Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-09T21:06:19.603983Z
Paper Citation Record · LEDGER
As of 18 August 2026, this Paper Citation Record lists 19 of 19 outbound references and 2 inbound Pith citation observations for arXiv:2501.19178.
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 2026-08-09T21:06:19.603983Z
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 2026-08-05T10:19:24.458421Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-06-28T23:32:46.933363Z
19 of 19 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 09dca3bc-3a86-45ee-8441-9967450ad3ae · outbound
No Foundations without Foundations -- Why semi-mechanistic models are essential for regulatory biology 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 2be3d407-de80-4748-8670-6281539ee0fa · outbound
No Foundations without Foundations -- Why semi-mechanistic models are essential for regulatory biology N., Ackerman, J., Alix, E., Ando, D
Reference 3
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 8f621877-bd82-403a-9ed4-613f4fab4cd7 · outbound
No Foundations without Foundations -- Why semi-mechanistic models are essential for regulatory biology Season combinatorial intervention predictions with Salt & Peper
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0b8d82a5-2f31-4717-b185-7268b20be2c3 · outbound
No Foundations without Foundations -- Why semi-mechanistic models are essential for regulatory biology Predicting Cellular Responses to Novel Drug Perturbations at a Single-Cell Resolution
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3991513d-2b2a-4fca-bf2c-817adcd41e4a · outbound
No Foundations without Foundations -- Why semi-mechanistic models are essential for regulatory biology On Neural Differential Equations
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cacc33b1-b9ec-4b62-9325-4a47231b099a · outbound
No Foundations without Foundations -- Why semi-mechanistic models are essential for regulatory biology Causal modeling with stationary diffusions
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 e6eaa2b3-821a-4e56-9829-2bb682f87a61 · outbound
No Foundations without Foundations -- Why semi-mechanistic models are essential for regulatory biology Joint Causal Inference from Multiple Contexts
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bb73a838-06e1-4866-b1b6-103c02d9cc36 · outbound
No Foundations without Foundations -- Why semi-mechanistic models are essential for regulatory biology E., Xue, A., Yazar, S., Alquicira, J., Cuomo, A., Senabouth, A., Gordon, G., Kathail, P., Ye, J., and Hewitt, A
Reference 13
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 7456ae4a-e2b4-4d4c-aba8-b0f5287d3da2 · outbound
No Foundations without Foundations -- Why semi-mechanistic models are essential for regulatory biology M., Nassar, M., Osi´nski, B., Eksi, R., Zhang, K., and Graepel, T
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b5e6cddc-3822-4f71-aa9d-5711fde78c8e · outbound
No Foundations without Foundations -- Why semi-mechanistic models are essential for regulatory biology Unresolved cited work
Reference 17
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 6b06b0a4-31ec-400e-86fa-8d3cd70517e9 · outbound
No Foundations without Foundations -- Why semi-mechanistic models are essential for regulatory biology This is repeated five times to obtain the final baseline
Reference 19
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 f069b129-8804-4f99-bc40-50083e170369 · outbound
No Foundations without Foundations -- Why semi-mechanistic models are essential for regulatory biology Simulation-based Benchmarking for Causal Structure Learning in Gene Perturbation Experiments
Reference 2005
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 99f3f34f-37cb-4a3b-9ae1-e1933d69495c · outbound
No Foundations without Foundations -- Why semi-mechanistic models are essential for regulatory biology Learning Identifiable Factorized Causal Representations of Cellular Responses
Reference 2016
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3456d4e4-351c-4f28-8521-b2830ac5c8e7 · outbound
No Foundations without Foundations -- Why semi-mechanistic models are essential for regulatory biology Perteval-scfm: Benchmark- ing single-cell foundation models for perturbation effect prediction
Reference 2017
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 5ad615d1-c4f6-49b0-8bcb-8747034e35dd · outbound
No Foundations without Foundations -- Why semi-mechanistic models are essential for regulatory biology PyRelationAL: a python library for active learning research and development
Reference 2019
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d6c32b93-6c9a-4817-98cb-ff064f283b16 · outbound
No Foundations without Foundations -- Why semi-mechanistic models are essential for regulatory biology DiscoGen: Learning to Discover Gene Regulatory Networks
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 98142d21-6d43-4b9a-a7bb-7771fe3221cf · outbound
No Foundations without Foundations -- Why semi-mechanistic models are essential for regulatory biology Benchmarking Transcriptomics Foundation Models for Perturbation Analysis : one PCA still rules them all
Reference 2021
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 287a90ba-223f-4301-9802-3ef692a873e7 · outbound
No Foundations without Foundations -- Why semi-mechanistic models are essential for regulatory biology Systematic reconstruction of molecular pathway signatures using scalable single-cell perturbation screens
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 2b43867e-f276-4dfe-9c46-2185f9a20495 · outbound
No Foundations without Foundations -- Why semi-mechanistic models are essential for regulatory biology Deep learning-based predictions of gene perturbation effects do not yet outperform simple linear methods
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 70d15ae2-2cd9-4457-b584-332d1f1a81a4 · inbound
When three experiments are better than two: Avoiding intractable correlated aleatoric uncertainty by leveraging a novel bias--variance tradeoff No Foundations without Foundations -- Why semi-mechanistic models are essential for regulatory biology
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation afd3d5fd-02e6-4bc8-a379-c80c0516ee36 · inbound
Chem-PerturBridge: a harmonized compendium of small molecule perturbation transcriptomic effects No Foundations without Foundations -- Why semi-mechanistic models are essential for regulatory biology
Reference 45
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.