Paper Citation Record · LEDGER

Interpretability Needs a New Paradigm

As of 20 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 10 inbound Pith citation observations for arXiv:2405.05386.

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

pith.paper-citation-record.v1
2405.05386 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 10 of 10 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 10 of 10 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T04:28:26.859339Z

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

2
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 4a8496e4-1c8c-4c69-8017-0655090bbee3 · inbound

DLBacktrace: A Model Agnostic Explainability for any Deep Learning Models cites this paper.

DLBacktrace: A Model Agnostic Explainability for any Deep Learning Models Interpretability Needs a New Paradigm

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-12T17:23:13.669456Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4532d67d-36a2-48bc-aafd-adf5a91143b3 · inbound

New Faithfulness-Centric Interpretability Paradigms for Natural Language Processing cites this paper.

New Faithfulness-Centric Interpretability Paradigms for Natural Language Processing Interpretability Needs a New Paradigm

Reference 129

Resolution: unresolved; no resolver link, observed 2026-08-12T11:42:30.560350Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3328d00a-61f0-4cf4-9a6b-1e2d93d4c71e · inbound

Perspectives for Direct Interpretability in Multi-Agent Deep Reinforcement Learning cites this paper.

Perspectives for Direct Interpretability in Multi-Agent Deep Reinforcement Learning Interpretability Needs a New Paradigm

Reference 72

Resolution: unresolved; no resolver link, observed 2026-08-09T17:58:34.990181Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f309bf3c-b0a1-4e8d-817d-09db7b0df5f5 · inbound

xai_evals : A Framework for Evaluating Post-Hoc Local Explanation Methods cites this paper.

xai_evals : A Framework for Evaluating Post-Hoc Local Explanation Methods Interpretability Needs a New Paradigm

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-09T10:15:24.460005Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8dc2459f-6ac9-404f-8be0-ea07e92f1a91 · inbound

Gender Bias in Explainability: Investigating Performance Disparity in Post-hoc Methods cites this paper.

Gender Bias in Explainability: Investigating Performance Disparity in Post-hoc Methods Interpretability Needs a New Paradigm

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-16T04:28:26.859339Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3bde116e-8acc-4e3b-8cb4-b2aab8613b8e · inbound

LLMs Don't Know Their Own Decision Boundaries: The Unreliability of Self-Generated Counterfactual Explanations cites this paper.

LLMs Don't Know Their Own Decision Boundaries: The Unreliability of Self-Generated Counterfactual Explanations Interpretability Needs a New Paradigm

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-04T19:12:07.079494Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fbc854ee-c71a-419a-bb80-462433b919d1 · inbound

From Mechanistic to Compositional Interpretability cites this paper.

From Mechanistic to Compositional Interpretability Interpretability Needs a New Paradigm

Reference 49

Resolution: verified exact; arxiv_id, observed 2026-05-12T02:46:18.441757Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 8f15e322-b90c-43f4-9864-bbec7773a9be · inbound

Interpretability Can Be Actionable cites this paper.

Interpretability Can Be Actionable Interpretability Needs a New Paradigm

Reference 84

Resolution: verified exact; arxiv_id, observed 2026-05-13T06:17:22.813378Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation c51f1996-f055-44e8-a6b5-80c170d2ce48 · inbound

Reliability, Faithfulness, and the Limits of Post-hoc Explanations of Opaque Scientific Models cites this paper.

Reliability, Faithfulness, and the Limits of Post-hoc Explanations of Opaque Scientific Models Interpretability Needs a New Paradigm

Reference 152

Resolution: verified exact; arxiv_id, observed 2026-06-30T08:24:26.442097Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 430d7100-a2aa-40f8-9162-566ace2ffed7 · inbound

Scaling Inherently Interpretable Language Models cites this paper.

Scaling Inherently Interpretable Language Models Interpretability Needs a New Paradigm

Reference 168

Resolution: unresolved; no resolver link, observed 2026-08-11T00:36:59.064297Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.