Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-10T14:47:45.717499Z
Paper Citation Record · LEDGER
As of 10 August 2026, this Paper Citation Record lists 56 of 56 outbound references and 0 inbound Pith citation observations for arXiv:2501.14980.
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 2026-08-10T14:47:45.717499Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+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
56 of 56 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 88a40a3b-7646-403d-ab1e-349a7542298e · outbound
A Deep State Space Model for Rainfall-Runoff Simulations write newline
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1f555648-f8f3-43ad-8880-478f0b3697f7 · outbound
A Deep State Space Model for Rainfall-Runoff Simulations The camels data set: catchment attributes and meteorology for large-sample studies
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 0f9a2aed-9e99-4626-819d-90980676fd06 · outbound
A Deep State Space Model for Rainfall-Runoff Simulations Spectral State Space Models
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 6a494550-ca80-4386-a98c-a7e2c34be1b1 · outbound
A Deep State Space Model for Rainfall-Runoff Simulations Sacramento soil moisture accounting model (sac-sma)
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 634d8350-5ce5-4f06-bc57-10539a6926bd · outbound
A Deep State Space Model for Rainfall-Runoff Simulations Basri, D
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation e01311e3-ff6e-4f96-a667-67b787d96297 · outbound
A Deep State Space Model for Rainfall-Runoff Simulations Changing ideas in hydrology—the case of physically-based models
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation b2b35bb5-8c1a-4464-9b41-149f1c9de7e1 · outbound
A Deep State Space Model for Rainfall-Runoff Simulations A discussion of distributed hydrological modelling
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 8062be85-d93a-4b77-84b2-d50190063568 · outbound
A Deep State Space Model for Rainfall-Runoff Simulations Rainfall-runoff modelling: the primer
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 6a5618a3-8064-47a9-bf73-a4115badc8e5 · outbound
A Deep State Space Model for Rainfall-Runoff Simulations A physically based, variable contributing area model of basin hydrology/un mod \`e le \`a base physique de zone d'appel variable de l'hydrologie du bassin versant
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 9074d273-97fd-47fd-98cd-f95509f076ce · outbound
A Deep State Space Model for Rainfall-Runoff Simulations Future streamflow regime changes in the united states: assessment using functional classification
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 76d3b5e8-c1c3-4461-b92d-4df91c76e44f · outbound
A Deep State Space Model for Rainfall-Runoff Simulations The evolution of process-based hydrologic models: historical challenges and the collective quest for physical realism
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 87d2c95d-613d-4830-8adf-90b045e0fba4 · outbound
A Deep State Space Model for Rainfall-Runoff Simulations Lipschitz recurrent neural networks
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 17f4c084-7f97-41a5-b407-f83d1be3ca27 · outbound
A Deep State Space Model for Rainfall-Runoff Simulations Gated Recurrent Neural Networks with Weighted Time-Delay Feedback
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation b8a2d6f2-3667-480a-9ee2-eede5debd4fc · outbound
A Deep State Space Model for Rainfall-Runoff Simulations Differentiable, learnable, regionalized process-based models with multiphysical outputs can approach state-of-the-art hydrologic prediction accuracy
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 65ae1bdd-7daf-48dc-9486-08baa17e962b · outbound
A Deep State Space Model for Rainfall-Runoff Simulations Deep learning rainfall--runoff predictions of extreme events
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation be301323-4998-4b21-ab6b-b488e8a9b46f · outbound
A Deep State Space Model for Rainfall-Runoff Simulations On strictly enforced mass conservation constraints for modelling the rainfall-runoff process
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation b9150cc1-3b51-4409-a45c-40efe0b2ee17 · outbound
A Deep State Space Model for Rainfall-Runoff Simulations Mamba: Linear-Time Sequence Modeling with Selective State Spaces
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 22f9a760-b6e6-410b-884c-2cc0d6a2fe43 · outbound
