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Paper Citation Record · LEDGER

Task complexity shapes internal representations and robustness in neural networks

As of 5 August 2026, this Paper Citation Record lists 66 of 66 outbound references and 1 inbound Pith citation observation for arXiv:2508.05463.

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

pith.paper-citation-record.v1
2508.05463 v2

Coverage vector

measured 66 of 66 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-18T23:50:09.749179Z

measured 67 of 67 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-04T06:34:03.388597+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-02T22:20:52.565033Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

66 of 66 outbound references displayed

  • verified exact23
  • verified fuzzy23
  • unresolved18
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 03eb8993-052a-4a56-9029-cfeae43b8c8c · outbound

This paper cites an unresolved cited work.

Task complexity shapes internal representations and robustness in neural networks Unresolved cited work

Reference 1

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Source-reported events for the cited work

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Observation e34fee56-d189-4697-81bb-f9a61b41f5d2 · outbound

This paper cites an unresolved cited work.

Task complexity shapes internal representations and robustness in neural networks Unresolved cited work

Reference 2

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Observation 379b19e9-2dc9-45a2-9cba-68e1fa460f54 · outbound

This paper cites an unresolved cited work.

Task complexity shapes internal representations and robustness in neural networks Unresolved cited work

Reference 3

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Observation 807773dd-8b9a-41e8-bec2-271169feb800 · outbound

This paper cites B inary BERT : Pushing the limit of BERT quantization.

Task complexity shapes internal representations and robustness in neural networks B inary BERT : Pushing the limit of BERT quantization

Reference 4

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Source-reported events for the cited work

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Observation 2791d5a1-a91a-4e2b-987c-58b67c4f19ec · outbound

This paper cites Bengio, A.

Task complexity shapes internal representations and robustness in neural networks Bengio, A

Reference 5

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation 44e353d0-27fd-4765-9a81-1339ec27ebf1 · outbound

This paper cites Benzi, A.

Task complexity shapes internal representations and robustness in neural networks Benzi, A

Reference 6

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Observation d452db72-f16c-49f7-a595-1d8e3ff30b1b · outbound

This paper cites Benzi, G.

Task complexity shapes internal representations and robustness in neural networks Benzi, G

Reference 7

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Source-reported events for the cited work

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Observation 8cf618f5-dd6a-4ff7-b034-aa4df7a432ea · outbound

This paper cites Benzi, G.

Task complexity shapes internal representations and robustness in neural networks Benzi, G

Reference 8

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No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation 24c9e66b-3245-4172-969b-ef019a13b5b3 · outbound

This paper cites Mechanistic Interpretability for AI Safety -- A Review.

Task complexity shapes internal representations and robustness in neural networks Mechanistic Interpretability for AI Safety -- A Review

Reference 9

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Observation b748ef99-8d9c-418c-b39a-e2bfec154c34 · outbound

This paper cites MeliusNet: Can Binary Neural Networks Achieve MobileNet-level Accuracy?.

Task complexity shapes internal representations and robustness in neural networks MeliusNet: Can Binary Neural Networks Achieve MobileNet-level Accuracy?

Reference 10

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Observation c6c9cc6c-34f3-4222-9c00-10c1ad62d471 · outbound

This paper cites Blöcker, M.

Task complexity shapes internal representations and robustness in neural networks Blöcker, M

Reference 11

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Observation 750572ed-de82-4eb8-8150-0a1728b3df5f · outbound

This paper cites Bonifazi, F.

Task complexity shapes internal representations and robustness in neural networks Bonifazi, F

Reference 12

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation 684ab6e9-ca0c-4784-9936-63eff0abd31e · outbound

This paper cites Castelvecchi.

Task complexity shapes internal representations and robustness in neural networks Castelvecchi

Reference 13

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Source-reported events for the cited work

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Observation 91ba7309-75ad-45de-a844-c13421b27b15 · outbound

This paper cites URLhttps://pubmed.ncbi.nlm.nih.gov/39278014/.

Task complexity shapes internal representations and robustness in neural networks URLhttps://pubmed.ncbi.nlm.nih.gov/39278014/

Reference 14

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation 143e7053-cd3a-415b-8394-37ca3dbd3ba0 · outbound

This paper cites Courbariaux, Y.

Task complexity shapes internal representations and robustness in neural networks Courbariaux, Y

Reference 15

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation ec6c19d1-fc75-4442-981d-18ff88d4aed8 · outbound

This paper cites BERT : Pre-training of Deep Bidirectional Transformers for Language Understanding.

