Paper Citation Record · LEDGER

Neurosymbolic Reasoning Shortcuts under the Independence Assumption

As of 19 August 2026, this Paper Citation Record lists 28 of 28 outbound references and 0 inbound Pith citation observations for arXiv:2507.11357.

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

pith.paper-citation-record.v1
2507.11357 v1

Coverage vector

measured 28 of 28 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T17:24:49.059553Z

measured 28 of 28 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

28 of 28 outbound references displayed

verified exact2
verified fuzzy18
unresolved8
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 760d0dda-195f-465b-8201-442df0b672e9 · outbound

This paper cites Semantic probabilistic layers for neuro-symbolic learning.

Neurosymbolic Reasoning Shortcuts under the Independence Assumption Semantic probabilistic layers for neuro-symbolic learning

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:24:50.110001Z

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 1eadf6a8-1c21-446c-a01a-427790a8723d · outbound

This paper cites Logic Tensor Networks.

Neurosymbolic Reasoning Shortcuts under the Independence Assumption Logic Tensor Networks

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-06T17:24:48.873527Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 279e9fe8-9fb9-42c5-9b44-7a226a5421a2 · outbound

This paper cites A neuro-symbolic benchmark suite for concept quality and reasoning shortcuts.

Neurosymbolic Reasoning Shortcuts under the Independence Assumption A neuro-symbolic benchmark suite for concept quality and reasoning shortcuts

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:24:50.077476Z

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 af91a389-beed-495a-8a13-8d3c98a18775 · outbound

This paper cites On probabilistic inference by weighted model counting.

Neurosymbolic Reasoning Shortcuts under the Independence Assumption On probabilistic inference by weighted model counting

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-06T17:24:48.890373Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 239722d8-b9e4-43fc-8fca-ddabdc1fca64 · outbound

This paper cites A knowledge compilation map.

Neurosymbolic Reasoning Shortcuts under the Independence Assumption A knowledge compilation map

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T17:24:48.900434Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0a3326c9-e677-47a2-8b61-8a07fb9e4455 · outbound

This paper cites Neuro-symbolic= neural+ logical+ probabilistic.

Neurosymbolic Reasoning Shortcuts under the Independence Assumption Neuro-symbolic= neural+ logical+ probabilistic

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:24:50.007134Z

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 0121507c-78d1-4598-a072-32f5cedbccdf · outbound

This paper cites Independence Is Not an Issue in Neurosymbolic AI.

Neurosymbolic Reasoning Shortcuts under the Independence Assumption Independence Is Not an Issue in Neurosymbolic AI

Reference 7

Resolution: verified exact; local_arxiv, observed 2026-08-06T17:24:49.407998Z

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 7d6ec6a4-25b4-490a-8c85-0bed517083bb · outbound

This paper cites Mapping the Neuro-Symbolic AI Landscape by Architectures: A Handbook on Augmenting Deep Learning Through Symbolic Reasoning.

Neurosymbolic Reasoning Shortcuts under the Independence Assumption Mapping the Neuro-Symbolic AI Landscape by Architectures: A Handbook on Augmenting Deep Learning Through Symbolic Reasoning

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T17:24:48.928112Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4ed0ca23-163c-4350-8419-993579406160 · outbound

This paper cites Neurosymbolic ai: The 3 rd wave.

Neurosymbolic Reasoning Shortcuts under the Independence Assumption Neurosymbolic ai: The 3 rd wave

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:24:49.982325Z

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 f58f5fe6-cf1f-43ad-b319-bc89454da183 · outbound

This paper cites Road-r: the autonomous driving dataset with logical requirements.

Neurosymbolic Reasoning Shortcuts under the Independence Assumption Road-r: the autonomous driving dataset with logical requirements

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:24:49.950740Z

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 d7dea919-cce6-48e7-b83f-8aa9e94cf6cc · outbound

This paper cites On calibration of modern neural networks.

Neurosymbolic Reasoning Shortcuts under the Independence Assumption On calibration of modern neural networks

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T17:24:48.944300Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1aaffc1a-7c2d-4fc3-bf2c-a29f8d9aafb5 · outbound

This paper cites Neuro-symbolic approaches in artificial intelligence.

Neurosymbolic Reasoning Shortcuts under the Independence Assumption Neuro-symbolic approaches in artificial intelligence

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:24:49.898031Z

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 aaf1947b-2e20-41f8-a4fd-4e12f6b486c9 · outbound

This paper cites Scallop: A language for neurosymbolic programming.

Neurosymbolic Reasoning Shortcuts under the Independence Assumption Scallop: A language for neurosymbolic programming

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T17:24:48.958609Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d707aff2-d00d-4d88-96c1-e26c00e71b29 · outbound

This paper cites DeepProbLog : Neural probabilistic logic programming.

