Paper Citation Record · LEDGER

VAQF: Fully Automatic Software-Hardware Co-Design Framework for Low-Bit Vision Transformer

As of 18 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 7 inbound Pith citation observations for arXiv:2201.06618.

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

pith.paper-citation-record.v1
2201.06618 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 7 of 7 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 7 of 7 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T11:15:38.010939Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-02T05:26:39.845024Z

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 c049968a-d080-4fa8-bd0c-c8899b8490d2 · inbound

A Survey on Inference Optimization Techniques for Mixture of Experts Models cites this paper.

A Survey on Inference Optimization Techniques for Mixture of Experts Models VAQF: Fully Automatic Software-Hardware Co-Design Framework for Low-Bit Vision Transformer

Reference 170

Resolution: unresolved; no resolver link, observed 2026-08-11T12:44:35.998938Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 273c91f7-8a77-4898-8249-178c2dd8d50d · inbound

COBRA: Algorithm-Architecture Co-optimized Binary Transformer Accelerator for Edge Inference cites this paper.

COBRA: Algorithm-Architecture Co-optimized Binary Transformer Accelerator for Edge Inference VAQF: Fully Automatic Software-Hardware Co-Design Framework for Low-Bit Vision Transformer

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-16T11:15:38.010939Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 47156234-fdd7-4df7-a25d-005371eddb5f · inbound

Mamba-X: An End-to-End Vision Mamba Accelerator for Edge Computing Devices cites this paper.

Mamba-X: An End-to-End Vision Mamba Accelerator for Edge Computing Devices VAQF: Fully Automatic Software-Hardware Co-Design Framework for Low-Bit Vision Transformer

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-06T04:51:34.757196Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c01a33a8-280b-44d2-8ac1-018a4edd2b0b · inbound

Trilinear Compute-in-Memory Architecture for Energy-Efficient Transformer Acceleration cites this paper.

Trilinear Compute-in-Memory Architecture for Energy-Efficient Transformer Acceleration VAQF: Fully Automatic Software-Hardware Co-Design Framework for Low-Bit Vision Transformer

Reference 39

Resolution: verified exact; arxiv_id, observed 2026-05-11T07:55:59.647252Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 58fbd959-b616-4eb4-a057-ae90a7d619d9 · inbound

DxPTA: An Architecture Design Space Exploration with Optical Dataflow-guided Strategy for HW/SW Co-Design of Photonic Transformer Accelerators cites this paper.

DxPTA: An Architecture Design Space Exploration with Optical Dataflow-guided Strategy for HW/SW Co-Design of Photonic Transformer Accelerators VAQF: Fully Automatic Software-Hardware Co-Design Framework for Low-Bit Vision Transformer

Reference 11

Resolution: verified exact; arxiv_id, observed 2026-07-02T05:26:39.846966Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 9e0a7a4f-5073-4f13-8cfe-a5e9e8a82b72 · inbound

FlexViT: A Flexible FPGA-based Accelerator for Edge Vision Transformers cites this paper.

FlexViT: A Flexible FPGA-based Accelerator for Edge Vision Transformers VAQF: Fully Automatic Software-Hardware Co-Design Framework for Low-Bit Vision Transformer

Reference 26

Resolution: verified exact; arxiv_id, observed 2026-07-01T12:15:44.157232Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation a2b57f28-02d8-4957-aa9c-0fe6e7838eb3 · inbound

ExaGEMM: Exploration Framework for CPU-Driven ML Inference via Associative In-Register Computing for Low-Bit GEMM cites this paper.

ExaGEMM: Exploration Framework for CPU-Driven ML Inference via Associative In-Register Computing for Low-Bit GEMM VAQF: Fully Automatic Software-Hardware Co-Design Framework for Low-Bit Vision Transformer

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-02T01:37:48.483123Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.