A Deep State Space Model for Rainfall-Runoff Simulations Efficiently Modeling Long Sequences with Structured State Spaces
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ebe33560-3db2-422f-b3f3-1d45320b127d · outbound
A Deep State Space Model for Rainfall-Runoff Simulations Combining recurrent, convolutional, and continuous-time models with linear state space layers
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 1f37ffbd-388e-41c1-8594-5b471465a47e · outbound
A Deep State Space Model for Rainfall-Runoff Simulations On the parameterization and initialization of diagonal state space models
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation d5ec9f09-8ad0-4cdd-9f01-0c455cbaf359 · outbound
A Deep State Space Model for Rainfall-Runoff Simulations Decomposition of the mean squared error and nse performance criteria: Implications for improving hydrological modelling
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 670a88d2-dbbf-4f1e-9756-ac80cbeea9d4 · outbound
A Deep State Space Model for Rainfall-Runoff Simulations Liquid structural state-space models
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation e47ac7a0-f023-4830-9dc4-4f181738e359 · outbound
A Deep State Space Model for Rainfall-Runoff Simulations Long short-term memory
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 27849d3f-0818-4846-bc26-25c19b723315 · outbound
A Deep State Space Model for Rainfall-Runoff Simulations Mc-lstm: Mass-conserving lstm
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation e7e91a82-408b-4d9d-959e-09cd0d4d73e8 · outbound
A Deep State Space Model for Rainfall-Runoff Simulations Physics-informed neural network for diffusive wave model
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 7df80393-c282-4e1d-8a77-84d1dbd0f24b · outbound
A Deep State Space Model for Rainfall-Runoff Simulations Groundwater inverse modeling: Physics-informed neural network with disentangled constraints and errors
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation c66f7b5e-009b-4f99-94a9-30f2c83a676c · outbound
A Deep State Space Model for Rainfall-Runoff Simulations A review of rainfall-runoff modeling for stormwater management
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 9099d3e7-7bba-4507-8ad7-315ace5d6e28 · outbound
A Deep State Space Model for Rainfall-Runoff Simulations Toward improved predictions in ungauged basins: Exploiting the power of machine learning
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 8e42baef-7be4-45be-acc3-c176a6e83e6b · outbound
A Deep State Space Model for Rainfall-Runoff Simulations Towards learning universal, regional, and local hydrological behaviors via machine learning applied to large-sample datasets
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 3f03272d-4d24-485a-b066-22abff095be2 · outbound
A Deep State Space Model for Rainfall-Runoff Simulations Hydrological concept formation inside long short-term memory (lstm) networks
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 82cf2f0a-6c84-49b2-846b-0a0386f7346e · outbound
A Deep State Space Model for Rainfall-Runoff Simulations Elucidating the Design Choice of Probability Paths in Flow Matching for Forecasting
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2188850a-213b-4fea-9ab9-1e1b13ce11fd · outbound
A Deep State Space Model for Rainfall-Runoff Simulations Probing the limit of hydrologic predictability with the transformer network
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 05c2e8bc-d2e3-46e6-aae1-9ead4701f925 · outbound
A Deep State Space Model for Rainfall-Runoff Simulations General review of rainfall-runoff modeling: model calibration, data assimilation, and uncertainty analysis
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 68b6a8cb-8f70-4eee-a27b-b26908d17ad0 · outbound
A Deep State Space Model for Rainfall-Runoff Simulations Generative modeling of regular and irregular time series data via koopman vaes
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation d3948f0c-f4cb-4c9b-850b-d9a2ea52b895 · outbound
A Deep State Space Model for Rainfall-Runoff Simulations River flow forecasting through conceptual models part i—a discussion of principles
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 44ca9973-e99c-499d-a0a7-3370f72c9d90 · outbound
A Deep State Space Model for Rainfall-Runoff Simulations Unresolved cited work
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 4b97ce25-98cf-44f4-972c-a08f4848f878 · outbound
A Deep State Space Model for Rainfall-Runoff Simulations State-Free Inference of State-Space Models: The Transfer Function Approach
