Paper Citation Record · LEDGER

Bidirectional Action Sequence Learning for Long-term Action Anticipation with Large Language Models

As of 9 August 2026, this Paper Citation Record lists 30 of 30 outbound references and 0 inbound Pith citation observations for arXiv:2508.00374.

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

pith.paper-citation-record.v1
2508.00374 v1

Coverage vector

measured 30 of 30 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T10:13:23.790029Z

measured 30 of 30 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+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

30 of 30 outbound references displayed

verified exact2
verified fuzzy24
unresolved4
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 1bacb83a-5510-47ff-b771-f311a3dbe9ae · outbound

This paper cites My view is the best view: Procedure learning from ego- centric videos.

Bidirectional Action Sequence Learning for Long-term Action Anticipation with Large Language Models My view is the best view: Procedure learning from ego- centric videos

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:13:27.653875Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 7dfa47f3-9922-4b81-8194-46f26f8dda1d · outbound

This paper cites VideoLLM: Modeling Video Sequence with Large Language Models.

Bidirectional Action Sequence Learning for Long-term Action Anticipation with Large Language Models VideoLLM: Modeling Video Sequence with Large Language Models

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-06T10:13:21.401166Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0a190ddf-8fdb-4a07-b413-8cb9dcbe3d85 · outbound

This paper cites ELECTRA: Pre-training text encoders as discriminators rather than generators.

Bidirectional Action Sequence Learning for Long-term Action Anticipation with Large Language Models ELECTRA: Pre-training text encoders as discriminators rather than generators

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:13:27.537506Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 20e1d516-ffe2-4446-9103-976df17dfcc1 · outbound

This paper cites Video + CLIP Baseline for Ego4D Long-term Action Anticipation.

Bidirectional Action Sequence Learning for Long-term Action Anticipation with Large Language Models Video + CLIP Baseline for Ego4D Long-term Action Anticipation

Reference 4

Resolution: verified exact; local_arxiv, observed 2026-08-06T10:13:24.089946Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 16e0973c-b01c-4837-bed7-3c68ad1332cb · outbound

This paper cites BERT: Pre-training of deep bidirectional transformers for language understanding.

Bidirectional Action Sequence Learning for Long-term Action Anticipation with Large Language Models BERT: Pre-training of deep bidirectional transformers for language understanding

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:13:27.391099Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 7ea76412-ce71-42e7-94b7-90a99d1602b0 · outbound

This paper cites Multiscale vision transformers.

Bidirectional Action Sequence Learning for Long-term Action Anticipation with Large Language Models Multiscale vision transformers

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:13:27.253728Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation dfd1a3d2-6b38-41ec-a27f-f8a261d0f2b0 · outbound

This paper cites Slowfast networks for video recog- nition.

Bidirectional Action Sequence Learning for Long-term Action Anticipation with Large Language Models Slowfast networks for video recog- nition

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:13:27.137101Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 15a22042-fc54-4dc1-9a46-c7909823f2b9 · outbound

This paper cites Future transformer for long-term action anticipation.

Bidirectional Action Sequence Learning for Long-term Action Anticipation with Large Language Models Future transformer for long-term action anticipation

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:13:27.012531Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation e54c1485-7657-47cb-ae52-9ae4e6eeec93 · outbound

This paper cites Ego4D: Around the world in 3,000 hours of egocentric video.

Bidirectional Action Sequence Learning for Long-term Action Anticipation with Large Language Models Ego4D: Around the world in 3,000 hours of egocentric video

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:13:26.848676Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation f373c595-b339-4076-b794-8f464dfa0e40 · outbound

This paper cites Ego-Exo4D: Understanding skilled hu- man activity from rst-and third-person perspectives.

Bidirectional Action Sequence Learning for Long-term Action Anticipation with Large Language Models Ego-Exo4D: Understanding skilled hu- man activity from rst-and third-person perspectives

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:13:26.674726Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 8af015dc-754f-4ec4-a860-c7bc86dc845c · outbound

This paper cites DeBERTa: Decoding-enhanced bert with disen- tangled attention.

Bidirectional Action Sequence Learning for Long-term Action Anticipation with Large Language Models DeBERTa: Decoding-enhanced bert with disen- tangled attention

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:13:26.525175Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation feee7e5c-1837-4ccb-9eb0-4cdcdfc9484c · outbound

This paper cites Palm: Predicting Actions through Language Models @ Ego4D Long-Term Action Anticipation Challenge 2023.

Bidirectional Action Sequence Learning for Long-term Action Anticipation with Large Language Models Palm: Predicting Actions through Language Models @ Ego4D Long-Term Action Anticipation Challenge 2023

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T10:13:22.263655Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 28068bc7-4b58-45f4-991b-0ebff14e7cc6 · outbound

This paper cites EgoExoLearn: A dataset for bridging asynchronous ego- and exo-centric view of procedural activities in real world.

Bidirectional Action Sequence Learning for Long-term Action Anticipation with Large Language Models EgoExoLearn: A dataset for bridging asynchronous ego- and exo-centric view of procedural activities in real world

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:13:26.384444Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation fc7bf69d-4b26-4265-8ca8-7d4f971caa05 · outbound

This paper cites Technical Report for Ego4D Long Term Action Anticipation Challenge 2023.

Bidirectional Action Sequence Learning for Long-term Action Anticipation with Large Language Models Technical Report for Ego4D Long Term Action Anticipation Challenge 2023

Reference 14

Resolution: verified exact; local_arxiv, observed 2026-08-06T10:13:23.963626Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 59dc895a-1601-41fa-b0ef-eeac78816cf3 · outbound

This paper cites RefEgo: Referring expression comprehension dataset from rst- person perception of ego4d.

