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Paper Citation Record · LEDGER

How Much Future Helps? A Controlled Study of Future-Privileged Supervision for Causal Egocentric Gaze Estimation

As of 14 August 2026, this Paper Citation Record lists 26 of 26 outbound references and 0 inbound Pith citation observations for arXiv:2607.01437.

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

pith.paper-citation-record.v1
2607.01437 v1

Coverage vector

measured 26 of 26 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-03T21:10:44.078675Z

measured 26 of 26 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

26 of 26 outbound references displayed

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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 7d0a3934-acd7-45c8-8826-7e2bf612cb29 · outbound

This paper cites Vivit: A video vision transformer.

How Much Future Helps? A Controlled Study of Future-Privileged Supervision for Causal Egocentric Gaze Estimation Vivit: A video vision transformer

Reference 1

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Observation 0b10183c-5a1b-4114-8e06-b273fdc04faa · outbound

This paper cites Gaze-based intention estimation: princi- ples, methodologies, and applications in hri.ACM Transac- tions on Human-Robot Interaction, 13(3):1–30, 2024.

How Much Future Helps? A Controlled Study of Future-Privileged Supervision for Causal Egocentric Gaze Estimation Gaze-based intention estimation: princi- ples, methodologies, and applications in hri.ACM Transac- tions on Human-Robot Interaction, 13(3):1–30, 2024

Reference 2

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Observation 43394815-3f3b-49ba-a596-919c60034612 · outbound

This paper cites Intention estima- tion from gaze and motion features for human-robot shared- control object manipulation.

How Much Future Helps? A Controlled Study of Future-Privileged Supervision for Causal Egocentric Gaze Estimation Intention estima- tion from gaze and motion features for human-robot shared- control object manipulation

Reference 3

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Observation 2fa1cd21-23d9-4526-b86f-4ba2aec081a5 · outbound

This paper cites Is space-time attention all you need for video understanding? InIcml, page 4, 2021.

How Much Future Helps? A Controlled Study of Future-Privileged Supervision for Causal Egocentric Gaze Estimation Is space-time attention all you need for video understanding? InIcml, page 4, 2021

Reference 4

Resolution
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Source-reported events for the cited work

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Observation 8b87785c-007d-4096-a7d0-d96c11c5b91e · outbound

This paper cites Videollm-online: Online video large language model for streaming video.

How Much Future Helps? A Controlled Study of Future-Privileged Supervision for Causal Egocentric Gaze Estimation Videollm-online: Online video large language model for streaming video

Reference 5

Resolution
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No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation 1cb7131e-1d6c-4763-b8d6-40a7a0d5c7a1 · outbound

This paper cites VideoLLaMA 2: Advancing Spatial-Temporal Modeling and Audio Understanding in Video-LLMs.

How Much Future Helps? A Controlled Study of Future-Privileged Supervision for Causal Egocentric Gaze Estimation VideoLLaMA 2: Advancing Spatial-Temporal Modeling and Audio Understanding in Video-LLMs

Reference 6

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation f3d8280a-a798-4a54-aa3d-51b6fc4bbb7f · outbound

This paper cites Learning to rec- ognize daily actions using gaze.

How Much Future Helps? A Controlled Study of Future-Privileged Supervision for Causal Egocentric Gaze Estimation Learning to rec- ognize daily actions using gaze

Reference 7

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation c123bb42-3b77-4d47-9362-14680a1f37b0 · outbound

This paper cites Slowfast networks for video recognition.

How Much Future Helps? A Controlled Study of Future-Privileged Supervision for Causal Egocentric Gaze Estimation Slowfast networks for video recognition

Reference 8

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation 1b7f5a65-44a0-477e-b448-1bf9196c0920 · outbound

This paper cites Ego4d: Around the world in 3,000 hours of egocentric video.

How Much Future Helps? A Controlled Study of Future-Privileged Supervision for Causal Egocentric Gaze Estimation Ego4d: Around the world in 3,000 hours of egocentric video

Reference 9

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation 2c556c6f-a470-4e2f-b9e8-6358f8d8c599 · outbound

This paper cites Graph- based visual saliency.Advances in neural information pro- cessing systems, 19, 2006.

How Much Future Helps? A Controlled Study of Future-Privileged Supervision for Causal Egocentric Gaze Estimation Graph- based visual saliency.Advances in neural information pro- cessing systems, 19, 2006

Reference 10

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Observation b06e259f-e0bc-43b7-b3ca-92460b20090d · outbound

This paper cites Temporal localization and spa- tial segmentation of joint attention in multiple first-person videos.

How Much Future Helps? A Controlled Study of Future-Privileged Supervision for Causal Egocentric Gaze Estimation Temporal localization and spa- tial segmentation of joint attention in multiple first-person videos

Reference 11

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Source-reported events for the cited work

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Observation f39d7800-577d-4e36-90bf-db0ed0666012 · outbound

This paper cites Predicting gaze in egocentric video by learning task- dependent attention transition.

How Much Future Helps? A Controlled Study of Future-Privileged Supervision for Causal Egocentric Gaze Estimation Predicting gaze in egocentric video by learning task- dependent attention transition

Reference 12

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Observation cfe8b5d8-aae0-4b04-b7a6-1fd59ba8b0de · outbound

This paper cites In the eye of transformer: Global–local correlation for egocentric gaze estimation and beyond.International Journal of Com- puter Vision, 132(3):854–871, 2024.

