Paper Citation Record · LEDGER

Evaluating Neuron Explanations: A Unified Framework with Sanity Checks

As of 18 August 2026, this Paper Citation Record lists 55 of 55 outbound references and 3 inbound Pith citation observations for arXiv:2506.05774.

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

pith.paper-citation-record.v1
2506.05774 v1

Coverage vector

measured 55 of 55 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T10:18:30.371390Z

measured 58 of 58 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 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-02T20:04:33.986438Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

55 of 55 outbound references displayed

verified exact1
verified fuzzy35
unresolved18
parse uncertain0
malformed identifier0
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External citation measurements

0
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation 31d3c6a6-e3f1-4bd7-9ff0-7e42d0e1b6c2 · outbound

This paper cites write newline.

Evaluating Neuron Explanations: A Unified Framework with Sanity Checks write newline

Reference 1

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Source-reported events for the cited work

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Observation fb599d49-8b63-4db8-9560-558bb6d3e2b7 · outbound

This paper cites Sanity checks for saliency maps.

Evaluating Neuron Explanations: A Unified Framework with Sanity Checks Sanity checks for saliency maps

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:18:40.647224Z

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Observation 443e0fb3-0cce-46c0-9582-da2cd15f5a31 · outbound

This paper cites A., Oikarinen, T., Kulkarni, A., and Weng, T.-W.

Evaluating Neuron Explanations: A Unified Framework with Sanity Checks A., Oikarinen, T., Kulkarni, A., and Weng, T.-W

Reference 3

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Observation 982694b4-a84b-4674-8521-9cfcb4e94bfe · outbound

This paper cites Network dissection: Quantifying interpretability of deep visual representations.

Evaluating Neuron Explanations: A Unified Framework with Sanity Checks Network dissection: Quantifying interpretability of deep visual representations

Reference 4

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Observation 65cbf3bd-035c-42ee-8d6e-fdc3aaf4b87b · outbound

This paper cites Understanding the role of individual units in a deep neural network.

Evaluating Neuron Explanations: A Unified Framework with Sanity Checks Understanding the role of individual units in a deep neural network

Reference 5

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Observation d776b68d-e338-43ad-b376-b63aa2eae2f2 · outbound

This paper cites an unresolved cited work.

Evaluating Neuron Explanations: A Unified Framework with Sanity Checks Unresolved cited work

Reference 6

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Source-reported events for the cited work

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Observation fda4dac8-6469-4a7a-be1a-5b7707196bff · outbound

This paper cites Language models can explain neurons in language models.

Evaluating Neuron Explanations: A Unified Framework with Sanity Checks Language models can explain neurons in language models

Reference 7

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Observation e1b8db61-ae1a-4685-a0a9-8957651cb965 · outbound

This paper cites An Interpretability Illusion for BERT.

Evaluating Neuron Explanations: A Unified Framework with Sanity Checks An Interpretability Illusion for BERT

Reference 8

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Observation ddeecd5a-83d1-45e4-8693-9053e03656b0 · outbound

This paper cites V., Lombrozo, T., Smith-Renner, A., and Tan, C.

Evaluating Neuron Explanations: A Unified Framework with Sanity Checks V., Lombrozo, T., Smith-Renner, A., and Tan, C

Reference 9

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Source-reported events for the cited work

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Observation 741ff664-356a-44cf-b11d-757a07c91353 · outbound

This paper cites E., Hume, T., Carter, S., Henighan, T., and Olah, C.

Evaluating Neuron Explanations: A Unified Framework with Sanity Checks E., Hume, T., Carter, S., Henighan, T., and Olah, C

Reference 10

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Observation a3cbfcbc-bfb7-4c27-afb5-a39cd0604421 · outbound

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Evaluating Neuron Explanations: A Unified Framework with Sanity Checks Unresolved cited work

Reference 11

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Observation ea0d4756-2973-42a2-8d8d-5bf9dbe68217 · outbound

This paper cites Sparse autoencoders find highly interpretable features in language models, 2023.

