Paper Citation Record · LEDGER

Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects

As of 1 August 2026, this Paper Citation Record lists 45 of 45 outbound references and 0 inbound Pith citation observations for arXiv:2607.24645.

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

pith.paper-citation-record.v1
2607.24645 v1

Coverage vector

measured 45 of 45 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-31T09:20:47.845917Z

measured 45 of 45 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-01T06:32:01.292127+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

45 of 45 outbound references displayed

verified exact4
verified fuzzy0
unresolved41
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 6c65391e-f91d-41b2-a20f-78766fa26f85 · outbound

This paper cites Journal of Machine Learning Research , year =.

Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects Journal of Machine Learning Research , year =

Reference 1

Resolution: unresolved; no resolver link, observed 2026-07-31T09:20:46.993566Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ea906b2e-24c3-4d22-aa45-22757ce15218 · outbound

This paper cites Do Sparse Autoencoders Capture Concept Manifolds?.

Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects Do Sparse Autoencoders Capture Concept Manifolds?

Reference 2

Resolution: unresolved; no resolver link, observed 2026-07-31T09:20:47.008532Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 254b586c-279b-46d1-822c-8ee4cba64308 · outbound

This paper cites Evaluating Open-Source Sparse Autoencoders on Disentangling Factual Knowledge in GPT-2 Small.

Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects Evaluating Open-Source Sparse Autoencoders on Disentangling Factual Knowledge in GPT-2 Small

Reference 3

Resolution: unresolved; no resolver link, observed 2026-07-31T09:20:47.034743Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 27da44f8-9f0c-4982-b77f-84328e813376 · outbound

This paper cites Finding Belief Geometries with Sparse Autoencoders.

Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects Finding Belief Geometries with Sparse Autoencoders

Reference 4

Resolution: verified exact; local_arxiv, observed 2026-07-31T09:21:24.466794Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.

Observation 52e08275-dffb-49e4-925e-ff004edb4139 · outbound

This paper cites Manning and Christopher Potts , editor =.

Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects Manning and Christopher Potts , editor =

Reference 5

Resolution: unresolved; no resolver link, observed 2026-07-31T09:20:47.094747Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 011314fa-3a07-4982-a59e-238ec2e9f81f · outbound

This paper cites Galichin and Alexey Dontsov and Oleg Rogov and Ivan V.

Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects Galichin and Alexey Dontsov and Oleg Rogov and Ivan V

Reference 6

Resolution: unresolved; no resolver link, observed 2026-07-31T09:20:47.141888Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1c1e5277-6362-4f94-9208-30af129195e6 · outbound

This paper cites Li and Suraj Srinivas and Usha Bhalla and Himabindu Lakkaraju , editor =.

Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects Li and Suraj Srinivas and Usha Bhalla and Himabindu Lakkaraju , editor =

Reference 7

Resolution: verified exact; doi, observed 2026-07-31T09:21:24.180960Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.

Observation 3230cf53-a693-475b-ac2e-8bef6cfb0f6c · outbound

This paper cites and Lubana, Ekdeep S and Fel, Thomas and Ba, Demba , booktitle =.

Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects and Lubana, Ekdeep S and Fel, Thomas and Ba, Demba , booktitle =

Reference 8

Resolution: unresolved; no resolver link, observed 2026-07-31T09:20:47.171174Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ba75407c-25b1-4b49-9331-8d2332f3b6b2 · outbound

This paper cites Michaud and David D.

Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects Michaud and David D

Reference 9

Resolution: unresolved; no resolver link, observed 2026-07-31T09:20:47.182754Z

Source-reported events for the cited work

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Observation efff8438-2061-4280-91c6-2b8b0f6b255b · outbound

This paper cites Transformer Circuits Thread , note=.

Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects Transformer Circuits Thread , note=

Reference 10

Resolution: unresolved; no resolver link, observed 2026-07-31T09:20:47.189370Z

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Observation 1e7d4f3e-8881-47d4-85d4-11bc67230147 · outbound

This paper cites Transformer Circuits Thread , note=.

Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects Transformer Circuits Thread , note=

Reference 11

Resolution: unresolved; no resolver link, observed 2026-07-31T09:20:47.195972Z

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Observation f8dc10b9-07ea-40d0-ad06-e4d20bdc624f · outbound

This paper cites The Twelfth International Conference on Learning Representations,.

Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects The Twelfth International Conference on Learning Representations,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-07-31T09:20:47.201745Z

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Observation 5c3f897a-6cf1-4be4-a9e1-5857a4ce39d8 · outbound

This paper cites Daniel and Sumers, Theodore R.

Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects Daniel and Sumers, Theodore R

Reference 13

Resolution: unresolved; no resolver link, observed 2026-07-31T09:20:47.224745Z

Source-reported events for the cited work

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Observation ac395899-e9ac-44c5-8dbc-460e536dcc20 · outbound

This paper cites 2024 , url =.

Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects 2024 , url =

Reference 14

Resolution: unresolved; no resolver link, observed 2026-07-31T09:20:47.274747Z

Source-reported events for the cited work

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Observation 3e31cfd2-c02e-4d7b-b48a-1394ae58444f · outbound

This paper cites 2025 , url =.

Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects 2025 , url =

Reference 15

Resolution: unresolved; no resolver link, observed 2026-07-31T09:20:47.290827Z

Source-reported events for the cited work

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Observation 4773625a-2c48-4fd8-a0c5-5210754bb588 · outbound

This paper cites Eliciting Latent Predictions from Transformers with the Tuned Lens.

Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects Eliciting Latent Predictions from Transformers with the Tuned Lens

Reference 16

Resolution: unresolved; no resolver link, observed 2026-07-31T09:20:47.304749Z

Source-reported events for the cited work

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Observation f947d50e-c2b7-4055-8e2d-ca1137520cf7 · outbound

This paper cites CoRR , volume =.

Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects CoRR , volume =

Reference 17

Resolution: unresolved; no resolver link, observed 2026-07-31T09:20:47.354749Z

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Observation 55143e60-7c8b-46ca-8725-97ec0ee70f03 · outbound

This paper cites The Thirty-eighth Annual Conference on Neural Information Processing Systems , year=.

Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects The Thirty-eighth Annual Conference on Neural Information Processing Systems , year=

Reference 18

Resolution: unresolved; no resolver link, observed 2026-07-31T09:20:47.404749Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation efd691aa-7496-47e5-be50-cac9d31a390d · outbound

This paper cites 2025 , url=.

Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects 2025 , url=

Reference 19

Resolution: unresolved; no resolver link, observed 2026-07-31T09:20:47.463908Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7da03c32-1afd-4cf4-b1d7-13db761c5ec5 · outbound

This paper cites 2024 , url=.

Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects 2024 , url=

Reference 20

Resolution: unresolved; no resolver link, observed 2026-07-31T09:20:47.501900Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9560e457-04f6-468d-93ca-02e9cf9ef28d · outbound

This paper cites Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers).

Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)

Reference 21

Resolution: unresolved; no resolver link, observed 2026-07-31T09:20:47.554747Z

Source-reported events for the cited work

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Observation ed897840-c828-469f-a7c1-2622c93c569f · outbound

This paper cites Philosophical Transactions of the Royal Society of London, Series A: Containing Papers of a Mathematical or Physical Character , number =.

Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects Philosophical Transactions of the Royal Society of London, Series A: Containing Papers of a Mathematical or Physical Character , number =

Reference 22

Resolution: unresolved; no resolver link, observed 2026-07-31T09:20:47.568436Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8e4ec658-1bb7-4a87-a916-41c8560806c0 · outbound

This paper cites Neural Comput.

Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects Neural Comput

Reference 23

Resolution: unresolved; no resolver link, observed 2026-07-31T09:20:47.585923Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 43ee47df-e5ad-4473-8302-d11c89e7d5d6 · outbound

This paper cites 2007 , publisher=.

Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects 2007 , publisher=

Reference 24

Resolution: unresolved; no resolver link, observed 2026-07-31T09:20:47.617215Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8b25c98f-a700-4a8f-b939-1829af77fcf2 · outbound

This paper cites Dhillon and Joydeep Ghosh and Suvrit Sra , title =.

Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects Dhillon and Joydeep Ghosh and Suvrit Sra , title =

Reference 25

Resolution: unresolved; no resolver link, observed 2026-07-31T09:20:47.622112Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2cc76b98-7048-491a-99bc-075b3dda3d51 · outbound

This paper cites 1978 , publisher=.

Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects 1978 , publisher=

Reference 26

Resolution: unresolved; no resolver link, observed 2026-07-31T09:20:47.626756Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d482e5f2-9198-491e-a00a-4b1b070f3908 · outbound

This paper cites Gemma 2: Improving Open Language Models at a Practical Size.

Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects Gemma 2: Improving Open Language Models at a Practical Size

Reference 27

Resolution: unresolved; no resolver link, observed 2026-07-31T09:20:47.631310Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6a418594-ace3-4227-82a2-68518288acf4 · outbound

This paper cites Open Problems in Mechanistic Interpretability , journal =.

Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects Open Problems in Mechanistic Interpretability , journal =

Reference 28

Resolution: unresolved; no resolver link, observed 2026-07-31T09:20:47.637750Z

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Unavailable: canonical work link unavailable.

Observation 32ac9f4a-49ca-4b98-8429-996334ff1253 · outbound

This paper cites an unresolved cited work.

Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-07-31T09:20:47.684746Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2dd65ac7-d348-4a62-8d9e-166c7cff89d8 · outbound

This paper cites Transformer Circuits Thread , note=.

Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects Transformer Circuits Thread , note=

Reference 30

Resolution: unresolved; no resolver link, observed 2026-07-31T09:20:47.734748Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 65698af8-2076-4117-8b71-2c1a93df0257 · outbound

This paper cites 2023 , url=.

Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects 2023 , url=

Reference 31

Resolution: unresolved; no resolver link, observed 2026-07-31T09:20:47.765948Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e2ecc4ea-e9d3-4e8c-b628-0ceaa7e216dd · outbound

This paper cites 2025 , url=.

Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects 2025 , url=

Reference 32

Resolution: unresolved; no resolver link, observed 2026-07-31T09:20:47.774448Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5068be4f-333c-482c-8de0-e040e38e4822 · outbound

This paper cites CoRR , volume =.

Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects CoRR , volume =

Reference 33

Resolution: unresolved; no resolver link, observed 2026-07-31T09:20:47.779872Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f95d9cae-5bc6-408d-add2-257c6b55aac0 · outbound

This paper cites The Rate-Distortion-Polysemanticity Tradeoff in SAEs.

Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects The Rate-Distortion-Polysemanticity Tradeoff in SAEs

Reference 34

Resolution: verified exact; local_arxiv, observed 2026-07-31T09:25:51.726172Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.

Observation b46b3438-de83-42f1-a4f0-a0a7bdce1bb3 · outbound

This paper cites The Fourteenth International Conference on Learning Representations , year=.

Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects The Fourteenth International Conference on Learning Representations , year=

Reference 35

Resolution: unresolved; no resolver link, observed 2026-07-31T09:20:47.795087Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 750c85ec-9c20-4096-a189-9059a378a7ef · outbound

This paper cites The Thirteenth International Conference on Learning Representations,.

Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects The Thirteenth International Conference on Learning Representations,

Reference 36

Resolution: unresolved; no resolver link, observed 2026-07-31T09:20:47.802535Z

Source-reported events for the cited work

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Observation 96c29936-d304-45a3-82d6-eb1c7bcc2a24 · outbound

This paper cites The Thirty-ninth Annual Conference on Neural Information Processing Systems , year=.

Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects The Thirty-ninth Annual Conference on Neural Information Processing Systems , year=

Reference 37

Resolution: unresolved; no resolver link, observed 2026-07-31T09:20:47.807218Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 23b23358-df0d-4303-aa0f-52e1324b76c5 · outbound

This paper cites The Thirteenth International Conference on Learning Representations , year=.

Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects The Thirteenth International Conference on Learning Representations , year=

Reference 38

Resolution: unresolved; no resolver link, observed 2026-07-31T09:20:47.811716Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b4465b8c-aa28-4f5f-bda5-bc8652ede626 · outbound

This paper cites 2023 , howpublished =.

Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects 2023 , howpublished =

Reference 39

Resolution: unresolved; no resolver link, observed 2026-07-31T09:20:47.816708Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 21d3fd2c-482a-47bf-9b34-a88242b01f9f · outbound

This paper cites SciPy 1.0--Fundamental Algorithms for Scientific Computing in Python.

Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects SciPy 1.0--Fundamental Algorithms for Scientific Computing in Python

Reference 40

Resolution: unresolved; no resolver link, observed 2026-07-31T09:20:47.823065Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2fe24b5b-c982-476e-9274-c4162b06650b · outbound

This paper cites Lozier , title =.

Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects Lozier , title =

Reference 41

Resolution: verified exact; doi, observed 2026-07-31T09:25:51.625759Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.

Observation b2999ae5-c75b-4a71-b51c-99e4da36c70b · outbound

This paper cites Proceedings of the Eighteenth Annual.

Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects Proceedings of the Eighteenth Annual

Reference 42

Resolution: unresolved; no resolver link, observed 2026-07-31T09:20:47.833315Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 464f8add-73f7-49c8-8bc3-8021397d4b42 · outbound

This paper cites 2007 , url =.

Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects 2007 , url =

Reference 43

Resolution: unresolved; no resolver link, observed 2026-07-31T09:20:47.837475Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 69dbeaff-9493-4fd2-8ea4-3104baf46dcd · outbound

This paper cites Gemma Scope: Open Sparse Autoencoders Everywhere All At Once on Gemma 2.

Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects Gemma Scope: Open Sparse Autoencoders Everywhere All At Once on Gemma 2

Reference 44

Resolution: unresolved; no resolver link, observed 2026-07-31T09:20:47.841420Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation be909438-f0f9-4625-be55-6ab79077cbeb · outbound

This paper cites Proceedings of the 42nd International Conference on Machine Learning , pages =.

Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects Proceedings of the 42nd International Conference on Machine Learning , pages =

Reference 45

Resolution: unresolved; no resolver link, observed 2026-07-31T09:20:47.845917Z

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Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.