Neurosymbolic Reasoning Shortcuts under the Independence Assumption DeepProbLog : Neural probabilistic logic programming

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:24:49.864144Z

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 bc8834f1-8be4-474e-aef8-35f66c617be2 · outbound

This paper cites Neural probabilistic logic programming in DeepProbLog.

Neurosymbolic Reasoning Shortcuts under the Independence Assumption Neural probabilistic logic programming in DeepProbLog

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T17:24:48.975082Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fc8d3a32-ec84-47dc-903a-f4f5dc2339f9 · outbound

This paper cites Not All Neuro-Symbolic Concepts Are Created Equal : Analysis and Mitigation of Reasoning Shortcuts.

Neurosymbolic Reasoning Shortcuts under the Independence Assumption Not All Neuro-Symbolic Concepts Are Created Equal : Analysis and Mitigation of Reasoning Shortcuts

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:24:49.845519Z

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 1213a6df-b253-4eb1-b766-efbb4db2fab3 · outbound

This paper cites BEARS Make Neuro-Symbolic Models Aware of their Reasoning Shortcuts.

Neurosymbolic Reasoning Shortcuts under the Independence Assumption BEARS Make Neuro-Symbolic Models Aware of their Reasoning Shortcuts

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:24:49.825667Z

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 9e974d45-9a9c-4cf4-8f6e-538e3ca9ac86 · outbound

This paper cites Semantic Objective Functions: A distribution-aware method for adding logical constraints in deep learning.

Neurosymbolic Reasoning Shortcuts under the Independence Assumption Semantic Objective Functions: A distribution-aware method for adding logical constraints in deep learning

Reference 18

Resolution: verified exact; local_arxiv, observed 2026-08-06T17:24:49.235508Z

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 491867dc-edef-43db-af24-5e2985c09ecc · outbound

This paper cites Probabilistic programming languages: Independent choices and deterministic systems.

Neurosymbolic Reasoning Shortcuts under the Independence Assumption Probabilistic programming languages: Independent choices and deterministic systems

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:24:49.804651Z

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 1b87291c-57ea-4922-8aea-6c48642f01c9 · outbound

This paper cites A statistical learning method for logic programs with distribution semantics.

Neurosymbolic Reasoning Shortcuts under the Independence Assumption A statistical learning method for logic programs with distribution semantics

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:24:49.783086Z

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 98ec86cb-8292-439b-b0aa-6b0360e988a8 · outbound

This paper cites A-nesi: A scalable approximate method for probabilistic neurosymbolic inference.

Neurosymbolic Reasoning Shortcuts under the Independence Assumption A-nesi: A scalable approximate method for probabilistic neurosymbolic inference

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:24:49.729920Z

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 0d445bfd-8e9a-43f7-8b38-b4be5b7dc701 · outbound

This paper cites On the independence assumption in neurosymbolic learning.

Neurosymbolic Reasoning Shortcuts under the Independence Assumption On the independence assumption in neurosymbolic learning

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:24:49.689858Z

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 79357ae8-6ae6-480c-b98e-5115d6040e3d · outbound

This paper cites Neurosymbolic diffusion models, 2025.

Neurosymbolic Reasoning Shortcuts under the Independence Assumption Neurosymbolic diffusion models, 2025

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-06T17:24:49.033607Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 24943117-8734-4518-9887-fed60e5341e7 · outbound

This paper cites A compositional atlas of tractable circuit operations for probabilistic inference.

Neurosymbolic Reasoning Shortcuts under the Independence Assumption A compositional atlas of tractable circuit operations for probabilistic inference

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:24:49.663285Z

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 29b5a49a-a39d-46f4-b533-4558f420e0c2 · outbound

This paper cites On learning latent models with multi-instance weak supervision.

Neurosymbolic Reasoning Shortcuts under the Independence Assumption On learning latent models with multi-instance weak supervision

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:24:49.641665Z

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 66b9b9ec-c300-4b9e-b8ba-d3c4b87c474f · outbound

This paper cites A semantic loss function for deep learning with symbolic knowledge.

Neurosymbolic Reasoning Shortcuts under the Independence Assumption A semantic loss function for deep learning with symbolic knowledge

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:24:49.607099Z

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 7c18e149-398b-4390-a0f5-154fec51c37e · outbound

This paper cites Neurasp: Embracing neural networks into answer set programming.

Neurosymbolic Reasoning Shortcuts under the Independence Assumption Neurasp: Embracing neural networks into answer set programming

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:24:49.575094Z

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 7368fe04-da8c-4eb9-96ba-0644566e49ee · outbound

This paper cites Towards unbiased exploration in partial label learning.

Neurosymbolic Reasoning Shortcuts under the Independence Assumption Towards unbiased exploration in partial label learning

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:24:49.551280Z

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.

Pith citing papers

No inbound Pith citation observations are available.