Pith. sign in

Paper Citation Record · LEDGER

Loss Landscape Degeneracy and Stagewise Development in Transformers

As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 22 inbound Pith citation observations for arXiv:2402.02364.

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

pith.paper-citation-record.v1
2402.02364 v3

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 22 of 22 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 22 of 22 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:00:55.731152Z

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 7c988df2-e6db-4891-bb69-7162808f331f · inbound

Beyond Induction Heads: In-Context Meta Learning Induces Multi-Phase Circuit Emergence cites this paper.

Beyond Induction Heads: In-Context Meta Learning Induces Multi-Phase Circuit Emergence Loss Landscape Degeneracy and Stagewise Development in Transformers

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-07T15:00:55.731152Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T15:00:55.731152Z digest=sha256:4e140d679f1b6396a00893ba2858567f4e83d7dcd37d22b2623c5add55929949

Observation 36d38018-c528-49ad-8d71-e2bdae93d9fa · inbound

TRACE for Tracking the Emergence of Semantic Representations in Transformers cites this paper.

TRACE for Tracking the Emergence of Semantic Representations in Transformers Loss Landscape Degeneracy and Stagewise Development in Transformers

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-07T14:42:11.363810Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:42:11.363810Z digest=sha256:953b8e6a77c08aa5235335e3ed25f763b812dabbb639adf2805ae5e4dbbadf75

Observation 378d71fc-b419-4785-9bf0-148d04e30427 · inbound

Model Organisms for Emergent Misalignment cites this paper.

Model Organisms for Emergent Misalignment Loss Landscape Degeneracy and Stagewise Development in Transformers

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-07T04:07:28.155535Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T04:07:28.155535Z digest=sha256:95a54332cadcf4370df423e3b058169596ccf887b8f80cc098af131520fe568a

Observation 40e5b8ec-2c62-4b0e-b4dc-3f7b1e6afa48 · inbound

Improving Data and Parameter Efficiency of Neural Language Models Using Representation Analysis cites this paper.

Improving Data and Parameter Efficiency of Neural Language Models Using Representation Analysis Loss Landscape Degeneracy and Stagewise Development in Transformers

Reference 125

Resolution
unresolved
no resolver link, observed 2026-08-06T17:03:44.375025Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T17:03:44.375025Z digest=sha256:82484095b83181d1f93660e934efedf4ae0feadd7e240dbbf6b9cad9d1f69ab4

Observation ea51b8bc-738e-4c14-ba7e-14c28cfed4fb · inbound

From Global to Local: A Scalable Benchmark for Local Posterior Sampling cites this paper.

From Global to Local: A Scalable Benchmark for Local Posterior Sampling Loss Landscape Degeneracy and Stagewise Development in Transformers

Reference 2025

Resolution
unresolved
no resolver link, observed 2026-08-06T12:50:59.046864Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T12:50:59.046864Z digest=sha256:8bd40779ce1c665580a59d34b2a29fd0499bdf3d7bcdc4518bc613af8b73eb41

Observation 3837bd7c-b4ce-44fd-9e6b-7264d8d554c6 · inbound

Embryology of a Language Model cites this paper.

Embryology of a Language Model Loss Landscape Degeneracy and Stagewise Development in Transformers

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-06T10:16:49.924126Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T10:16:49.924126Z digest=sha256:1a708d1652f3f3e05945aceaa6910496733b0fa3b33dc60ad937f4e852e05f9f

Observation fc4ca220-8ecc-4f70-96b9-d18021a425e3 · inbound

Influence Dynamics and Stagewise Data Attribution cites this paper.

Influence Dynamics and Stagewise Data Attribution Loss Landscape Degeneracy and Stagewise Development in Transformers

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-04T10:05:14.055998Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T10:05:14.055998Z digest=sha256:19250ebaf7e1ad2742f130a64934f720153425dc522a931cd7e5db527745c3ed

Observation 153f2809-fe24-4b79-9a67-36436baf761b · inbound

Locate, Steer, and Improve: A Practical Survey of Actionable Mechanistic Interpretability in Large Language Models cites this paper.