How Much Future Helps? A Controlled Study of Future-Privileged Supervision for Causal Egocentric Gaze Estimation In the eye of transformer: Global–local correlation for egocentric gaze estimation and beyond.International Journal of Com- puter Vision, 132(3):854–871, 2024

Reference 13

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Source-reported events for the cited work

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Observation a20676f2-9c54-4b8f-b47d-af010bd4fbb7 · outbound

This paper cites Listen to look into the future: Audio-visual egocen- tric gaze anticipation.

How Much Future Helps? A Controlled Study of Future-Privileged Supervision for Causal Egocentric Gaze Estimation Listen to look into the future: Audio-visual egocen- tric gaze anticipation

Reference 14

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation 4adcdb85-592e-4fbb-ba24-668a9df82da8 · outbound

This paper cites The roles of vision and eye movements in the control of activities of daily living.Perception, 28(11):1311–1328, 1999.

How Much Future Helps? A Controlled Study of Future-Privileged Supervision for Causal Egocentric Gaze Estimation The roles of vision and eye movements in the control of activities of daily living.Perception, 28(11):1311–1328, 1999

Reference 15

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Observation e78b75ff-a6a0-41dc-9186-7da99a75df59 · outbound

This paper cites Gazepointar: A context-aware multimodal voice assistant for pronoun dis- ambiguation in wearable augmented reality.

How Much Future Helps? A Controlled Study of Future-Privileged Supervision for Causal Egocentric Gaze Estimation Gazepointar: A context-aware multimodal voice assistant for pronoun dis- ambiguation in wearable augmented reality

Reference 16

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Observation 067e4667-9838-40a1-8efc-04c9c0ca3f5e · outbound

This paper cites Learning to predict gaze in egocentric video.

How Much Future Helps? A Controlled Study of Future-Privileged Supervision for Causal Egocentric Gaze Estimation Learning to predict gaze in egocentric video

Reference 17

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Source-reported events for the cited work

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Observation 9b713bae-21cd-4cde-9624-8b06675ed1e5 · outbound

This paper cites In the eye of the be- holder: Gaze and actions in first person video.IEEE trans- actions on pattern analysis and machine intelligence, 45(6): 6731–6747, 2021.

How Much Future Helps? A Controlled Study of Future-Privileged Supervision for Causal Egocentric Gaze Estimation In the eye of the be- holder: Gaze and actions in first person video.IEEE trans- actions on pattern analysis and machine intelligence, 45(6): 6731–6747, 2021

Reference 18

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Observation 00df330c-2dd2-4ed5-b63a-27a7ec7ccc5a · outbound

This paper cites Pytorch: An im- perative style, high-performance deep learning library.Ad- vances in neural information processing systems, 32.

How Much Future Helps? A Controlled Study of Future-Privileged Supervision for Causal Egocentric Gaze Estimation Pytorch: An im- perative style, high-performance deep learning library.Ad- vances in neural information processing systems, 32

Reference 19

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Source-reported events for the cited work

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Observation c6ac241b-40b6-49ab-9e35-0ee127f7856b · outbound

This paper cites An outlook into the future of egocentric vision: C.

How Much Future Helps? A Controlled Study of Future-Privileged Supervision for Causal Egocentric Gaze Estimation An outlook into the future of egocentric vision: C

Reference 20

Resolution
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Source-reported events for the cited work

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Observation 21ba3f29-8f12-4070-bdb1-0a9054c73210 · outbound

This paper cites Streaming long video understanding with large language models.Advances in Neu- ral Information Processing Systems, 37:119336–119360.

How Much Future Helps? A Controlled Study of Future-Privileged Supervision for Causal Egocentric Gaze Estimation Streaming long video understanding with large language models.Advances in Neu- ral Information Processing Systems, 37:119336–119360

Reference 21

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No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation 7d3c211c-5c4f-46e1-aa0b-09d4da4cfeec · outbound

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How Much Future Helps? A Controlled Study of Future-Privileged Supervision for Causal Egocentric Gaze Estimation Unresolved cited work

Reference 22

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Observation 19525242-032b-4b1f-b95b-2d7eac3db5f8 · outbound

This paper cites Gazeprompt: En- 9 hancing low vision people’s reading experience with gaze- aware augmentations.

How Much Future Helps? A Controlled Study of Future-Privileged Supervision for Causal Egocentric Gaze Estimation Gazeprompt: En- 9 hancing low vision people’s reading experience with gaze- aware augmentations

Reference 23

Resolution
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Source-reported events for the cited work

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Observation 6028d267-a2df-4e89-ac60-8bfffa49c1ce · outbound

This paper cites Privileged Knowledge Distillation for Online Action Detection.

How Much Future Helps? A Controlled Study of Future-Privileged Supervision for Causal Egocentric Gaze Estimation Privileged Knowledge Distillation for Online Action Detection

Reference 24

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation dea2d0df-ed6d-45d1-a724-5ecd9e710340 · outbound

This paper cites Progressive privileged knowledge distillation for on- line action detection.Pattern Recognition, 129:108741,.

How Much Future Helps? A Controlled Study of Future-Privileged Supervision for Causal Egocentric Gaze Estimation Progressive privileged knowledge distillation for on- line action detection.Pattern Recognition, 129:108741,

Reference 25

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation d2e845c4-d0c3-4916-87b5-a3ab6225a83b · outbound

This paper cites an unresolved cited work.

How Much Future Helps? A Controlled Study of Future-Privileged Supervision for Causal Egocentric Gaze Estimation Unresolved cited work

Reference 26

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Pith citing papers

No inbound Pith citation observations are available.