Paper Citation Record · LEDGER

Group Relative Augmentation for Data Efficient Action Detection

As of 17 August 2026, this Paper Citation Record lists 41 of 41 outbound references and 0 inbound Pith citation observations for arXiv:2507.21353.

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

pith.paper-citation-record.v1
2507.21353 v1

Coverage vector

measured 41 of 41 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T12:55:41.858385Z

measured 41 of 41 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+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

41 of 41 outbound references displayed

verified exact2
verified fuzzy27
unresolved12
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 9e6b3f22-96c8-4fdf-bd98-99d6283d1359 · outbound

This paper cites Frozen in time: A joint video and image encoder for end-to-end retrieval.

Group Relative Augmentation for Data Efficient Action Detection Frozen in time: A joint video and image encoder for end-to-end retrieval

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:55:48.486773Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 349e228c-2515-4f54-bef2-3dc0a1259e28 · outbound

This paper cites Exploiting vlm localizability and semantics for open vocabulary action detection.

Group Relative Augmentation for Data Efficient Action Detection Exploiting vlm localizability and semantics for open vocabulary action detection

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:55:48.249842Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation a4e19a9e-a116-40f2-8a43-dda1673bbca1 · outbound

This paper cites Frozen feature augmentation for few-shot image classification.

Group Relative Augmentation for Data Efficient Action Detection Frozen feature augmentation for few-shot image classification

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:55:48.040466Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 1315f334-b352-4329-9662-6fdb5718d5f4 · outbound

This paper cites Visualgpt: Data- efficient adaptation of pretrained language models for image captioning.

Group Relative Augmentation for Data Efficient Action Detection Visualgpt: Data- efficient adaptation of pretrained language models for image captioning

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:55:47.779631Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation fddb37e3-7c7c-4e32-9b25-f5f1054d910e · outbound

This paper cites Adversarial Feature Augmentation and Normalization for Visual Recognition.

Group Relative Augmentation for Data Efficient Action Detection Adversarial Feature Augmentation and Normalization for Visual Recognition

Reference 5

Resolution: verified exact; local_arxiv, observed 2026-08-06T12:55:42.537495Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 254383df-acec-4f27-a082-f36dbfe6d5b6 · outbound

This paper cites PerceptionLM: Open-Access Data and Models for Detailed Visual Understanding.

Group Relative Augmentation for Data Efficient Action Detection PerceptionLM: Open-Access Data and Models for Detailed Visual Understanding

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T12:55:37.435979Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 10f9b7f0-37fe-406c-ae7c-6055b09f2a18 · outbound

This paper cites Autoaugment: Learning augmentation strategies from data.

Group Relative Augmentation for Data Efficient Action Detection Autoaugment: Learning augmentation strategies from data

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:55:47.546084Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation a1ef18b4-e09c-4fbb-b061-84da64288753 · outbound

This paper cites Clip-adapter: Better vision-language models with fea- ture adapters.

Group Relative Augmentation for Data Efficient Action Detection Clip-adapter: Better vision-language models with fea- ture adapters

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:55:47.336907Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 94005041-74c4-4cf2-bfba-70c183cdab04 · outbound

This paper cites Ava: A video dataset of spatio-temporally localized atomic visual actions.

Group Relative Augmentation for Data Efficient Action Detection Ava: A video dataset of spatio-temporally localized atomic visual actions

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:55:47.133805Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation f85fcdf5-329b-4cfb-a473-79972efaf6f6 · outbound

This paper cites Lora: Low-rank adaptation of large language models.

Group Relative Augmentation for Data Efficient Action Detection Lora: Low-rank adaptation of large language models

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T12:55:38.054743Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation db1f0c87-1b3e-4238-9dd2-754a670352ac · outbound

This paper cites Interaction-aware prompting for zero-shot spatio-temporal action detection.

Group Relative Augmentation for Data Efficient Action Detection Interaction-aware prompting for zero-shot spatio-temporal action detection

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:55:46.917614Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 4fd9715a-7dda-45ce-8a63-e2764a9c28a3 · outbound

This paper cites Interaction-aware prompting for zero-shot spatio-temporal action detection.

Group Relative Augmentation for Data Efficient Action Detection Interaction-aware prompting for zero-shot spatio-temporal action detection

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:55:46.678765Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 6a36ac45-cfb3-456a-ac98-2a8c50b20fbd · outbound

This paper cites Spatio-temporal context prompting for zero-shot action detection.