Task complexity shapes internal representations and robustness in neural networks BERT : Pre-training of Deep Bidirectional Transformers for Language Understanding

Reference 16

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verified exact
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No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation bea2e765-e7fc-407a-be39-fb24ab9d3e45 · outbound

This paper cites an unresolved cited work.

Task complexity shapes internal representations and robustness in neural networks Unresolved cited work

Reference 17

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Observation 2e369e55-7d3c-490a-990f-1e6dcca3ef2b · outbound

This paper cites Dwivedi and G.

Task complexity shapes internal representations and robustness in neural networks Dwivedi and G

Reference 18

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation 2f2bb446-0728-48ea-868d-55df1d593f65 · outbound

This paper cites Towards Mechanistic Interpretability of Graph Transformers via Attention Graphs.

Task complexity shapes internal representations and robustness in neural networks Towards Mechanistic Interpretability of Graph Transformers via Attention Graphs

Reference 19

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Observation ef8ed649-875c-4353-a971-1d613b66aa55 · outbound

This paper cites Frankle and M.

Task complexity shapes internal representations and robustness in neural networks Frankle and M

Reference 20

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No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation b3b32fa3-d5ed-4c53-9bb5-6f9a4e0f33a4 · outbound

This paper cites Gammaitoni, P.

Task complexity shapes internal representations and robustness in neural networks Gammaitoni, P

Reference 21

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No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation 9f4be140-4d56-4b3f-925c-46621f3b7563 · outbound

This paper cites Girvan and M.

Task complexity shapes internal representations and robustness in neural networks Girvan and M

Reference 22

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Observation bd96d54f-57f3-4673-901b-ea0caaf7a251 · outbound

This paper cites Guidotti, A.

Task complexity shapes internal representations and robustness in neural networks Guidotti, A

Reference 23

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Observation b5816f36-92be-4be6-bc04-52a9ec9789db · outbound

This paper cites Hassibi, D.

Task complexity shapes internal representations and robustness in neural networks Hassibi, D

Reference 24

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Observation 0f12b387-a83b-40a6-a277-097ea0afe96c · outbound

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Task complexity shapes internal representations and robustness in neural networks Unresolved cited work

Reference 25

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Observation 84e0e2f9-d9f6-4091-adb7-066c1f5a0c13 · outbound

This paper cites an unresolved cited work.

Task complexity shapes internal representations and robustness in neural networks Unresolved cited work

Reference 26

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Observation c8a6b1b0-6e86-47d0-91e1-277dc1675c53 · outbound

This paper cites Jiang, Z.

Task complexity shapes internal representations and robustness in neural networks Jiang, Z

Reference 27

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No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation 1645f260-1a73-460d-8f78-6ab6b1837d89 · outbound

This paper cites Klabunde, T.

Task complexity shapes internal representations and robustness in neural networks Klabunde, T

Reference 28

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Observation 888d6b40-cd11-4fd3-b6aa-451761f53ba2 · outbound

This paper cites Kornblith, M.

Task complexity shapes internal representations and robustness in neural networks Kornblith, M

Reference 29

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Observation 356b4d77-9437-4183-a809-457b7fbd1e5d · outbound

This paper cites Kriegeskorte, M.

Task complexity shapes internal representations and robustness in neural networks Kriegeskorte, M

Reference 30

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No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation 0db53865-77d6-4c69-9b1c-222c6fa0d683 · outbound

This paper cites Krizhevsky.

Task complexity shapes internal representations and robustness in neural networks Krizhevsky

Reference 31

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Observation 1e6535e4-3fec-4eeb-a5c8-21e8959a345e · outbound

This paper cites La Malfa, G.

Task complexity shapes internal representations and robustness in neural networks La Malfa, G

Reference 32

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Observation 8659691c-0418-469d-afe6-09230344085b · outbound

This paper cites Learned feature representations are biased by complexity, learning order, position, and more.

Task complexity shapes internal representations and robustness in neural networks Learned feature representations are biased by complexity, learning order, position, and more

Reference 33

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No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation c8d76993-3116-4d3d-802b-0702b41d1d40 · outbound

This paper cites Gradient-based learning applied to document recognition.

Task complexity shapes internal representations and robustness in neural networks Gradient-based learning applied to document recognition

Reference 34

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No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation 81d02211-50a8-4e16-b81a-37df0220c995 · outbound

This paper cites an unresolved cited work.

Task complexity shapes internal representations and robustness in neural networks Unresolved cited work

Reference 35

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation 1a9e884c-7dff-4d47-bda0-a8d1724ae779 · outbound

This paper cites an unresolved cited work.

Task complexity shapes internal representations and robustness in neural networks Unresolved cited work

Reference 36

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No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation 19fb123b-2c74-41a9-b0eb-bd78da37c9c5 · outbound

This paper cites Liang, J.