Locate, Steer, and Improve: A Practical Survey of Actionable Mechanistic Interpretability in Large Language Models Loss Landscape Degeneracy and Stagewise Development in Transformers

Reference 112

Resolution
metadata mismatch
arxiv_id, observed 2026-05-16T12:40:54.798243Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-16T12:39:57.398423Z digest=sha256:aa0043ebe0bd2b27e875bdb9ada5449e9074f4f4ee58396dfa8b0f690acb7351

Observation 05bc9cc9-f922-4138-9665-f0de3c873640 · inbound

Specialization of softmax attention heads: insights from the high-dimensional single-location model cites this paper.

Specialization of softmax attention heads: insights from the high-dimensional single-location model Loss Landscape Degeneracy and Stagewise Development in Transformers

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-02T19:04:54.298133Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T19:04:54.298133Z digest=sha256:29fa9ad05af65c660f8ff756edf2f62077f4a6a5b37fac25cfbf40d2cbe7f049

Observation 9480e70e-4cf5-4ffe-b151-e57ca077917c · inbound

Mechanistic Anomaly Detection via Functional Attribution cites this paper.

Mechanistic Anomaly Detection via Functional Attribution Loss Landscape Degeneracy and Stagewise Development in Transformers

Reference 66

Resolution
metadata mismatch
arxiv_id, observed 2026-05-11T12:46:09.679392Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-05-10T03:00:17.876145Z digest=sha256:dcb7115a5ae911affcc1933fd6db06af4730f59ff7f64fd663529c764159a160

Observation 77908015-a7fa-4e34-be0a-a6fe13e15992 · inbound

Susceptibilities and Patterning: A Primer on Linear Response in Bayesian Learning cites this paper.

Susceptibilities and Patterning: A Primer on Linear Response in Bayesian Learning Loss Landscape Degeneracy and Stagewise Development in Transformers

Reference 19

Resolution
verified exact
arxiv_id, observed 2026-05-11T03:55:54.453027Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-11T02:09:43.387814Z digest=sha256:5780dbfb0044a423061485798171f8f102221ace5635c9f6f8d29014608dd1e8

Observation 4d6172f2-b55b-4c44-95ca-8452d9566449 · inbound

When Are Two Networks the Same? Tensor Similarity for Mechanistic Interpretability cites this paper.

When Are Two Networks the Same? Tensor Similarity for Mechanistic Interpretability Loss Landscape Degeneracy and Stagewise Development in Transformers

Reference 14

Resolution
metadata mismatch
arxiv_id, observed 2026-05-15T03:19:43.706396Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-15T03:17:22.217041Z digest=sha256:01402c22e69ce937e76ddce3bced7ae2d337815b1baf41831537a12ad0e0997a

Observation 90421bbe-52ae-4788-bda6-97bf07d81983 · inbound

Phase Transitions in Driven Informational Systems: A Two-Field Perspective on Learning Theory and Non-Equilibrium Chemistry cites this paper.

Phase Transitions in Driven Informational Systems: A Two-Field Perspective on Learning Theory and Non-Equilibrium Chemistry Loss Landscape Degeneracy and Stagewise Development in Transformers

Reference 11

Resolution
verified exact
arxiv_id, observed 2026-05-21T00:33:52.273395Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-05-21T00:29:53.240959Z digest=sha256:cf9deb81381f34c94a98815e61f6552739ba212412cb02c87b9ecbd0f4e758d8

Observation 862d105c-e49f-475a-8e34-00db6ecf9baa · inbound

GeoMathCode: Understanding Interleaved Math-Code Reasoning for Geometry Problem Solving cites this paper.

GeoMathCode: Understanding Interleaved Math-Code Reasoning for Geometry Problem Solving Loss Landscape Degeneracy and Stagewise Development in Transformers

Reference 13

Resolution
verified exact
arxiv_id, observed 2026-06-29T22:54:01.537195Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-06-29T22:44:39.024780Z digest=sha256:625f15cddd9902566c8a86ce566b67a30ef87db184d153b03eeb89061873f118

Observation ca821719-e9de-4a41-a99f-1d57ad263a47 · inbound

Dead Directions: Geometric Singular Learning cites this paper.

Dead Directions: Geometric Singular Learning Loss Landscape Degeneracy and Stagewise Development in Transformers

Reference 20

Resolution
verified exact
arxiv_id, observed 2026-07-02T11:36:55.222564Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-06-28T03:20:09.365073Z digest=sha256:71a18fc28270f7d4288bed8a07c7e87ad09270cd4201dbcf98969e175525ba62

Observation 5f7c0883-cc47-4ecb-959b-9c060f6df868 · inbound

Algebraic Dead Directions in LayerNorm Transformers: A Forward-Pass-Only Diagnostic at LLM Scale cites this paper.