Evaluating Neuron Explanations: A Unified Framework with Sanity Checks Sparse autoencoders find highly interpretable features in language models, 2023

Reference 12

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Observation 20f8f412-4049-4bba-baf7-18cdfec4f235 · outbound

This paper cites Imagenet: A large-scale hierarchical image database.

Evaluating Neuron Explanations: A Unified Framework with Sanity Checks Imagenet: A large-scale hierarchical image database

Reference 13

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This paper cites An image is worth 16x16 words: Transformers for image recognition at scale.

Evaluating Neuron Explanations: A Unified Framework with Sanity Checks An image is worth 16x16 words: Transformers for image recognition at scale

Reference 14

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Observation 5df7d047-7536-4294-83ea-7abdaede6a7c · outbound

This paper cites Look at the variance! efficient black-box explanations with sobol-based sensitivity analysis.

Evaluating Neuron Explanations: A Unified Framework with Sanity Checks Look at the variance! efficient black-box explanations with sobol-based sensitivity analysis

Reference 15

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Observation 64acfe81-fbe2-48ff-aacd-e06e8a7517a1 · outbound

This paper cites Craft: Concept recursive activation factorization for explainability.

Evaluating Neuron Explanations: A Unified Framework with Sanity Checks Craft: Concept recursive activation factorization for explainability

Reference 16

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Observation c5e7ff17-afbc-4612-b615-9157c2f6c1b6 · outbound

This paper cites A holistic approach to unifying automatic concept extraction and concept importance estimation.

Evaluating Neuron Explanations: A Unified Framework with Sanity Checks A holistic approach to unifying automatic concept extraction and concept importance estimation

Reference 17

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Observation 41e663dd-1009-4e1a-b7e1-ebe6fd15587f · outbound

This paper cites Interpreting the Second-Order Effects of Neurons in CLIP.

Evaluating Neuron Explanations: A Unified Framework with Sanity Checks Interpreting the Second-Order Effects of Neurons in CLIP

Reference 18

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Observation 0aebe1b9-cfd9-461c-a228-58d5bbbee6ad · outbound

This paper cites Y., and Kim, B.

Evaluating Neuron Explanations: A Unified Framework with Sanity Checks Y., and Kim, B

Reference 19

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Observation b27ef534-15fd-476d-b34d-89fcc521190d · outbound

This paper cites Openwebtext corpus.

Evaluating Neuron Explanations: A Unified Framework with Sanity Checks Openwebtext corpus

Reference 20

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Observation 4fc2ab76-3405-44b3-9b96-221fec5afd3c · outbound

This paper cites Enhancing Automated Interpretability with Output-Centric Feature Descriptions.

Evaluating Neuron Explanations: A Unified Framework with Sanity Checks Enhancing Automated Interpretability with Output-Centric Feature Descriptions

Reference 21

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Observation 3252810e-e471-489f-9341-f7692e92b815 · outbound

This paper cites Finding neurons in a haystack: Case studies with sparse probing, 2023.

Evaluating Neuron Explanations: A Unified Framework with Sanity Checks Finding neurons in a haystack: Case studies with sparse probing, 2023

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:18:38.078827Z

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Observation 20680be1-6e5c-47aa-bf25-62a04c2f6557 · outbound

This paper cites Natural language descriptions of deep visual features.

Evaluating Neuron Explanations: A Unified Framework with Sanity Checks Natural language descriptions of deep visual features

Reference 23

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This paper cites A benchmark for interpretability methods in deep neural networks.

Evaluating Neuron Explanations: A Unified Framework with Sanity Checks A benchmark for interpretability methods in deep neural networks

Reference 24

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Observation 841b2854-eeea-4cc2-b99f-f2dd6db3bbac · outbound

This paper cites Rigorously assessing natural language explanations of neurons.

