Paper Citation Record · LEDGER

PolaFormer: Polarity-aware Linear Attention for Vision Transformers

As of 12 August 2026, this Paper Citation Record lists 18 of 18 outbound references and 4 inbound Pith citation observations for arXiv:2501.15061.

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

pith.paper-citation-record.v1
2501.15061 v2

Coverage vector

measured 18 of 18 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T14:46:02.072434Z

measured 22 of 22 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T09:20:07.041132Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-29T18:13:48.396724Z

Reference resolution

18 of 18 outbound references displayed

verified exact0
verified fuzzy10
unresolved7
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 09695bd0-d985-48b8-bdb5-25d63cd7d3e0 · outbound

This paper cites Hydra attention: Efficient attention with many heads.

PolaFormer: Polarity-aware Linear Attention for Vision Transformers Hydra attention: Efficient attention with many heads

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T14:46:02.355702Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 6aa2aeee-b7c3-44e0-a116-b61ce99bd2ad · outbound

This paper cites We evaluate the PolaFormer based on the official implementation of Skyformer (Chen et al., 2021).

PolaFormer: Polarity-aware Linear Attention for Vision Transformers We evaluate the PolaFormer based on the official implementation of Skyformer (Chen et al., 2021)

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T14:46:02.215333Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 688037f1-5f7d-4303-8be5-a2dcf0480e54 · outbound

This paper cites an unresolved cited work.

PolaFormer: Polarity-aware Linear Attention for Vision Transformers Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-10T14:46:02.201132Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 1e83347d-1119-4b62-9c33-437121b608e2 · outbound

This paper cites Particular object retrieval with integral max-pooling of CNN activations.

PolaFormer: Polarity-aware Linear Attention for Vision Transformers Particular object retrieval with integral max-pooling of CNN activations

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T14:46:02.299510Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 55656a4e-4101-4ddf-9d85-d67ecd435cda · outbound

This paper cites Revisiting Linformer with a modified self-attention with linear complexity.

PolaFormer: Polarity-aware Linear Attention for Vision Transformers Revisiting Linformer with a modified self-attention with linear complexity

Reference 10

Resolution: metadata mismatch; local_arxiv, observed 2026-08-10T14:46:02.143193Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation ef7e7040-37fa-4919-86ae-588619bf8fd4 · outbound

This paper cites Building Vision Models upon Heat Conduction.

PolaFormer: Polarity-aware Linear Attention for Vision Transformers Building Vision Models upon Heat Conduction

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-10T14:46:02.040022Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 45d73ed8-9b4b-4944-8abf-9aa501a6e68b · outbound

This paper cites Castling-vit: Compressing self-attention via switching towards linear- angular attention at vision transformer inference.

PolaFormer: Polarity-aware Linear Attention for Vision Transformers Castling-vit: Compressing self-attention via switching towards linear- angular attention at vision transformer inference

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T14:46:02.271319Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 88e20284-255f-4de9-8525-d6f9f7581e29 · outbound

This paper cites The source code is available in the supplementary material for reference.

PolaFormer: Polarity-aware Linear Attention for Vision Transformers The source code is available in the supplementary material for reference

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T14:46:02.256693Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation db524265-5042-4e72-9bf5-5685ad27050d · outbound

This paper cites Consider the element-wise function g for pairs of (x, y) with dimension d: g(x) = (g(x1),.

PolaFormer: Polarity-aware Linear Attention for Vision Transformers Consider the element-wise function g for pairs of (x, y) with dimension d: g(x) = (g(x1),

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T14:46:02.243204Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 199af865-ddc1-409c-8a46-45fa422b768c · outbound

This paper cites an unresolved cited work.

PolaFormer: Polarity-aware Linear Attention for Vision Transformers Unresolved cited work

Reference 2011

Resolution: unresolved; raw_fallback, observed 2026-08-10T14:46:02.313112Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 7e10a722-9509-416f-86c7-58f2e23c9aa3 · outbound

This paper cites Girshick, Kaiming He, and Piotr Doll ´ar.