Algebraic Dead Directions in LayerNorm Transformers: A Forward-Pass-Only Diagnostic at LLM Scale Loss Landscape Degeneracy and Stagewise Development in Transformers

Reference 17

Resolution
verified exact
arxiv_id, observed 2026-07-04T00:29:15.304368Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-06-26T21:14:11.815522Z digest=sha256:7ffead75ceb3d0c0aa85037c5ba96221a08709194e6285fbe57b1ebdf6b065be

Observation 21be710b-6d8c-4492-a5c1-e970df2acd17 · inbound

Dead-Direction Signatures: A Cheap Spectral Reading of Singular Complexity cites this paper.

Dead-Direction Signatures: A Cheap Spectral Reading of Singular Complexity Loss Landscape Degeneracy and Stagewise Development in Transformers

Reference 13

Resolution
verified exact
arxiv_id, observed 2026-07-04T06:19:38.274302Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-06-26T14:36:17.793710Z digest=sha256:c42ab290bba704bdc5aaba038ed46d467674b7a7df993eda94a89a8676a455fe

Observation ae75ebc3-d019-4977-a5f3-ed2d41cf6a88 · inbound

Natural Ungrokking: Asymmetric Control of Which Rules Survive Pretraining cites this paper.

Natural Ungrokking: Asymmetric Control of Which Rules Survive Pretraining Loss Landscape Degeneracy and Stagewise Development in Transformers

Reference 14

Resolution
metadata mismatch
arxiv_id, observed 2026-07-04T21:10:09.104831Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-06-25T19:04:11.976747Z digest=sha256:e1131a7f8629a632e22f1acdb1f4cbd4a20a5936503281b3edffdeb841601021

Observation 1b3b2190-e339-4bf4-9f48-ce4fece854ac · inbound

Local Redundancy: An Information-Theoretic Measure of Plasticity from Synthetic Memorization cites this paper.

Local Redundancy: An Information-Theoretic Measure of Plasticity from Synthetic Memorization Loss Landscape Degeneracy and Stagewise Development in Transformers

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-02T05:21:31.248955Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T05:21:31.248955Z digest=sha256:9cecb5340aa2449c2d22190c27bbafbc8d4c99e3f58d0f26ba51a3e71581e632

Observation a63d274e-8495-4e71-b2ed-013226c118b7 · inbound

Emergent Misalignment Recruits a Pre-existing Persona Subspace cites this paper.

Emergent Misalignment Recruits a Pre-existing Persona Subspace Loss Landscape Degeneracy and Stagewise Development in Transformers

Reference 109

Resolution
unresolved
no resolver link, observed 2026-08-01T07:46:13.326581Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T07:46:13.326581Z digest=sha256:f759f0b8224bcc2b60bf64044add5c7bb2250ac147846036a605c9e1f10af456

Observation 8b167b22-37a8-411c-98b9-83b147e8fe58 · inbound

A Statistical Difference between Single-Layer Learning and Hierarchical Learning in Wide Neural Networks cites this paper.

A Statistical Difference between Single-Layer Learning and Hierarchical Learning in Wide Neural Networks Loss Landscape Degeneracy and Stagewise Development in Transformers

Reference 12

Resolution
unresolved
no resolver link, observed 2026-07-30T23:28:29.130740Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-30T23:28:29.130740Z digest=sha256:10be864cbf7195fee1b6e6c705357a2db75547ecd5b64c48c5e96e2f5197e920

Observation bccb15ba-0296-4636-9791-45d23364e4d2 · inbound

The Kinetics of Training: A Driven-Nucleation Rate Law for Emergence, Plasticity Loss, and Circuit Control in Language Models cites this paper.

The Kinetics of Training: A Driven-Nucleation Rate Law for Emergence, Plasticity Loss, and Circuit Control in Language Models Loss Landscape Degeneracy and Stagewise Development in Transformers

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-01T10:34:41.228017Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T10:34:41.228017Z digest=sha256:da76b9db6a2f6f9c315353b3fe5b93927c688523ec7c4cb2260819368c955c67