Paper Citation Record · LEDGER

MUDDFormer: Breaking Residual Bottlenecks in Transformers via Multiway Dynamic Dense Connections

As of 7 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 9 inbound Pith citation observations for arXiv:2502.12170.

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

pith.paper-citation-record.v1
2502.12170 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 9 of 9 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 9 of 9 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T00:37:19.285243Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-02T21:57:25.819786Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
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 2d3552d9-68d0-49d1-9622-d24430cf7d15 · inbound

mHC: Manifold-Constrained Hyper-Connections cites this paper.

mHC: Manifold-Constrained Hyper-Connections MUDDFormer: Breaking Residual Bottlenecks in Transformers via Multiway Dynamic Dense Connections

Reference 17

Resolution: verified exact; arxiv_id, observed 2026-05-15T12:31:48.052805Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation e51a55f0-113c-402c-b5a4-fc584766dc86 · inbound

KromHC: Manifold-Constrained Hyper-Connections with Kronecker-Product Residual Matrices cites this paper.

KromHC: Manifold-Constrained Hyper-Connections with Kronecker-Product Residual Matrices MUDDFormer: Breaking Residual Bottlenecks in Transformers via Multiway Dynamic Dense Connections

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-03T06:57:48.680354Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 405e42fb-79ed-4aa9-925b-71c41d795c7a · inbound

Hyperloop Transformers cites this paper.

Hyperloop Transformers MUDDFormer: Breaking Residual Bottlenecks in Transformers via Multiway Dynamic Dense Connections

Reference 26

Resolution: verified exact; arxiv_id, observed 2026-05-11T14:16:04.479032Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 5834727e-3a57-4431-b054-8749a49b4191 · inbound

Transformers with Selective Access to Early Representations cites this paper.

Transformers with Selective Access to Early Representations MUDDFormer: Breaking Residual Bottlenecks in Transformers via Multiway Dynamic Dense Connections

Reference 1

Resolution: verified exact; arxiv_id, observed 2026-05-11T23:46:54.688717Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ed8c9f0b-f56a-4604-be68-c444d2bd9148 · inbound

Transformers with Selective Access to Early Representations cites this paper.

Transformers with Selective Access to Early Representations MUDDFormer: Breaking Residual Bottlenecks in Transformers via Multiway Dynamic Dense Connections

Reference 1

Resolution: verified exact; arxiv_id, observed 2026-05-09T06:45:41.024855Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation cbe93a6b-f7b7-4ff5-adfb-bd48f8a72311 · inbound

Depth-Attention: Cross-Layer Value Mixing for Language Models cites this paper.

Depth-Attention: Cross-Layer Value Mixing for Language Models MUDDFormer: Breaking Residual Bottlenecks in Transformers via Multiway Dynamic Dense Connections

Reference 13

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T08:36:48.483057Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 6c545116-5285-42e3-ba19-d015910dc2f9 · inbound

DeRes: Decoupling Residual Stability and Adaptivity for Scalable CTR Prediction cites this paper.

DeRes: Decoupling Residual Stability and Adaptivity for Scalable CTR Prediction MUDDFormer: Breaking Residual Bottlenecks in Transformers via Multiway Dynamic Dense Connections

Reference 38

Resolution: verified exact; arxiv_id, observed 2026-07-02T21:57:25.821381Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation f4142e81-0cb3-4a97-ba25-defe4e4fda75 · inbound

Enhancing Layer Interaction Using Key-Correlated Layer Attention cites this paper.

Enhancing Layer Interaction Using Key-Correlated Layer Attention MUDDFormer: Breaking Residual Bottlenecks in Transformers via Multiway Dynamic Dense Connections

Reference 26

Resolution: metadata mismatch; arxiv_id, observed 2026-07-01T15:45:48.451446Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 1edb3645-7ef2-4d43-938c-ea74b5a4f564 · inbound

Role-Decoupled Attention Residuals: Separating Matching and Content Retrieval Across Depth cites this paper.

Role-Decoupled Attention Residuals: Separating Matching and Content Retrieval Across Depth MUDDFormer: Breaking Residual Bottlenecks in Transformers via Multiway Dynamic Dense Connections

Reference 2017

Resolution: unresolved; no resolver link, observed 2026-08-06T00:37:19.285243Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.