Paper Citation Record · LEDGER

Task-Driven Fixation Network: An Efficient Architecture with Fixation Selection

As of 11 August 2026, this Paper Citation Record lists 22 of 22 outbound references and 1 inbound Pith citation observation for arXiv:2501.01548.

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

pith.paper-citation-record.v1
2501.01548 v1

Coverage vector

measured 22 of 22 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T22:28:52.373225Z

measured 23 of 23 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-10T14:11:55.089236Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-10T14:11:55.187816Z

Reference resolution

22 of 22 outbound references displayed

verified exact0
verified fuzzy4
unresolved18
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4c3e9ac9-b64e-4925-9114-80c21f03f951 · outbound

This paper cites Ballard, Mary M.

Task-Driven Fixation Network: An Efficient Architecture with Fixation Selection Ballard, Mary M

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:28:52.682983Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 21cfec2b-ea22-4dd7-934c-cab1bc3e206b · outbound

This paper cites An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale.

Task-Driven Fixation Network: An Efficient Architecture with Fixation Selection An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-10T22:28:52.269518Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 14cc519d-ef8e-4abb-9a3f-a8448e90633c · outbound

This paper cites Ehinger, Barbara Hidalgo-Sotelo , Antonio Torralba, and Aude Oliva.

Task-Driven Fixation Network: An Efficient Architecture with Fixation Selection Ehinger, Barbara Hidalgo-Sotelo , Antonio Torralba, and Aude Oliva

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:28:52.666716Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation ceecec59-0414-41df-bee8-f16d010b33b3 · outbound

This paper cites Decision- Theoretic Saliency : Computational Principles , Biological Plausibility , and Implications for Neurophysiology and Psychophysics.

Task-Driven Fixation Network: An Efficient Architecture with Fixation Selection Decision- Theoretic Saliency : Computational Principles , Biological Plausibility , and Implications for Neurophysiology and Psychophysics

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-10T22:28:52.280338Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 354b9773-f64b-408b-8a79-3ba510980cc9 · outbound

This paper cites SALICON : Reducing the Semantic Gap in Saliency Prediction by Adapting Deep Neural Networks.

Task-Driven Fixation Network: An Efficient Architecture with Fixation Selection SALICON : Reducing the Semantic Gap in Saliency Prediction by Adapting Deep Neural Networks

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-10T22:28:52.285971Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d77e43fe-0c36-4cb7-aa75-da062bf2cc50 · outbound

This paper cites an unresolved cited work.

Task-Driven Fixation Network: An Efficient Architecture with Fixation Selection Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-10T22:28:52.291358Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3c7a520e-fa62-410c-83c7-63e36bd6c859 · outbound

This paper cites Koch and S.

Task-Driven Fixation Network: An Efficient Architecture with Fixation Selection Koch and S

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-10T22:28:52.297752Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 466391bb-4567-4ae0-b191-c993018683d3 · outbound

This paper cites Deep Gaze I: Boosting Saliency Prediction with Feature Maps Trained on ImageNet.

Task-Driven Fixation Network: An Efficient Architecture with Fixation Selection Deep Gaze I: Boosting Saliency Prediction with Feature Maps Trained on ImageNet

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-10T22:28:52.302609Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7d1458b7-7bdf-49a8-ae39-1cf1738e73e8 · outbound

This paper cites DeepGaze II: Reading fixations from deep features trained on object recognition.

Task-Driven Fixation Network: An Efficient Architecture with Fixation Selection DeepGaze II: Reading fixations from deep features trained on object recognition

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-10T22:28:52.307913Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 18569e44-1345-465a-9136-58cfe358666e · outbound

This paper cites Oliva, A.

Task-Driven Fixation Network: An Efficient Architecture with Fixation Selection Oliva, A

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-10T22:28:52.312876Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7f246bb1-e808-49dc-ad88-d636aeb8f1da · outbound

This paper cites SalGAN: Visual Saliency Prediction with Generative Adversarial Networks.

