Paper Citation Record · LEDGER

HiERO-StepG @ Ego4D Step Grounding Challenge: hierarchical activity understanding enables zero-shot step grounding

As of 8 August 2026, this Paper Citation Record lists 15 of 15 outbound references and 0 inbound Pith citation observations for arXiv:2605.31227.

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

pith.paper-citation-record.v1
2605.31227 v1

Coverage vector

measured 15 of 15 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-28T23:05:31.899937Z

measured 15 of 15 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+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

15 of 15 outbound references displayed

verified exact3
verified fuzzy0
unresolved12
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f8064026-a63c-4879-996e-7fbd6f621ced · outbound

This paper cites My view is the best view: Procedure learning from egocentric videos.

HiERO-StepG @ Ego4D Step Grounding Challenge: hierarchical activity understanding enables zero-shot step grounding My view is the best view: Procedure learning from egocentric videos

Reference 1

Resolution: unresolved; no resolver link, observed 2026-06-28T23:05:31.899937Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 08501a60-cba5-4ebc-bedd-062367d03015 · outbound

This paper cites Opel: Optimal transport guided procedure learning.

HiERO-StepG @ Ego4D Step Grounding Challenge: hierarchical activity understanding enables zero-shot step grounding Opel: Optimal transport guided procedure learning

Reference 2

Resolution: unresolved; no resolver link, observed 2026-06-28T23:05:31.899937Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7bc46317-7eaf-49e2-a982-bcaac12b22f9 · outbound

This paper cites Stepformer: Self-supervised step discovery and localization in instruc- tional videos.

HiERO-StepG @ Ego4D Step Grounding Challenge: hierarchical activity understanding enables zero-shot step grounding Stepformer: Self-supervised step discovery and localization in instruc- tional videos

Reference 3

Resolution: unresolved; no resolver link, observed 2026-06-28T23:05:31.899937Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7b94eec0-076a-49f0-bfce-b560f6b3de13 · outbound

This paper cites OSGNet @ Ego4D Episodic Memory Challenge 2025.

HiERO-StepG @ Ego4D Step Grounding Challenge: hierarchical activity understanding enables zero-shot step grounding OSGNet @ Ego4D Episodic Memory Challenge 2025

Reference 4

Resolution: verified exact; arxiv_id, observed 2026-06-29T00:22:51.944819Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 40281335-76a8-4115-9d7e-58fbcd194b7a · outbound

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

HiERO-StepG @ Ego4D Step Grounding Challenge: hierarchical activity understanding enables zero-shot step grounding Ego4d: Around the world in 3,000 hours of egocentric video

Reference 5

Resolution: unresolved; no resolver link, observed 2026-06-28T23:05:31.899937Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0670ac60-8fa6-41ac-bc28-30f4da65dfb8 · outbound

This paper cites Unsupervised learning of action classes with continuous temporal embedding.

HiERO-StepG @ Ego4D Step Grounding Challenge: hierarchical activity understanding enables zero-shot step grounding Unsupervised learning of action classes with continuous temporal embedding

Reference 6

Resolution: unresolved; no resolver link, observed 2026-06-28T23:05:31.899937Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 85fa828e-d076-4360-8737-74b3d76307fc · outbound

This paper cites Egocentric video-language pretraining.

HiERO-StepG @ Ego4D Step Grounding Challenge: hierarchical activity understanding enables zero-shot step grounding Egocentric video-language pretraining

Reference 7

Resolution: unresolved; no resolver link, observed 2026-06-28T23:05:31.899937Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 99b059f6-86ec-4441-b076-f269a72d1da5 · outbound

This paper cites Learning to recognize procedural activities with distant supervision.

HiERO-StepG @ Ego4D Step Grounding Challenge: hierarchical activity understanding enables zero-shot step grounding Learning to recognize procedural activities with distant supervision

Reference 8

Resolution: unresolved; no resolver link, observed 2026-06-28T23:05:31.899937Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 143c71f2-4569-4596-a9ae-bf25ca179b5f · outbound

This paper cites EgoVideo: Exploring Egocentric Foundation Model and Downstream Adaptation.

HiERO-StepG @ Ego4D Step Grounding Challenge: hierarchical activity understanding enables zero-shot step grounding EgoVideo: Exploring Egocentric Foundation Model and Downstream Adaptation

Reference 9

Resolution: verified exact; arxiv_id, observed 2026-06-29T00:22:51.942055Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 60a99e8f-c779-4282-9061-99b1842fcfb1 · outbound

This paper cites Hiero: understanding the hierarchy of human behavior enhances reasoning on egocentric videos.

HiERO-StepG @ Ego4D Step Grounding Challenge: hierarchical activity understanding enables zero-shot step grounding Hiero: understanding the hierarchy of human behavior enhances reasoning on egocentric videos

Reference 10

Resolution: unresolved; no resolver link, observed 2026-06-28T23:05:31.899937Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 02a3e6a4-25ed-40e9-bc01-dcaaada8880f · outbound

This paper cites CARLOR @ Ego4D Step Grounding Challenge: Bayesian temporal-order priors for test time refinement.

HiERO-StepG @ Ego4D Step Grounding Challenge: hierarchical activity understanding enables zero-shot step grounding CARLOR @ Ego4D Step Grounding Challenge: Bayesian temporal-order priors for test time refinement

Reference 11

Resolution: verified exact; arxiv_id, observed 2026-07-01T19:15:59.917129Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation effc88f6-3cd2-44f0-8673-d4466fb40c1a · outbound

This paper cites Ego4d goal-step: Toward hierarchical understanding of procedural activities.

HiERO-StepG @ Ego4D Step Grounding Challenge: hierarchical activity understanding enables zero-shot step grounding Ego4d goal-step: Toward hierarchical understanding of procedural activities

Reference 12

Resolution: unresolved; no resolver link, observed 2026-06-28T23:05:31.899937Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b8450a00-6953-451f-b0a6-ca323abb3a7e · outbound

This paper cites A tutorial on spectral clustering.Statis- tics and computing, 17:395–416, 2007.

HiERO-StepG @ Ego4D Step Grounding Challenge: hierarchical activity understanding enables zero-shot step grounding A tutorial on spectral clustering.Statis- tics and computing, 17:395–416, 2007

Reference 13

Resolution: unresolved; no resolver link, observed 2026-06-28T23:05:31.899937Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f45ef053-8600-4f20-91a6-f8f4d6de6bfd · outbound

This paper cites Span-based localizing network for natural language video localization.

HiERO-StepG @ Ego4D Step Grounding Challenge: hierarchical activity understanding enables zero-shot step grounding Span-based localizing network for natural language video localization

Reference 14

Resolution: unresolved; no resolver link, observed 2026-06-28T23:05:31.899937Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bc99e0ec-c609-4e65-bd11-cc0980b2b0d1 · outbound

This paper cites Learning video representations from large language models.

HiERO-StepG @ Ego4D Step Grounding Challenge: hierarchical activity understanding enables zero-shot step grounding Learning video representations from large language models

Reference 15

Resolution: unresolved; no resolver link, observed 2026-06-28T23:05:31.899937Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.