PolaFormer: Polarity-aware Linear Attention for Vision Transformers Girshick, Kaiming He, and Piotr Doll ´ar

Reference 2014

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T14:46:02.327844Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 4e852eb3-abd0-4090-9463-2facc1cc59dd · outbound

This paper cites VMamba: Visual State Space Model.

PolaFormer: Polarity-aware Linear Attention for Vision Transformers VMamba: Visual State Space Model

Reference 2018

Resolution: unresolved; no resolver link, observed 2026-08-10T14:46:02.017368Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6aea373f-6327-4ae6-bcd9-5b95bf433da4 · outbound

This paper cites The basic learning rate is set to 1e−3 for 1024 batch size.

PolaFormer: Polarity-aware Linear Attention for Vision Transformers The basic learning rate is set to 1e−3 for 1024 batch size

Reference 2019

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T14:46:02.229776Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 693edc94-3e8b-473d-90bb-f80246d2bf8d · outbound

This paper cites On the computational complexity of self-attention.

PolaFormer: Polarity-aware Linear Attention for Vision Transformers On the computational complexity of self-attention

Reference 2020

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T14:46:02.342526Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation d192fb5c-8719-4512-875b-020e01ba357b · outbound

This paper cites Agent Attention: On the Integration of Softmax and Linear Attention.

PolaFormer: Polarity-aware Linear Attention for Vision Transformers Agent Attention: On the Integration of Softmax and Linear Attention

Reference 2021

Resolution: unresolved; no resolver link, observed 2026-08-10T14:46:02.002247Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dcd12935-c4a6-456c-a860-12b78a42e981 · outbound

This paper cites EfficientViT: Multi-Scale Linear Attention for High-Resolution Dense Prediction.

PolaFormer: Polarity-aware Linear Attention for Vision Transformers EfficientViT: Multi-Scale Linear Attention for High-Resolution Dense Prediction

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-10T14:46:01.997432Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f5367bc8-1476-4761-9a51-35453208bec3 · outbound

This paper cites HRFormer: High-Resolution Transformer for Dense Prediction.

PolaFormer: Polarity-aware Linear Attention for Vision Transformers HRFormer: High-Resolution Transformer for Dense Prediction

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-10T14:46:02.052397Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d6360014-5d24-4320-b6eb-5d87440407d8 · outbound

This paper cites Cvt: Introducing convolutions to vision transformers.

PolaFormer: Polarity-aware Linear Attention for Vision Transformers Cvt: Introducing convolutions to vision transformers

Reference 2024

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T14:46:02.285122Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Pith citing papers

Observation 144b3453-136f-451b-bc1d-609bdf09ad68 · inbound

UltraImageGen: Efficient Ultra-High-Resolution Image Generation with Hierarchical Local Attention cites this paper.

UltraImageGen: Efficient Ultra-High-Resolution Image Generation with Hierarchical Local Attention PolaFormer: Polarity-aware Linear Attention for Vision Transformers

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-04T09:20:07.041132Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 00df87b2-0b42-47fa-a03c-70aaabf8cb73 · inbound

Elastic Attention Cores for Scalable Vision Transformers cites this paper.

Elastic Attention Cores for Scalable Vision Transformers PolaFormer: Polarity-aware Linear Attention for Vision Transformers

Reference 89

Resolution: verified exact; arxiv_id, observed 2026-05-13T06:07:22.619307Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 2dd9097e-69fd-4495-b392-d6e2c6b59f1d · inbound

Head-Aware Key-Value Compression for Efficient Autoregressive Image Generation cites this paper.

Head-Aware Key-Value Compression for Efficient Autoregressive Image Generation PolaFormer: Polarity-aware Linear Attention for Vision Transformers

Reference 25

Resolution: verified exact; arxiv_id, observed 2026-05-21T06:09:41.629913Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation e4dd69cb-18d3-4d91-a07a-af364a8e401a · inbound

JetViT: Efficient High-Resolution Vision Transformer with Post-Training Attention Search cites this paper.

JetViT: Efficient High-Resolution Vision Transformer with Post-Training Attention Search PolaFormer: Polarity-aware Linear Attention for Vision Transformers

Reference 32

Resolution: verified exact; arxiv_id, observed 2026-06-29T18:13:48.398380Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.