Task complexity shapes internal representations and robustness in neural networks Liang, J

Reference 37

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raw_fallback, observed 2026-05-18T23:51:55.312359Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation ed04b562-8614-4b18-a8fe-6706b0294e1c · outbound

This paper cites an unresolved cited work.

Task complexity shapes internal representations and robustness in neural networks Unresolved cited work

Reference 38

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation a115750d-b987-4753-a7df-25a9b271a2a3 · outbound

This paper cites an unresolved cited work.

Task complexity shapes internal representations and robustness in neural networks Unresolved cited work

Reference 39

Resolution
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No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation f8a2b925-a797-4a83-a086-b22fad068c15 · outbound

This paper cites Stochastic Resonance Improves the Detection of Low Contrast Images in Deep Learning Models.

Task complexity shapes internal representations and robustness in neural networks Stochastic Resonance Improves the Detection of Low Contrast Images in Deep Learning Models

Reference 40

Resolution
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No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation d19efd38-5437-4052-856a-82080f3300c6 · outbound

This paper cites Madani, D.

Task complexity shapes internal representations and robustness in neural networks Madani, D

Reference 41

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation 09e2e799-6d0d-4384-9010-8a7c9442b561 · outbound

This paper cites an unresolved cited work.

Task complexity shapes internal representations and robustness in neural networks Unresolved cited work

Reference 42

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation cf784420-c242-4d11-829a-91c650c10930 · outbound

This paper cites an unresolved cited work.

Task complexity shapes internal representations and robustness in neural networks Unresolved cited work

Reference 43

Resolution
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No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation e6cdcf3e-dba8-4075-8c14-0c7e642d5db3 · outbound

This paper cites Molchanov, S.

Task complexity shapes internal representations and robustness in neural networks Molchanov, S

Reference 44

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation daed5d5a-b7e7-4290-a839-e3cb1511b024 · outbound

This paper cites Mukherjee and T.

Task complexity shapes internal representations and robustness in neural networks Mukherjee and T

Reference 45

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation 5c959f37-0f88-4f43-ab97-8574f2b99369 · outbound

This paper cites An Overview of Neural Network Compression.

Task complexity shapes internal representations and robustness in neural networks An Overview of Neural Network Compression

Reference 46

Resolution
verified exact
arxiv_id, observed 2026-05-18T23:51:54.735333Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation 447ae3ba-47c7-4b12-8a9e-896f9994417e · outbound

This paper cites an unresolved cited work.

Task complexity shapes internal representations and robustness in neural networks Unresolved cited work

Reference 47

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation b98c9766-d320-4922-8fa8-3188dcedb84b · outbound

This paper cites an unresolved cited work.

Task complexity shapes internal representations and robustness in neural networks Unresolved cited work

Reference 48

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation 6024457a-37f1-44fe-9837-880a02a5a730 · outbound

This paper cites Bilinear MLPs enable weight-based mechanistic interpretability.

Task complexity shapes internal representations and robustness in neural networks Bilinear MLPs enable weight-based mechanistic interpretability

Reference 49

Resolution
verified exact
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation 6311b0ec-1405-4fbb-95c9-d03760977bfb · outbound

This paper cites Pósfai and A.-L.

Task complexity shapes internal representations and robustness in neural networks Pósfai and A.-L

Reference 50

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation 665827d1-b8a9-41b4-b295-a41d82e03e4f · outbound

This paper cites Raghu, J.

Task complexity shapes internal representations and robustness in neural networks Raghu, J

Reference 51

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation 85b1e302-cee3-4c5d-aeb9-f094bbfc75da · outbound

This paper cites A practical review of mechanistic interpretability for transformer-based language models.arXiv preprint arXiv:2407.02646.

Task complexity shapes internal representations and robustness in neural networks A practical review of mechanistic interpretability for transformer-based language models.arXiv preprint arXiv:2407.02646

Reference 52

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verified exact
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation 2b4f7253-2137-481a-b6f0-c1f9a6ee84ff · outbound

This paper cites Rastegari, V.

Task complexity shapes internal representations and robustness in neural networks Rastegari, V

Reference 53

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation 1fe8bce8-2507-49f1-96ae-63fad95b658b · outbound

This paper cites DistilBERT, a distilled version of BERT: smaller, faster, cheaper and lighter.

Task complexity shapes internal representations and robustness in neural networks DistilBERT, a distilled version of BERT: smaller, faster, cheaper and lighter

Reference 54

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verified exact
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation b2a1579a-08f4-4f1b-a6bf-cad845f2e385 · outbound

This paper cites Scabini, B.

