Paper Citation Record · LEDGER

Interpretability as Compression: Reconsidering SAE Explanations of Neural Activations with MDL-SAEs

As of 7 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 12 inbound Pith citation observations for arXiv:2410.11179.

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

pith.paper-citation-record.v1
2410.11179 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 12 of 12 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+00:00

measured 12 of 12 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T23:35:06.313610Z

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

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

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

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 455c7c86-f20d-4870-92b1-179648a58398 · inbound

FaithfulSAE: Towards Capturing Faithful Features with Sparse Autoencoders without External Dataset Dependencies cites this paper.

FaithfulSAE: Towards Capturing Faithful Features with Sparse Autoencoders without External Dataset Dependencies Interpretability as Compression: Reconsidering SAE Explanations of Neural Activations with MDL-SAEs

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-06T23:35:06.313610Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 47144a4c-fd38-4e8c-bbd6-d03a2966b4e6 · inbound

Evaluating SAE interpretability without explanations cites this paper.

Evaluating SAE interpretability without explanations Interpretability as Compression: Reconsidering SAE Explanations of Neural Activations with MDL-SAEs

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-06T18:24:50.455819Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0f6a8794-5853-4c52-bb5c-600b52743641 · inbound

Stable and Steerable Sparse Autoencoders with Weight Regularization cites this paper.

Stable and Steerable Sparse Autoencoders with Weight Regularization Interpretability as Compression: Reconsidering SAE Explanations of Neural Activations with MDL-SAEs

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-02T18:56:20.536904Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fe7025c6-b466-48c4-8cea-372af9fca3b3 · inbound

Tree SAE: Learning Hierarchical Feature Structures in Sparse Autoencoders cites this paper.

Tree SAE: Learning Hierarchical Feature Structures in Sparse Autoencoders Interpretability as Compression: Reconsidering SAE Explanations of Neural Activations with MDL-SAEs

Reference 1

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T03:15:54.274994Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation d8bf57f1-bdf9-400c-8193-47efd910e1dd · inbound

Tree SAE: Learning Hierarchical Feature Structures in Sparse Autoencoders cites this paper.

Tree SAE: Learning Hierarchical Feature Structures in Sparse Autoencoders Interpretability as Compression: Reconsidering SAE Explanations of Neural Activations with MDL-SAEs

Reference 1

Resolution: metadata mismatch; arxiv_id, observed 2026-05-12T07:16:25.503956Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 9d0e58bd-70d1-4448-b0ae-f498847ea69b · inbound

From Mechanistic to Compositional Interpretability cites this paper.

From Mechanistic to Compositional Interpretability Interpretability as Compression: Reconsidering SAE Explanations of Neural Activations with MDL-SAEs

Reference 154

Resolution: verified exact; arxiv_id, observed 2026-05-12T02:46:18.179870Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation aea439cf-6c86-4e08-b496-d52d99ad0304 · inbound

From Mechanistic to Compositional Interpretability cites this paper.

From Mechanistic to Compositional Interpretability Interpretability as Compression: Reconsidering SAE Explanations of Neural Activations with MDL-SAEs

Reference 160

Resolution: verified exact; arxiv_id, observed 2026-05-12T07:31:25.651948Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 9625d27b-3206-4f13-a619-67287a059e59 · inbound

From Mechanistic to Compositional Interpretability cites this paper.

From Mechanistic to Compositional Interpretability Interpretability as Compression: Reconsidering SAE Explanations of Neural Activations with MDL-SAEs

Reference 6

Resolution: verified exact; arxiv_id, observed 2026-07-01T13:45:45.808915Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 6d3dd83d-ae51-40ef-832f-2b6563de9b4e · inbound

Descriptive Collision in Sparse Autoencoder Auto-Interpretability: When One Explanation Describes Many Features cites this paper.

Descriptive Collision in Sparse Autoencoder Auto-Interpretability: When One Explanation Describes Many Features Interpretability as Compression: Reconsidering SAE Explanations of Neural Activations with MDL-SAEs

Reference 2

Resolution: verified exact; arxiv_id, observed 2026-05-14T20:27:58.918703Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation c8142815-ca1c-404e-9e9e-056cf00fe216 · inbound

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

The Rate-Distortion-Polysemanticity Tradeoff in SAEs Interpretability as Compression: Reconsidering SAE Explanations of Neural Activations with MDL-SAEs

Reference 1

Resolution: verified exact; arxiv_id, observed 2026-06-30T21:15:04.070326Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 2e014b15-b660-44b8-9492-7301e3ee26f0 · inbound

Structuring Sparsity: Block-Sparse Featurizers Capture Visual Concept Manifolds cites this paper.

Structuring Sparsity: Block-Sparse Featurizers Capture Visual Concept Manifolds Interpretability as Compression: Reconsidering SAE Explanations of Neural Activations with MDL-SAEs

Reference 4

Resolution: verified exact; arxiv_id, observed 2026-07-04T17:09:58.983172Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation e2cc5b86-84c5-42af-8531-6bdbed44cd46 · inbound

Decoder-Preserving Sparse Autoencoders: Which Readouts Survive Sparse Compression? cites this paper.

Decoder-Preserving Sparse Autoencoders: Which Readouts Survive Sparse Compression? Interpretability as Compression: Reconsidering SAE Explanations of Neural Activations with MDL-SAEs

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-01T18:04:17.086579Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.