Task-Driven Fixation Network: An Efficient Architecture with Fixation Selection SalGAN: Visual Saliency Prediction with Generative Adversarial Networks

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-10T22:28:52.318901Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 72496f81-93f0-41e4-b29e-b8d9fb2d87d4 · outbound

This paper cites Peters and Laurent Itti.

Task-Driven Fixation Network: An Efficient Architecture with Fixation Selection Peters and Laurent Itti

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-10T22:28:52.324556Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ab781633-9c4d-4164-87ed-e69630d63541 · outbound

This paper cites Eye movements in reading and information processing: 20 years of research.

Task-Driven Fixation Network: An Efficient Architecture with Fixation Selection Eye movements in reading and information processing: 20 years of research

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:28:52.587976Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 0236b874-2d75-46ff-a430-bb694f736dd8 · outbound

This paper cites Treisman and Garry Gelade.

Task-Driven Fixation Network: An Efficient Architecture with Fixation Selection Treisman and Garry Gelade

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-10T22:28:52.334221Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 13f47fe0-2dcf-4e82-8814-8068be5b29ff · outbound

This paper cites Attention Is All You Need.

Task-Driven Fixation Network: An Efficient Architecture with Fixation Selection Attention Is All You Need

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-10T22:28:52.339026Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 57da8e1e-ddf8-413e-ab9d-d8246df971b7 · outbound

This paper cites Large- Scale Optimization of Hierarchical Features for Saliency Prediction in Natural Images.

Task-Driven Fixation Network: An Efficient Architecture with Fixation Selection Large- Scale Optimization of Hierarchical Features for Saliency Prediction in Natural Images

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-10T22:28:52.344253Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation baf0c580-635d-44da-9327-76a66191c172 · outbound

This paper cites Inferring Salient Objects from Human Fixations.

Task-Driven Fixation Network: An Efficient Architecture with Fixation Selection Inferring Salient Objects from Human Fixations

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-10T22:28:52.349241Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4b12bfe6-9a35-4665-9af7-140f37eb08d9 · outbound

This paper cites Revisiting Video Saliency Prediction in the Deep Learning Era.

Task-Driven Fixation Network: An Efficient Architecture with Fixation Selection Revisiting Video Saliency Prediction in the Deep Learning Era

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:28:52.539244Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 616c1ef2-cdfd-480e-9909-835500f0b508 · outbound

This paper cites Review of Visual Saliency Prediction : Development Process from Neurobiological Basis to Deep Models.

Task-Driven Fixation Network: An Efficient Architecture with Fixation Selection Review of Visual Saliency Prediction : Development Process from Neurobiological Basis to Deep Models

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-10T22:28:52.358763Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e31fb05d-b177-4a73-a4c2-8914c43e2fcd · outbound

This paper cites an unresolved cited work.

Task-Driven Fixation Network: An Efficient Architecture with Fixation Selection Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-10T22:28:52.511470Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation a17dd73b-d06c-4766-8284-5436ee79ec54 · outbound

This paper cites Bayesian Saliency via Low and Mid Level Cues.

Task-Driven Fixation Network: An Efficient Architecture with Fixation Selection Bayesian Saliency via Low and Mid Level Cues

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-10T22:28:52.368481Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ded0e1e4-f26c-47ad-b82a-fb4b14120b3f · outbound

This paper cites Tong, Tim K.

Task-Driven Fixation Network: An Efficient Architecture with Fixation Selection Tong, Tim K

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-10T22:28:52.373225Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation a4e92461-dcfa-43c5-8352-466588c57314 · inbound

Advancing TDFN: Precise Fixation Point Generation Using Reconstruction Differences cites this paper.

Advancing TDFN: Precise Fixation Point Generation Using Reconstruction Differences Task-Driven Fixation Network: An Efficient Architecture with Fixation Selection

Reference 16

Resolution: verified exact; local_arxiv, observed 2026-08-10T14:11:55.195630Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.