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Paper Citation Record · LEDGER

Do You Even Need Attention? A Stack of Feed-Forward Layers Does Surprisingly Well on ImageNet

As of 16 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 6 inbound Pith citation observations for arXiv:2105.02723.

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

pith.paper-citation-record.v1
2105.02723 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 6 of 6 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00

measured 6 of 6 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-08T20:07:43.800368Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-09T22:36:36.169056Z

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 0de57c2a-44bd-4e4b-a2e4-6b7f515bb1e0 · inbound

Flopping for FLOPs: Leveraging equivariance for computational efficiency cites this paper.

Flopping for FLOPs: Leveraging equivariance for computational efficiency Do You Even Need Attention? A Stack of Feed-Forward Layers Does Surprisingly Well on ImageNet

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-08T20:07:43.800368Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T20:07:43.800368Z digest=sha256:c66342605bbb9dd0c9f65462fd1cbe638c058985b2e6ca705bf13c81babccd3a

Observation 278d1f03-fc35-40eb-ae22-7c2807cd36f0 · inbound

FW-GAN: Frequency-Driven Handwriting Synthesis with Wave-Modulated MLP Generator cites this paper.

FW-GAN: Frequency-Driven Handwriting Synthesis with Wave-Modulated MLP Generator Do You Even Need Attention? A Stack of Feed-Forward Layers Does Surprisingly Well on ImageNet

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-05T14:41:43.849918Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T14:41:43.849918Z digest=sha256:3793f8e67317a921439a1ca7e42aa03070f7622171e5c5fdb331f2f9e959e75e

Observation cfa77d50-add5-4891-9d42-be652194cc17 · inbound

Toeplitz MLP Mixers are Low Complexity, Information-Rich Sequence Models cites this paper.

Toeplitz MLP Mixers are Low Complexity, Information-Rich Sequence Models Do You Even Need Attention? A Stack of Feed-Forward Layers Does Surprisingly Well on ImageNet

Reference 58

Resolution
verified exact
arxiv_id, observed 2026-05-11T04:45:56.375147Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=arxiv_source observed=2026-05-11T01:07:33.756985Z digest=sha256:0f0ac7acb4e6b883cc07303c1dfd818405b53f8087ce8ee0c5d2dc42c563f750

Observation d26049c8-b031-49d2-9021-4a641826cf92 · inbound

SpiS-GAN: Spiral-Modulated Handwriting Synthesis with Star Operation cites this paper.

SpiS-GAN: Spiral-Modulated Handwriting Synthesis with Star Operation Do You Even Need Attention? A Stack of Feed-Forward Layers Does Surprisingly Well on ImageNet

Reference 33

Resolution
verified exact
local_arxiv, observed 2026-07-09T22:36:36.170391Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-07-09T22:29:18.738187Z digest=sha256:0fa503144f2aeb1f8d0e6a49bfee9f24d58efb0687f8efac8dc4982fec88e0cf

Observation c1c3903f-c926-4992-af99-9e931913f734 · inbound

FastTPS: An Optimized Method for LLM Token Phase for AI accelerators cites this paper.

FastTPS: An Optimized Method for LLM Token Phase for AI accelerators Do You Even Need Attention? A Stack of Feed-Forward Layers Does Surprisingly Well on ImageNet

Reference 56

Resolution
unresolved
no resolver link, observed 2026-07-14T06:16:09.070414Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-14T06:16:09.070414Z digest=sha256:ea90a64771944ede56bd4f962d09dd6885631f32e1028bd994812cdc7626d02f

Observation 3aaa3980-de17-46d6-8bb3-7a8a5122332b · inbound

ST-LoRA: Single Trajectory LoRA Ensemble for Uncertainty Aware Agricultural Segmentation cites this paper.

ST-LoRA: Single Trajectory LoRA Ensemble for Uncertainty Aware Agricultural Segmentation Do You Even Need Attention? A Stack of Feed-Forward Layers Does Surprisingly Well on ImageNet

Reference 180

Resolution
unresolved
no resolver link, observed 2026-08-06T00:10:40.057069Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T00:10:40.057069Z digest=sha256:1a4a64a51486cd33e1f97ce399e00e5669126b8eb0d6dfeb0cae9f96f0c38702