Bidirectional Action Sequence Learning for Long-term Action Anticipation with Large Language Models RefEgo: Referring expression comprehension dataset from rst- person perception of ego4d

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:13:26.235273Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 396c5931-044b-47fd-84c2-ce5def6ec426 · outbound

This paper cites AL- BERT: A lite bert for self-supervised learning of lan- guage representations.

Bidirectional Action Sequence Learning for Long-term Action Anticipation with Large Language Models AL- BERT: A lite bert for self-supervised learning of lan- guage representations

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:13:26.100766Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 2123eb6d-7df3-4c18-9326-429af6e85d12 · outbound

This paper cites EgoGen: An egocentric synthetic data genera- tor.

Bidirectional Action Sequence Learning for Long-term Action Anticipation with Large Language Models EgoGen: An egocentric synthetic data genera- tor

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:13:25.917241Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 6570eb23-9045-438c-8610-e246058fbd1a · outbound

This paper cites Ego-body pose estimation via ego-head pose estimation.

Bidirectional Action Sequence Learning for Long-term Action Anticipation with Large Language Models Ego-body pose estimation via ego-head pose estimation

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:13:25.785956Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 7a9521ee-e548-4c97-8549-551f30a5cb8b · outbound

This paper cites RoBERTa: A Robustly Optimized BERT Pretraining Approach.

Bidirectional Action Sequence Learning for Long-term Action Anticipation with Large Language Models RoBERTa: A Robustly Optimized BERT Pretraining Approach

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-06T10:13:22.904493Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation baed562d-0eb3-46cc-8435-d3c1e3b7060b · outbound

This paper cites EgoSchema: A diagnostic benchmark for very long-form video language understanding.

Bidirectional Action Sequence Learning for Long-term Action Anticipation with Large Language Models EgoSchema: A diagnostic benchmark for very long-form video language understanding

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:13:25.630276Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation a1528041-9e99-4282-95be-b8b62c13d9aa · outbound

This paper cites Rethinking learning approaches for long-term action anticipation.

Bidirectional Action Sequence Learning for Long-term Action Anticipation with Large Language Models Rethinking learning approaches for long-term action anticipation

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:13:25.487950Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 675fd79d-f720-4aca-a5c9-79cc6270cc42 · outbound

This paper cites Meet in the middle: A new pre-training paradigm.

Bidirectional Action Sequence Learning for Long-term Action Anticipation with Large Language Models Meet in the middle: A new pre-training paradigm

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:13:25.339736Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation b6cead82-b7a3-4a82-a368-4b76997e49d7 · outbound

This paper cites AssemblyHands: Towards egocentric activity understanding via 3d hand pose estimation.

Bidirectional Action Sequence Learning for Long-term Action Anticipation with Large Language Models AssemblyHands: Towards egocentric activity understanding via 3d hand pose estimation

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:13:25.203531Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 5ca04f40-fe2e-4c67-86e6-e3b0904f7f84 · outbound

This paper cites DistilBERT, a distilled version of BERT: smaller, faster, cheaper and lighter.

Bidirectional Action Sequence Learning for Long-term Action Anticipation with Large Language Models DistilBERT, a distilled version of BERT: smaller, faster, cheaper and lighter

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-06T10:13:23.261605Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fe0cc4a9-7a16-4dec-861a-d6214900da78 · outbound

This paper cites Understanding human hands in contact at in- ternet scale.

Bidirectional Action Sequence Learning for Long-term Action Anticipation with Large Language Models Understanding human hands in contact at in- ternet scale

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:13:25.068614Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation f883bc74-cbab-4eee-91f2-2af847126046 · outbound

This paper cites MASS: Masked sequence to sequence pre- training for language generation.

Bidirectional Action Sequence Learning for Long-term Action Anticipation with Large Language Models MASS: Masked sequence to sequence pre- training for language generation

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:13:24.952253Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 228a5291-dad9-48fd-a966-eae3c02d9178 · outbound

This paper cites Object- centric video representation for long-term action an- ticipation.

Bidirectional Action Sequence Learning for Long-term Action Anticipation with Large Language Models Object- centric video representation for long-term action an- ticipation

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:13:24.818355Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 34dd4aca-91cf-48df-b878-7851baf00ce8 · outbound

This paper cites AntGPT: Can large language models help long-term action anticipation from videos? In Proceedings of the International Conference on Learning Representations (ICLR) , 2024.

Bidirectional Action Sequence Learning for Long-term Action Anticipation with Large Language Models AntGPT: Can large language models help long-term action anticipation from videos? In Proceedings of the International Conference on Learning Representations (ICLR) , 2024

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:13:24.667591Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 075d080f-8ee3-44f2-8594-fc6a95ece0e9 · outbound

This paper cites Learning video representations from large language models.

Bidirectional Action Sequence Learning for Long-term Action Anticipation with Large Language Models Learning video representations from large language models

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:13:24.494214Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation d788bcf6-a67d-4038-9dc9-9a93147b7a39 · outbound

This paper cites EgoObjects: A large-scale egocentric dataset for ne-grained object understanding.

Bidirectional Action Sequence Learning for Long-term Action Anticipation with Large Language Models EgoObjects: A large-scale egocentric dataset for ne-grained object understanding

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:13:24.346497Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Pith citing papers

No inbound Pith citation observations are available.