2026

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:34:04.524845Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 2947d7c0-cb48-4fe3-8e5a-a3e3da8e1b22 · outbound

This paper cites Causal discovery on vector-valued variables and consistency-guided aggregation.

CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data Causal discovery on vector-valued variables and consistency-guided aggregation

Reference 31

Resolution: verified exact; local_arxiv, observed 2026-08-12T00:34:03.919853Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation fb9783ca-28d5-42cf-910e-10bb574c9754 · outbound

This paper cites The causal effects of modified treatment policies under network interference.

CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data The causal effects of modified treatment policies under network interference

Reference 32

Resolution: verified exact; local_arxiv, observed 2026-08-12T00:34:03.907306Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 1ecce848-04d9-41af-b75e-55f52a4de372 · outbound

This paper cites Invariant causal prediction for nonlinear models.Journal of Causal Inference, 6(2):20170016, 2018.

CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data Invariant causal prediction for nonlinear models.Journal of Causal Inference, 6(2):20170016, 2018

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:34:04.516312Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 9c1b5188-d837-4f80-9508-e5a540c19255 · outbound

This paper cites Invariant models for causal transfer learning.Journal of Machine Learning Research, 19(36):1–34, 2018.

CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data Invariant models for causal transfer learning.Journal of Machine Learning Research, 19(36):1–34, 2018

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:34:04.507762Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation f49bc732-90d6-413d-97b2-8cdf69551542 · outbound

This paper cites Hierarchical models for causal effects.Emerging trends in the social and behavioral sciences, 1:16, 2015.

CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data Hierarchical models for causal effects.Emerging trends in the social and behavioral sciences, 1:16, 2015

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:34:04.498831Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 03f025fa-eca0-45c1-b4ff-8fcf74b64060 · outbound

This paper cites A hierarchical model for aggregated functional data.Technometrics, 55(3):321–334, 2013.

CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data A hierarchical model for aggregated functional data.Technometrics, 55(3):321–334, 2013

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:34:04.490439Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation ff636541-853e-4cf1-bd40-dc5fc096933d · outbound

This paper cites Ecological regressions and behavior of individuals.American sociological review, 18(6): 663, 1953.

CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data Ecological regressions and behavior of individuals.American sociological review, 18(6): 663, 1953

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:34:04.481865Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 49548088-1041-4452-9af9-07e1bc722deb · outbound

This paper cites Gun violence archive gva.

CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data Gun violence archive gva

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:34:04.473365Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 935876db-c3f2-4e50-bc55-13edcff6522b · outbound

This paper cites Analysis of daily ambient temperature and firearm violence in 100 us cities.JAMA network open, 5(12):e2247207– e2247207, 2022.

CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data Analysis of daily ambient temperature and firearm violence in 100 us cities.JAMA network open, 5(12):e2247207– e2247207, 2022

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:34:04.465122Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 4ea0cc23-923f-4eed-87ab-7cf65dc50c5c · outbound

This paper cites Fay and Roger A.

CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data Fay and Roger A

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:34:04.456305Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 27a40589-a75d-4843-95cc-463f888d5422 · outbound

This paper cites A review of spatial downscaling of satellite remotely sensed soil moisture.Reviews of Geophysics, 55(2):341–366, 2017.

CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data A review of spatial downscaling of satellite remotely sensed soil moisture.Reviews of Geophysics, 55(2):341–366, 2017

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:34:04.448114Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 8ceb43e6-7ff2-4155-b83e-2487b7e20de5 · outbound

This paper cites Gotway and Linda J.

CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data Gotway and Linda J

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:34:04.438579Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation be873539-6da4-4c60-8012-966e8e7f0f57 · outbound

This paper cites Lucas, Seth Flaxman, Katherine Battle, and Kenji Fukumizu.

CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data Lucas, Seth Flaxman, Katherine Battle, and Kenji Fukumizu

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:34:04.430376Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 08c2c219-b005-4ba9-8d92-96db1e9b465a · outbound

This paper cites Robinson.

CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data Robinson

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:34:04.421782Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation e25354be-7895-4d96-987a-913ded4b21b3 · outbound

This paper cites Princeton University Press, 1997.

CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data Princeton University Press, 1997

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:34:04.413309Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 3c7e4e77-afa2-4982-9275-fbad6da43aa7 · outbound

This paper cites Inferring causation from time series in earth system sciences.Nature communications, 10(1):2553, 2019.

CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data Inferring causation from time series in earth system sciences.Nature communications, 10(1):2553, 2019

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:34:04.404933Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 3df32937-9e80-411b-bdbc-bce80b73e28f · outbound

This paper cites an unresolved cited work.

CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data Unresolved cited work

Reference 47

Resolution: unresolved; raw_fallback, observed 2026-08-12T00:34:04.395993Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation b7092863-cfcc-40ad-8b93-548e1c1f27da · outbound

This paper cites mean-aggregation special case connects directly to the functional consistency result of Zhang et al.

CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data mean-aggregation special case connects directly to the functional consistency result of Zhang et al

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:34:04.387604Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation d85fb2c3-7958-4705-920d-46210e576774 · outbound

This paper cites Recovery in these regimes is studied empirically and remains an important theoretical problem.

CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data Recovery in these regimes is studied empirically and remains an important theoretical problem

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:34:04.379296Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation f6d28095-f44a-4799-ba93-5d79bc3a7a44 · outbound

This paper cites an unresolved cited work.

CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data Unresolved cited work

Reference 50

Resolution: unresolved; raw_fallback, observed 2026-08-12T00:34:04.370501Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 441f40c9-24c2-42da-a3c5-f6b8d730cd73 · outbound

This paper cites an unresolved cited work.

CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data Unresolved cited work

Reference 51

Resolution: unresolved; raw_fallback, observed 2026-08-12T00:34:04.362452Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 4c9b2a8b-1071-432e-9961-55e527874f2b · outbound

This paper cites an unresolved cited work.

CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data Unresolved cited work

Reference 52

Resolution: unresolved; raw_fallback, observed 2026-08-12T00:34:04.354077Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 4ab458cc-6dc2-46b6-823a-22b293b51659 · outbound

This paper cites an unresolved cited work.

CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data Unresolved cited work

Reference 53

Resolution: unresolved; raw_fallback, observed 2026-08-12T00:34:04.345619Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 838a43b9-06b2-471a-ab55-f4b14d12f4c3 · outbound

This paper cites , M}uniformly at random and assigningt i,j = 1.

CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data , M}uniformly at random and assigningt i,j = 1

Reference 54

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:34:04.337062Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 30020bb8-46ac-4ee3-b34d-6eacabc240d4 · outbound

This paper cites an unresolved cited work.

CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data Unresolved cited work

Reference 55

Resolution: unresolved; raw_fallback, observed 2026-08-12T00:34:04.328684Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 0f40d859-39fd-4ea1-a7d4-c018c110b4d9 · outbound

This paper cites an unresolved cited work.

CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data Unresolved cited work

Reference 56

Resolution: unresolved; raw_fallback, observed 2026-08-12T00:34:04.320416Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation a6c97de4-3afe-4ee8-999a-03f498bebca3 · outbound

This paper cites an unresolved cited work.

CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data Unresolved cited work

Reference 57

Resolution: unresolved; raw_fallback, observed 2026-08-12T00:34:04.312135Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 9503a9a2-5943-4649-80f8-052f91ed0d42 · outbound

This paper cites an unresolved cited work.

CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data Unresolved cited work

Reference 58

Resolution: unresolved; raw_fallback, observed 2026-08-12T00:34:04.303640Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 659094ca-9bb7-4cbc-bdfd-bbba9e52bf37 · outbound

This paper cites heat waves.

CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data heat waves

Reference 59

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:34:04.295285Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation cad4494d-7566-47fb-abbd-bceb796e00f8 · outbound

This paper cites an unresolved cited work.

CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data Unresolved cited work

Reference 60

Resolution: unresolved; raw_fallback, observed 2026-08-12T00:34:04.286803Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation b5e6d3b3-6344-4bf4-8ef9-d19e09715488 · outbound

This paper cites The function fθ(·) is implemented as a 4 layer multilayer perceptron (MLP) with hidden dimension 16and a dropout rate of0.1after the second hidden layer.

CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data The function fθ(·) is implemented as a 4 layer multilayer perceptron (MLP) with hidden dimension 16and a dropout rate of0.1after the second hidden layer

Reference 61

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:34:04.278360Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 9f5ba6f1-9898-4476-9bfb-4c06ff06c634 · outbound

This paper cites an unresolved cited work.

CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data Unresolved cited work

Reference 62

Resolution: unresolved; raw_fallback, observed 2026-08-12T00:34:04.269673Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 037d7122-47c1-4057-b3ad-82bee93246dc · outbound

This paper cites an unresolved cited work.

CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data Unresolved cited work

Reference 63

Resolution: unresolved; raw_fallback, observed 2026-08-12T00:34:04.261172Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 2c4b6401-93a0-4a5e-b9a4-20f08811a072 · outbound

This paper cites an unresolved cited work.

CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data Unresolved cited work

Reference 64

Resolution: unresolved; raw_fallback, observed 2026-08-12T00:34:04.252889Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 534e5f8e-6024-4875-ba0a-6a45cf732be2 · outbound

This paper cites Training proceeds over all months in random order at each epoch.

CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data Training proceeds over all months in random order at each epoch

Reference 65

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:34:04.244802Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation d56530ec-925c-4379-9d1f-9792ca415294 · outbound

This paper cites Both training loss and MSE decrease rapidly, and the final error is very small, indicating near-perfect recovery of the unobserved covariate.

CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data Both training loss and MSE decrease rapidly, and the final error is very small, indicating near-perfect recovery of the unobserved covariate

Reference 66

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:34:04.236497Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation b41f09b8-1c94-47ba-b04b-b3af148f3479 · outbound

This paper cites The two maps are almost indistinguishable, confirming that the restricted functional form matches the data-generating process and allows highly accurate recovery.

CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data The two maps are almost indistinguishable, confirming that the restricted functional form matches the data-generating process and allows highly accurate recovery

Reference 67

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:34:04.228076Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 67baadac-b458-4f17-98f5-39633df156b5 · outbound

This paper cites an unresolved cited work.

CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data Unresolved cited work

Reference 68

Resolution: unresolved; raw_fallback, observed 2026-08-12T00:34:04.219721Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 7038a15b-8fff-4543-aa37-704784222ac9 · outbound

This paper cites an unresolved cited work.

CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data Unresolved cited work

Reference 69

Resolution: unresolved; raw_fallback, observed 2026-08-12T00:34:04.211074Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 710bf010-bcf4-4ab5-b6bb-a002b2bc5486 · outbound

This paper cites an unresolved cited work.

CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data Unresolved cited work

Reference 70

Resolution: unresolved; raw_fallback, observed 2026-08-12T00:34:04.202833Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 94dcd488-4569-4031-9d59-9091f6d54e0b · outbound

This paper cites The learned function takes the form: fθ(ti,j, ci,j) = 0.0ift i,j = 0, θbase +θ veg ·c i,j ift i,j = 1.

CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data The learned function takes the form: fθ(ti,j, ci,j) = 0.0ift i,j = 0, θbase +θ veg ·c i,j ift i,j = 1

Reference 71

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:34:04.194456Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation bedb0f57-55f7-45a2-852f-44598c812748 · outbound

This paper cites an unresolved cited work.

CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data Unresolved cited work

Reference 72

Resolution: unresolved; raw_fallback, observed 2026-08-12T00:34:04.185966Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 2d20c730-d4b9-43b0-843f-a71ce755b001 · outbound

This paper cites an unresolved cited work.

CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data Unresolved cited work

Reference 73

Resolution: unresolved; raw_fallback, observed 2026-08-12T00:34:04.177706Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation a8628793-3818-4d07-b7db-173a1af0c2b1 · outbound

This paper cites an unresolved cited work.

CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data Unresolved cited work

Reference 74

Resolution: unresolved; raw_fallback, observed 2026-08-12T00:34:04.169505Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 5ecb03bd-cf64-4fd5-9b40-d5b7688577d4 · outbound

This paper cites All parameters {θbase, θveg, τ}are optimized jointly using Adam with a learning rate of 0.001 for 1000 epochs.

CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data All parameters {θbase, θveg, τ}are optimized jointly using Adam with a learning rate of 0.001 for 1000 epochs

Reference 75

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:34:04.161606Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation dd1f52e8-c10f-465e-84c1-78263d325df1 · outbound

This paper cites an unresolved cited work.

CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data Unresolved cited work

Reference 76

Resolution: unresolved; raw_fallback, observed 2026-08-12T00:34:04.153173Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 0f004c41-8ec0-4fd2-8224-95b8a47a101c · outbound

This paper cites Training loss is substantially higher under max aggregation, as weaker subregional signals are obscured.

CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data Training loss is substantially higher under max aggregation, as weaker subregional signals are obscured

Reference 77

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:34:04.144842Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 02ee66ce-5f6a-4323-91b2-d3f1fef64e1f · outbound

This paper cites an unresolved cited work.

CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data Unresolved cited work

Reference 78

Resolution: unresolved; raw_fallback, observed 2026-08-12T00:34:04.136424Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 7f06fb3f-adbc-4c82-9e57-83fe349215ec · outbound

This paper cites an unresolved cited work.

CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data Unresolved cited work

Reference 79

Resolution: unresolved; raw_fallback, observed 2026-08-12T00:34:04.127523Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 5fb0c6c2-3c03-4f8a-ad4a-b265a8acfada · outbound

This paper cites an unresolved cited work.

CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data Unresolved cited work

Reference 80

Resolution: unresolved; raw_fallback, observed 2026-08-12T00:34:04.119069Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 45c60bb8-cc1b-4720-b5fd-5cc0fd10390c · outbound

This paper cites an unresolved cited work.

CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data Unresolved cited work

Reference 81

Resolution: unresolved; raw_fallback, observed 2026-08-12T00:34:04.110718Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 9580027a-faea-4f11-bc95-dea7c700271c · outbound

This paper cites an unresolved cited work.

CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data Unresolved cited work

Reference 82

Resolution: unresolved; raw_fallback, observed 2026-08-12T00:34:04.101850Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 83869b6d-36a7-4ba3-8b5c-30cbaf4aa135 · outbound

This paper cites This ignores the fact that the treatment assignment mechanism is context dependent.

CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data This ignores the fact that the treatment assignment mechanism is context dependent

Reference 83

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:34:04.092752Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation c089eee3-6646-4dc4-90cb-616aac33fd06 · outbound

This paper cites The aggregated causal effects differ markedly depending on the level of confounding, showing that the treatment context dependency directly shapes the observed regional outcomes.

CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data The aggregated causal effects differ markedly depending on the level of confounding, showing that the treatment context dependency directly shapes the observed regional outcomes

Reference 84

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:34:04.084034Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 59817cb8-4abf-42db-be48-24e0fbc179b6 · outbound

This paper cites Under strong confounding, the confounding- aware approach recovers the true intervention locations with high fidelity, while the naïve method from Exp.

CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data Under strong confounding, the confounding- aware approach recovers the true intervention locations with high fidelity, while the naïve method from Exp

Reference 85

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:34:04.074959Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation a7e4b8d1-9570-41b3-a881-2786ad7e38a8 · outbound

This paper cites This confirms that adjusting for confounding does not reduce performance when confounding is weak.

CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data This confirms that adjusting for confounding does not reduce performance when confounding is weak

Reference 86

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:34:04.065710Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation ec7d26e6-2758-4249-b959-3ac0b99ef275 · outbound

This paper cites Under high confounding, the respective errors were 0.74 versus 0.32.

CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data Under high confounding, the respective errors were 0.74 versus 0.32

Reference 87

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:34:04.056459Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Coverage vector

Reference resolution

Outbound references

Pith citing papers