Paper Citation Record · LEDGER

Multi-Head Attention: Collaborate Instead of Concatenate

As of 22 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 15 inbound Pith citation observations for arXiv:2006.16362.

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

pith.paper-citation-record.v1
2006.16362 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 15 of 15 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00

measured 15 of 15 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T17:39:05.693924Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T23:59:07.199652Z

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 ab42cd83-a506-4c99-8be2-1c435e654d3b · inbound

GaLore$+$: Boosting Low-Rank Adaptation for LLMs with Cross-Head Projection cites this paper.

GaLore$+$: Boosting Low-Rank Adaptation for LLMs with Cross-Head Projection Multi-Head Attention: Collaborate Instead of Concatenate

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-11T15:18:37.992109Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3deac9a4-7d53-4ff4-b3b5-60c9f66dccfd · inbound

Converting Transformers into DGNNs Form cites this paper.

Converting Transformers into DGNNs Form Multi-Head Attention: Collaborate Instead of Concatenate

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-09T18:31:28.294311Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4cde047a-56b9-4381-bdae-4264c298578a · inbound

Machine learning for modelling unstructured grid data in computational physics: a review cites this paper.

Machine learning for modelling unstructured grid data in computational physics: a review Multi-Head Attention: Collaborate Instead of Concatenate

Reference 231

Resolution: unresolved; no resolver link, observed 2026-08-07T21:49:41.405182Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bfb516be-3d0d-46e4-ad9f-a67f2da0f139 · inbound

DA-VPT: Semantic-Guided Visual Prompt Tuning for Vision Transformers cites this paper.

DA-VPT: Semantic-Guided Visual Prompt Tuning for Vision Transformers Multi-Head Attention: Collaborate Instead of Concatenate

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T12:43:53.773851Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3217490d-0618-4117-b085-1b8e2a061a55 · inbound

Graph Collaborative Attention Network for Link Prediction in Knowledge Graphs cites this paper.

Graph Collaborative Attention Network for Link Prediction in Knowledge Graphs Multi-Head Attention: Collaborate Instead of Concatenate

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T20:04:02.222947Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ebda3e18-8766-48c4-a1d1-96f986393df6 · inbound

Denoising-While-Completing Network (DWCNet): Robust Point Cloud Completion Under Corruption cites this paper.

Denoising-While-Completing Network (DWCNet): Robust Point Cloud Completion Under Corruption Multi-Head Attention: Collaborate Instead of Concatenate

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-06T15:07:27.694769Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b7f51b62-b077-400d-a98d-085c465d8b9b · inbound

Load Forecasting on A Highly Sparse Electrical Load Dataset Using Gaussian Interpolation cites this paper.

Load Forecasting on A Highly Sparse Electrical Load Dataset Using Gaussian Interpolation Multi-Head Attention: Collaborate Instead of Concatenate

Reference 68

Resolution: unresolved; no resolver link, observed 2026-08-15T17:39:05.693924Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e09d121e-42cf-4a1a-8c3e-a243a38349c0 · inbound

SwizzlePerf: Hardware-Aware LLMs for GPU Kernel Performance Optimization cites this paper.

SwizzlePerf: Hardware-Aware LLMs for GPU Kernel Performance Optimization Multi-Head Attention: Collaborate Instead of Concatenate

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-15T16:52:48.805535Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c9f372f3-b706-4e65-b29e-3c151c9d96a2 · inbound

AntiDote: Bi-level Adversarial Training for Tamper-Resistant LLMs cites this paper.

AntiDote: Bi-level Adversarial Training for Tamper-Resistant LLMs Multi-Head Attention: Collaborate Instead of Concatenate

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-15T16:25:35.454813Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7bbea0b1-2fd6-4850-a599-b005f526db59 · inbound

Predicting Blastocyst Formation in IVF: Integrating DINOv2 and Attention-Based LSTM on Time-Lapse Embryo Images cites this paper.

Predicting Blastocyst Formation in IVF: Integrating DINOv2 and Attention-Based LSTM on Time-Lapse Embryo Images Multi-Head Attention: Collaborate Instead of Concatenate

Reference 32

Resolution: verified exact; arxiv_id, observed 2026-05-11T09:26:00.741619Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 79d90910-5dae-4fa4-a5a3-5e893d6a9d35 · inbound

Negative Before Positive: Asymmetric Valence Processing in Large Language Models cites this paper.

Negative Before Positive: Asymmetric Valence Processing in Large Language Models Multi-Head Attention: Collaborate Instead of Concatenate

Reference 3

Resolution: verified exact; arxiv_id, observed 2026-05-11T19:41:10.234565Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation cfa152e5-fc12-4150-8ee7-42b11045ee57 · inbound

Architecture, Not Scale: Circuit Localization in Large Language Models cites this paper.

Architecture, Not Scale: Circuit Localization in Large Language Models Multi-Head Attention: Collaborate Instead of Concatenate

Reference 2

Resolution: verified exact; arxiv_id, observed 2026-05-12T02:21:16.730981Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 2a9a8dd0-c925-4770-b78a-d4aefb86c975 · inbound

Understanding Inference Scaling for LLMs: Bottlenecks, Trade-offs, and Performance Principles cites this paper.

Understanding Inference Scaling for LLMs: Bottlenecks, Trade-offs, and Performance Principles Multi-Head Attention: Collaborate Instead of Concatenate

Reference 12

Resolution: verified exact; arxiv_id, observed 2026-05-20T02:12:58.240864Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 096435c1-5ca0-491d-a364-d197d4d79e39 · inbound

EfficientRollout: System-Aware Self-Speculative Decoding for RL Rollouts cites this paper.

EfficientRollout: System-Aware Self-Speculative Decoding for RL Rollouts Multi-Head Attention: Collaborate Instead of Concatenate

Reference 11

Resolution: verified exact; arxiv_id, observed 2026-07-03T23:59:07.202274Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 3db61237-7085-4db7-9169-06198db0242e · inbound

Autonomy-of-Heads: Data-Free Sparse Attention from Frozen Query-Key Geometry cites this paper.

Autonomy-of-Heads: Data-Free Sparse Attention from Frozen Query-Key Geometry Multi-Head Attention: Collaborate Instead of Concatenate

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-10T19:44:35.809431Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.