Task complexity shapes internal representations and robustness in neural networks Scabini, B

Reference 55

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation 9ea01aa8-22f8-4832-b74f-bb8f26f33f3c · outbound

This paper cites an unresolved cited work.

Task complexity shapes internal representations and robustness in neural networks Unresolved cited work

Reference 56

Resolution
unresolved
raw_fallback, observed 2026-05-18T23:51:55.232220Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation 65d59515-c219-40fd-b934-1b5d17cd9996 · outbound

This paper cites Open Problems in Mechanistic Interpretability.

Task complexity shapes internal representations and robustness in neural networks Open Problems in Mechanistic Interpretability

Reference 57

Resolution
verified exact
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation be2d499a-4f45-4896-b63c-df6d0f66a1aa · outbound

This paper cites an unresolved cited work.

Task complexity shapes internal representations and robustness in neural networks Unresolved cited work

Reference 58

Resolution
unresolved
raw_fallback, observed 2026-05-18T23:51:55.205674Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation 87b00410-ca13-4b0e-97fe-c33bd62681a3 · outbound

This paper cites Bovik, Hamid R.

Task complexity shapes internal representations and robustness in neural networks Bovik, Hamid R

Reference 59

Resolution
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arxiv_id, observed 2026-05-18T23:51:54.605508Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation c3e60327-bce3-4c99-a0a7-2ef9eb40a98b · outbound

This paper cites Waqas, H.

Task complexity shapes internal representations and robustness in neural networks Waqas, H

Reference 60

Resolution
verified exact
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation 8ba96ef4-74a4-4af1-a35b-13cfe0bc4253 · outbound

This paper cites an unresolved cited work.

Task complexity shapes internal representations and robustness in neural networks Unresolved cited work

Reference 61

Resolution
unresolved
raw_fallback, observed 2026-05-18T23:51:55.197656Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T23:50:09.749179Z digest=sha256:e80afa2b3f262f4257f63921b2deb94ca5d02bdb7787abd565e791254b2dda29

Observation d0625caa-c8ab-4a9d-870a-c4a316b8af40 · outbound

This paper cites an unresolved cited work.

Task complexity shapes internal representations and robustness in neural networks Unresolved cited work

Reference 62

Resolution
unresolved
raw_fallback, observed 2026-05-18T23:51:55.235874Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T23:50:09.749179Z digest=sha256:837c97a9bb488e4a32ec191a6a445a9bdbb5d627ad26c99dd9392782acd56cec

Observation a8eb1fac-27c4-4e66-9d41-254635d5f675 · outbound

This paper cites an unresolved cited work.

Task complexity shapes internal representations and robustness in neural networks Unresolved cited work

Reference 63

Resolution
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raw_fallback, observed 2026-05-18T23:51:55.200417Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T23:50:09.749179Z digest=sha256:c540bfb8d828ff4fce7f58352bafc32a766380f4bf47de8078302b15153c1e8d

Observation d74f528b-f0c5-4d0d-8e7c-77118adc77b3 · outbound

This paper cites Efros, Eli Shechtman, and Oliver Wang.

Task complexity shapes internal representations and robustness in neural networks Efros, Eli Shechtman, and Oliver Wang

Reference 64

Resolution
metadata mismatch
arxiv_id, observed 2026-05-18T23:51:54.597519Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation efdf73a2-3a04-4802-b523-ed3724f55f50 · outbound

This paper cites Zhang, J.

Task complexity shapes internal representations and robustness in neural networks Zhang, J

Reference 65

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T23:50:09.749179Z digest=sha256:b8f2078ceeabc47d00dfcc96a7eba67b47e9a95e0cd762a8291ce864ede3516e

Observation c335568c-5b35-4830-9d35-27500f8f8c6e · outbound

This paper cites Quantifying the effect of representations on task complexity.

Task complexity shapes internal representations and robustness in neural networks Quantifying the effect of representations on task complexity

Reference 66

Resolution
verified exact
arxiv_id, observed 2026-05-18T23:51:54.757376Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T23:50:09.749179Z digest=sha256:a35172a201c66f7357362c47ef6b6fa97f9ef01159e1889bd3d19222044666cd

Pith citing papers

Observation 59135c81-8c5c-43a3-833d-91ebace8c08e · inbound

Mechanistic Interpretability of Cognitive Complexity in LLMs via Linear Probing using Bloom's Taxonomy cites this paper.

Mechanistic Interpretability of Cognitive Complexity in LLMs via Linear Probing using Bloom's Taxonomy Task complexity shapes internal representations and robustness in neural networks

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-02T22:20:52.565033Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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