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Paper Citation Record · LEDGER

Peri-LN: Revisiting Normalization Layer in the Transformer Architecture

As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 10 inbound Pith citation observations for arXiv:2502.02732.

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

pith.paper-citation-record.v1
2502.02732 v3

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 2026-08-08T06:32:00.761636+00:00

measured 10 of 10 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T22:21:10.661789Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T20:30:07.740339Z

Reference resolution

0 of 0 outbound references displayed

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  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 5ed40db9-0ac8-49d2-9536-daa3fb9bbafe · inbound

GPAS: Accelerating Convergence of LLM Pretraining via Gradient-Preserving Activation Scaling cites this paper.

GPAS: Accelerating Convergence of LLM Pretraining via Gradient-Preserving Activation Scaling Peri-LN: Revisiting Normalization Layer in the Transformer Architecture

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-06T22:21:10.661789Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T22:21:10.661789Z digest=sha256:55cb1d56b9d9232570f0a293898f9afc7942b512dfb360b01978841e7c35bfa8

Observation 06bcf884-d9c7-4e6d-947d-a84f125f271c · inbound

SpanNorm: Reconciling Training Stability and Performance in Deep Transformers cites this paper.

SpanNorm: Reconciling Training Stability and Performance in Deep Transformers Peri-LN: Revisiting Normalization Layer in the Transformer Architecture

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-03T06:37:52.586372Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T06:37:52.586372Z digest=sha256:3cc2b46b5f3695739b70bcc3ff75abf815bcb186053e94077f8c3d20e7dd3796

Observation b04c715f-4d2d-4480-a55f-e04f410edc69 · inbound

LoRDO: Distributed Low-Rank Optimization with Infrequent Communication cites this paper.

LoRDO: Distributed Low-Rank Optimization with Infrequent Communication Peri-LN: Revisiting Normalization Layer in the Transformer Architecture

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-03T04:44:55.564583Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T04:44:55.564583Z digest=sha256:76b584c80505c6b3bbae3636b52abd836ea4341925cc72a2e2f295c49888e916

Observation a43618bd-4db6-4598-b4fb-d7af19f0727e · inbound

SiameseNorm: Breaking the Barrier to Reconciling Pre/Post-Norm cites this paper.

SiameseNorm: Breaking the Barrier to Reconciling Pre/Post-Norm Peri-LN: Revisiting Normalization Layer in the Transformer Architecture

Reference 13

Resolution
verified exact
arxiv_id, observed 2026-05-22T11:14:47.951414Z

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=2026-05-22T11:11:51.440058Z digest=sha256:82c6a40a47460650cd9cfd1cee58ed16485ee25b175c32f13bf660c0ffc555aa

Observation 78dcf9be-8b7a-4367-933a-18d8627f13ed · inbound

Stability and Generalization in Looped Transformers cites this paper.

Stability and Generalization in Looped Transformers Peri-LN: Revisiting Normalization Layer in the Transformer Architecture

Reference 14

Resolution
verified exact
arxiv_id, observed 2026-05-10T12:25:22.716182Z

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=2026-05-10T12:21:16.015362Z digest=sha256:959c393e24136dcad1342a2b5bf1a166cb48fb6ebf30932ec9da750d2a3e3317

Observation 9a9dcb7a-7994-4f6a-85c5-7ebfefe6c14a · inbound

When Does Removing LayerNorm Help? Activation Bounding as a Regime-Dependent Implicit Regularizer cites this paper.

When Does Removing LayerNorm Help? Activation Bounding as a Regime-Dependent Implicit Regularizer Peri-LN: Revisiting Normalization Layer in the Transformer Architecture

Reference 15

Resolution
verified exact
arxiv_id, observed 2026-05-11T20:36:10.321368Z

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=2026-05-08T08:29:58.495518Z digest=sha256:ef9032f9a05b8a99a891f193b88d6dee3e4c17047e77e04f740236467e458f64

Observation c0dc39b1-a0ee-4ea3-b7d2-21ab322a31f0 · inbound

Dead Directions: Geometric Singular Learning cites this paper.

Dead Directions: Geometric Singular Learning Peri-LN: Revisiting Normalization Layer in the Transformer Architecture

Reference 21

Resolution
verified exact
arxiv_id, observed 2026-07-02T11:36:55.173661Z

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=sha256:8a76b38b9f78d4ef5d559bb59573a04039e9c7ab94941b8afba99dbdd3500c89

Observation e0605a6f-b5f6-43ad-b366-a132f84ce771 · 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 Peri-LN: Revisiting Normalization Layer in the Transformer Architecture

Reference 22

Resolution
verified exact
arxiv_id, observed 2026-07-04T00:29:15.314353Z

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=sha256:612002e0408d1962bb811240c94cb142a5c60e8d01943cb100803ccf0018afbb

Observation 04607fde-e876-48eb-a945-022b466d8c50 · inbound

Improving Neural Network Training by Decoupling the Magnitude and Direction of Weight Vectors cites this paper.

Improving Neural Network Training by Decoupling the Magnitude and Direction of Weight Vectors Peri-LN: Revisiting Normalization Layer in the Transformer Architecture

Reference 98

Resolution
metadata mismatch
arxiv_id, observed 2026-07-04T20:30:07.742267Z

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=2026-06-25T20:05:09.179627Z digest=sha256:34bae1ed57c5ee7a004f47a139ae9ab99b5748b0694b9f6f10fd11afe04e8e64

Observation 688d377c-aa05-4460-9e65-c8e76ea8e7f5 · inbound

Improving Neural Network Training by Decoupling the Magnitude and Direction of Weight Vectors cites this paper.

Improving Neural Network Training by Decoupling the Magnitude and Direction of Weight Vectors Peri-LN: Revisiting Normalization Layer in the Transformer Architecture

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-02T10:14:07.666821Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T10:14:07.666821Z digest=sha256:14e4cc5c987a43e7713d24294302d6cb0508d416fe2d60dc4093a8fbcc1dfbcf