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bddd1528-cf7e-4206-bc42-7e5c3df6ddbd · outbound
A Deep State Space Model for Rainfall-Runoff Simulations Mamba-360: Survey of State Space Models as Transformer Alternative for Long Sequence Modelling: Methods, Applications, and Challenges
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f61301df-8e90-4910-95b5-31959aea032f · outbound
A Deep State Space Model for Rainfall-Runoff Simulations Evaluation of random forests for short-term daily streamflow forecasting in rainfall-and snowmelt-driven watersheds
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 92fb53aa-e476-438f-9f85-6b21aec4c31b · outbound
A Deep State Space Model for Rainfall-Runoff Simulations Long expressive memory for sequence modeling
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 43cd202b-efe0-4e02-8aa5-a268031af88a · outbound
A Deep State Space Model for Rainfall-Runoff Simulations Differentiable modelling to unify machine learning and physical models for geosciences
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 8ac28e39-ad48-4b00-bee8-72964a457ed6 · outbound
A Deep State Space Model for Rainfall-Runoff Simulations Smith, Andrew Warrington, and Scott Linderman
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 98ccc989-17ae-4851-a0a9-1c793e9fcb9f · outbound
A Deep State Space Model for Rainfall-Runoff Simulations From calibration to parameter learning: Harnessing the scaling effects of big data in geoscientific modeling
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 5cbbc090-018a-4253-bc11-5b75ae2a8af6 · outbound
A Deep State Space Model for Rainfall-Runoff Simulations Attention is all you need
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation c1c8209a-fa74-4187-b40d-adde0c2b0af9 · outbound
A Deep State Space Model for Rainfall-Runoff Simulations StableSSM: Alleviating the Curse of Memory in State-space Models through Stable Reparameterization
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c35e0a9c-2084-45ea-a751-8bb43fca5df5 · outbound
A Deep State Space Model for Rainfall-Runoff Simulations Continental-scale water and energy flux analysis and validation for the north american land data assimilation system project phase 2 (nldas-2): 1
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation eb6ccc97-92ed-42c2-a2d3-b8e083c4d104 · outbound
A Deep State Space Model for Rainfall-Runoff Simulations Classification of watersheds in the conterminous united states using shape-based time-series clustering and random forests
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation e5e96fe8-5f1d-4661-8131-d55e0e39f72d · outbound
A Deep State Space Model for Rainfall-Runoff Simulations A process-based diagnostic approach to model evaluation: Application to the nws distributed hydrologic model
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation b6616096-66d6-4990-9334-c9fe8f2f6023 · outbound
A Deep State Space Model for Rainfall-Runoff Simulations Tuning frequency bias in neural network training with nonuniform data
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 9950966d-5dea-4166-ae8f-42e7e8d4f9c7 · outbound
A Deep State Space Model for Rainfall-Runoff Simulations Mahoney, and N
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 8996d645-e3e7-4a3f-a2f8-4ae86fb7d853 · outbound
A Deep State Space Model for Rainfall-Runoff Simulations Tuning frequency bias of state space models
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 5183c260-50ef-41ee-b4b7-8e37870993f8 · outbound
A Deep State Space Model for Rainfall-Runoff Simulations Hope for a robust parameterization of long-memory state space models
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 103f07a9-46bd-4e4c-9ff8-ab06013c8284 · outbound
A Deep State Space Model for Rainfall-Runoff Simulations Deep latent state space models for time-series generation
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation ccbbec75-2bc5-4f54-aaca-68d0da828252 · outbound
A Deep State Space Model for Rainfall-Runoff Simulations @esa (Ref
Reference 54
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b36a1a9d-d0ab-4a20-9b63-2d8b54b0f446 · outbound
A Deep State Space Model for Rainfall-Runoff Simulations Unresolved cited work
Reference 55
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 31ab8536-b43f-41bd-a441-1ba573169ed4 · outbound
A Deep State Space Model for Rainfall-Runoff Simulations Unresolved cited work
Reference 56
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.