Evaluating Neuron Explanations: A Unified Framework with Sanity Checks Rigorously assessing natural language explanations of neurons

Reference 25

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Observation cb117414-1cd1-4d38-b5a6-2f6190c41053 · outbound

This paper cites Benchmarking XAI Explanations with Human-Aligned Evaluations.

Evaluating Neuron Explanations: A Unified Framework with Sanity Checks Benchmarking XAI Explanations with Human-Aligned Evaluations

Reference 26

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This paper cites Interpretability beyond feature attribution: Quantitative testing with concept activation vectors (tcav).

Evaluating Neuron Explanations: A Unified Framework with Sanity Checks Interpretability beyond feature attribution: Quantitative testing with concept activation vectors (tcav)

Reference 27

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Observation fc42fa35-a658-4dd4-9ee0-095ba060c2cb · outbound

This paper cites Human-centered evaluation of explainable ai applications: a systematic review.

Evaluating Neuron Explanations: A Unified Framework with Sanity Checks Human-centered evaluation of explainable ai applications: a systematic review

Reference 28

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Observation 39c7f83c-830f-4767-9cbe-6c83fdb00837 · outbound

This paper cites W., Nguyen, T., Tang, Y.

Evaluating Neuron Explanations: A Unified Framework with Sanity Checks W., Nguyen, T., Tang, Y

Reference 29

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This paper cites CoSy: Evaluating Textual Explanations of Neurons.

Evaluating Neuron Explanations: A Unified Framework with Sanity Checks CoSy: Evaluating Textual Explanations of Neurons

Reference 30

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This paper cites Towards a fuller understanding of neurons with clustered compositional explanations.

Evaluating Neuron Explanations: A Unified Framework with Sanity Checks Towards a fuller understanding of neurons with clustered compositional explanations

Reference 31

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This paper cites The importance of prompt tuning for automated neuron explanations.

Evaluating Neuron Explanations: A Unified Framework with Sanity Checks The importance of prompt tuning for automated neuron explanations

Reference 32

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This paper cites S., Iofinova, E., Frantar, E., and Alistarh, D.

Evaluating Neuron Explanations: A Unified Framework with Sanity Checks S., Iofinova, E., Frantar, E., and Alistarh, D

Reference 33

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Evaluating Neuron Explanations: A Unified Framework with Sanity Checks and Andreas, J

Reference 34

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Evaluating Neuron Explanations: A Unified Framework with Sanity Checks and Weng, T.-W

Reference 35

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Evaluating Neuron Explanations: A Unified Framework with Sanity Checks and Weng, T.-W

Reference 36

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This paper cites M., and Weng, T.-W.

Evaluating Neuron Explanations: A Unified Framework with Sanity Checks M., and Weng, T.-W

Reference 37

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This paper cites Rise: Randomized input sampling for explanation of black-box models.

Evaluating Neuron Explanations: A Unified Framework with Sanity Checks Rise: Randomized input sampling for explanation of black-box models

Reference 38

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This paper cites Language models are unsupervised multitask learners.

Evaluating Neuron Explanations: A Unified Framework with Sanity Checks Language models are unsupervised multitask learners

Reference 39

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Evaluating Neuron Explanations: A Unified Framework with Sanity Checks W., Hallacy, C., Ramesh, A., Goh, G., Agarwal, S., Sastry, G., Askell, A., Mishkin, P., Clark, J., Krueger, G., and Sutskever, I

Reference 40

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This paper cites Interpretable machine learning: Fundamental principles and 10 grand challenges.

Evaluating Neuron Explanations: A Unified Framework with Sanity Checks Interpretable machine learning: Fundamental principles and 10 grand challenges

Reference 41

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This paper cites Find: A function description benchmark for evaluating interpretability methods.

