Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T01:00:08.364117Z
Paper Citation Record · LEDGER
As of 18 August 2026, this Paper Citation Record lists 22 of 22 outbound references and 2 inbound Pith citation observations for arXiv:2506.12439.
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 2026-08-07T01:00:08.364117Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-06-29T23:17:42.425127Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-06-29T23:24:01.822159Z
22 of 22 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 9b07a889-e5b5-4aa5-acd1-94a2812cba00 · outbound
Interpretable Causal Representation Learning for Biological Data in the Pathway Space Unresolved cited work
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation c5c8ab90-9d7e-48ec-be96-a8882abf39b7 · outbound
Interpretable Causal Representation Learning for Biological Data in the Pathway Space Unresolved cited work
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation fb494305-d2e8-442e-b1e1-7e6b3f3353d3 · outbound
Interpretable Causal Representation Learning for Biological Data in the Pathway Space doi: 10.1038/s41556-022-01072-x
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 28878b17-a548-4ad1-9eeb-9f3e2eb39286 · outbound
Interpretable Causal Representation Learning for Biological Data in the Pathway Space URL https://dl.acm.org/doi/10.5555/ 3495724.3495797
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 9d8a24fa-670f-4ebe-b708-c4e252270a43 · outbound
Interpretable Causal Representation Learning for Biological Data in the Pathway Space doi: https://doi
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 89a840ea-4e7b-406c-9bfd-ed0984296e63 · outbound
Interpretable Causal Representation Learning for Biological Data in the Pathway Space Moreover, the number of genes that are differentially expressed following a perturbation is generally lower in the Wessels2023 study than in Norman2019 (Fig
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 8ffc4306-0095-49ad-a489-7c7194289146 · outbound
Interpretable Causal Representation Learning for Biological Data in the Pathway Space Causal machine learning for single-cell genomics
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fda698ac-9729-4cb2-ae9e-862b8e69f91f · outbound
Interpretable Causal Representation Learning for Biological Data in the Pathway Space Unresolved cited work
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 5d615f92-f8c5-4b2e-a547-52761d3c2456 · outbound
Interpretable Causal Representation Learning for Biological Data in the Pathway Space Each row lists a latent factor, the number of targeted perturbations, and associated biological processes within it
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation d5acaee7-cad6-445f-980d-95de24355cde · outbound
Interpretable Causal Representation Learning for Biological Data in the Pathway Space 7 A-B shows the histogram of permuted vs true contributions for every L2BP on the first meta-pathway factor and Fig
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 6d12c09b-7dbb-427f-b343-6dae5761a6eb · outbound
Interpretable Causal Representation Learning for Biological Data in the Pathway Space ,105}by forwarding the cells and averaging (over 10,000 realization of Z∼ N(µ, σ2)) the obtained pathway archetype scores (i.e., the causal latent factors Us)
Reference 105
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 818625da-1e06-4e31-9fe3-994f290c8378 · outbound
Interpretable Causal Representation Learning for Biological Data in the Pathway Space Kingma and Max Welling
Reference 2000
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e81183e6-8711-4f7f-bd7b-529670f28a2f · outbound
Interpretable Causal Representation Learning for Biological Data in the Pathway Space Unresolved cited work
Reference 2002
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 19969123-5719-44a3-b2cf-ff53d7b86cab · outbound
Interpretable Causal Representation Learning for Biological Data in the Pathway Space Gilles Gut, Stefan G Stark, Gunnar Rätsch, and Natalie R Davidson
Reference 2012
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 5dcf7890-7567-4260-8f8c-9a851cc10404 · outbound
Interpretable Causal Representation Learning for Biological Data in the Pathway Space Season combinatorial intervention predictions with Salt & Peper
Reference 2016
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d110e4df-9ab7-48ff-b51f-b9d85aa68b84 · outbound
Interpretable Causal Representation Learning for Biological Data in the Pathway Space doi: 10.1186/ s13059-017-1382-0
Reference 2018
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation adaa8cc3-a438-4013-bf07-8503e7218fdd · outbound
Interpretable Causal Representation Learning for Biological Data in the Pathway Space Deep structural causal models for tractable counterfactual inference
Reference 2019
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation b876e3b4-5f60-433f-8a78-26087d55600c · outbound
Interpretable Causal Representation Learning for Biological Data in the Pathway Space doi: 10.3390/biom10121659
Reference 2020
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation d7ea1f4c-9378-4c2a-a80a-6caa0415100c · outbound
Interpretable Causal Representation Learning for Biological Data in the Pathway Space Unresolved cited work
Reference 2021
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 2e85b527-0682-494b-a667-8947f1deddcd · outbound
Interpretable Causal Representation Learning for Biological Data in the Pathway Space doi: 10.1038/S41592-022-01705-X
Reference 2022
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 2c8bf998-dd39-453e-9ba8-242000b88edf · outbound
Interpretable Causal Representation Learning for Biological Data in the Pathway Space scGen predicts single-cell perturbation responses.Nature Methods, 16(8):715–721,
Reference 2023
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation d756af5c-76e2-412f-a415-3d0c4878fa04 · outbound
Interpretable Causal Representation Learning for Biological Data in the Pathway Space doi: 10.1038/s41587-023-01940-3
Reference 2024
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 35d35872-516b-4a01-bb40-550391bfd9a7 · inbound
What Makes a Representation Good for Single-Cell Perturbation Prediction? Interpretable Causal Representation Learning for Biological Data in the Pathway Space
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 9f935352-461d-4a78-8d2a-a393f8b583c1 · inbound
Learning Latent Dynamical Causal Processes for Single-Cell Perturbation Prediction Interpretable Causal Representation Learning for Biological Data in the Pathway Space
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.