Evaluating Neuron Explanations: A Unified Framework with Sanity Checks Find: A function description benchmark for evaluating interpretability methods

Reference 42

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Evaluating Neuron Explanations: A Unified Framework with Sanity Checks R., Schwettmann, S., Wang, F., Rajaram, A., Hernandez, E., Andreas, J., and Torralba, A

Reference 43

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Evaluating Neuron Explanations: A Unified Framework with Sanity Checks R., Antonello, R., Jain, S., Huth, A

Reference 44

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This paper cites A., Oikarinen, T., Srivastava, D., Weng, W.-H., and Weng, T.-W.

Evaluating Neuron Explanations: A Unified Framework with Sanity Checks A., Oikarinen, T., Srivastava, D., Weng, W.-H., and Weng, T.-W

Reference 45

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This paper cites Vlg-cbm: Training concept bottleneck models with vision-language guidance.

Evaluating Neuron Explanations: A Unified Framework with Sanity Checks Vlg-cbm: Training concept bottleneck models with vision-language guidance

Reference 46

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Evaluating Neuron Explanations: A Unified Framework with Sanity Checks Unresolved cited work

Reference 47

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This paper cites L., McDougall, C., MacDiarmid, M., Freeman, C.

Evaluating Neuron Explanations: A Unified Framework with Sanity Checks L., McDougall, C., MacDiarmid, M., Freeman, C

Reference 48

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Evaluating Neuron Explanations: A Unified Framework with Sanity Checks The caltech-ucsd birds-200-2011 dataset

Reference 49

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Evaluating Neuron Explanations: A Unified Framework with Sanity Checks Post-hoc concept bottleneck models

Reference 50

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Observation 97f6663c-32bf-4ab5-9aff-3689da9c74e3 · outbound

This paper cites Sigmoid loss for language image pre-training.

Evaluating Neuron Explanations: A Unified Framework with Sanity Checks Sigmoid loss for language image pre-training

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:18:32.246966Z

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 66377515-a453-4c18-b9a7-7234a9b035be · outbound

This paper cites A., and Rubinstein, B.

Evaluating Neuron Explanations: A Unified Framework with Sanity Checks A., and Rubinstein, B

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:18:31.972108Z

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 1af7c1b8-9f38-43f6-a1e7-2005a117face · outbound

This paper cites Object detectors emerge in deep scene cnns.

Evaluating Neuron Explanations: A Unified Framework with Sanity Checks Object detectors emerge in deep scene cnns

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:18:31.754931Z

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 397a2133-f133-404c-848c-2fab1ee83488 · outbound

This paper cites Places: A 10 million image database for scene recognition.

Evaluating Neuron Explanations: A Unified Framework with Sanity Checks Places: A 10 million image database for scene recognition

Reference 54

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:18:31.460894Z

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 14cf9674-d9d7-4d6f-bb13-556dc7ded694 · outbound

This paper cites S., Klein, T., and Brendel, W.

Evaluating Neuron Explanations: A Unified Framework with Sanity Checks S., Klein, T., and Brendel, W

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:18:31.203304Z

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

Observation 737a2ae0-66cd-4cf6-bf96-d5d6b26088a5 · inbound

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions cites this paper.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions Evaluating Neuron Explanations: A Unified Framework with Sanity Checks

Reference 260

Resolution: verified exact; arxiv_id, observed 2026-05-15T18:51:29.531017Z

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 04967e2f-35bd-4bd0-a0d9-2d8d9d96237b · inbound

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions cites this paper.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions Evaluating Neuron Explanations: A Unified Framework with Sanity Checks

Reference 252

Resolution: unresolved; no resolver link, observed 2026-08-02T20:04:33.986438Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 84620f7e-13be-40f8-9b64-7c857542c718 · inbound

A Geometric View for Understanding Concept Learning and Neuron Interpretation in Sparse Autoencoders cites this paper.

A Geometric View for Understanding Concept Learning and Neuron Interpretation in Sparse Autoencoders Evaluating Neuron Explanations: A Unified Framework with Sanity Checks

Reference 32

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T16:47:09.916851Z

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.