Group Relative Augmentation for Data Efficient Action Detection Spatio-temporal context prompting for zero-shot action detection

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:55:46.474804Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 0b32c2b8-056c-47cf-ac57-d1f5024f7549 · outbound

This paper cites Scaling up visual and vision-language representation learning with noisy text supervision.

Group Relative Augmentation for Data Efficient Action Detection Scaling up visual and vision-language representation learning with noisy text supervision

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-06T12:55:38.531397Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5bbc9bb6-f8f0-4f41-bc00-37147d0d2d25 · outbound

This paper cites Region-aware pretraining for open- vocabulary object detection with vision transformers.

Group Relative Augmentation for Data Efficient Action Detection Region-aware pretraining for open- vocabulary object detection with vision transformers

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:55:46.257650Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 69262b86-ce9e-44f5-8156-17915e2b7ea9 · outbound

This paper cites On feature normalization and data augmentation.

Group Relative Augmentation for Data Efficient Action Detection On feature normalization and data augmentation

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:55:46.032460Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 27a371b8-107f-4dbc-b820-05748e87c9ce · outbound

This paper cites Blip: Bootstrapping language- image pre-training for unified vision-language understanding and generation.

Group Relative Augmentation for Data Efficient Action Detection Blip: Bootstrapping language- image pre-training for unified vision-language understanding and generation

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:55:45.806299Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 96be9944-1086-4730-a0c1-ae2ec5354e4f · outbound

This paper cites Blip-2: Bootstrapping language-image pre-training with frozen image encoders and large language models.

Group Relative Augmentation for Data Efficient Action Detection Blip-2: Bootstrapping language-image pre-training with frozen image encoders and large language models

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T12:55:38.992416Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0f55c61e-cd19-4f48-a533-c1f51e3fd8ab · outbound

This paper cites Learning Object-Language Alignments for Open-Vocabulary Object Detection.

Group Relative Augmentation for Data Efficient Action Detection Learning Object-Language Alignments for Open-Vocabulary Object Detection

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-06T12:55:39.145776Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation af6a9cf9-bbff-42cd-8e17-e1b110e90cce · outbound

This paper cites UniVL: A Unified Video and Language Pre-Training Model for Multimodal Understanding and Generation.

Group Relative Augmentation for Data Efficient Action Detection UniVL: A Unified Video and Language Pre-Training Model for Multimodal Understanding and Generation

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-06T12:55:39.270857Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c71580c9-2a89-4a71-bd0b-32a618059631 · outbound

This paper cites Moma: Multi-object multi-actor activity parsing.

Group Relative Augmentation for Data Efficient Action Detection Moma: Multi-object multi-actor activity parsing

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:55:45.534123Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation f39fccbd-82bb-4898-96f7-bd52d3dc0bbf · outbound

This paper cites Film: Visual reasoning with a general conditioning layer.

Group Relative Augmentation for Data Efficient Action Detection Film: Visual reasoning with a general conditioning layer

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-06T12:55:39.478935Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 81659a12-2f1c-4cb7-98ec-2f0e983214af · outbound

This paper cites Learning transferable visual models from natural language supervision.

Group Relative Augmentation for Data Efficient Action Detection Learning transferable visual models from natural language supervision

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:55:45.265455Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 228b6ebe-8c05-44ea-9c66-b84aab72939c · outbound

This paper cites Videomae: Masked autoen- coders are data-efficient learners for self-supervised video pre-training.

Group Relative Augmentation for Data Efficient Action Detection Videomae: Masked autoen- coders are data-efficient learners for self-supervised video pre-training

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:55:45.081638Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation c5aa8eb1-7c74-400e-815e-eb4541b7dc87 · outbound

This paper cites Internvideo2: Scaling foundation models for multimodal video understanding.

Group Relative Augmentation for Data Efficient Action Detection Internvideo2: Scaling foundation models for multimodal video understanding

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:55:44.837052Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 742852c3-85d0-42b1-a66e-8bb309ec9bde · outbound

This paper cites Feature adaptation with clip for few-shot classification.

Group Relative Augmentation for Data Efficient Action Detection Feature adaptation with clip for few-shot classification

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:55:44.655749Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation f6f3f7f4-705c-4f09-99ec-ec3291c07080 · outbound

This paper cites Cora: Adapting clip for open- vocabulary detection with region prompting and anchor pre-matching.

Group Relative Augmentation for Data Efficient Action Detection Cora: Adapting clip for open- vocabulary detection with region prompting and anchor pre-matching

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:55:44.410536Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 90e63cc7-bf95-4ea5-aa75-fa1289e5b836 · outbound

This paper cites VideoCLIP: Contrastive Pre-training for Zero-shot Video-Text Understanding.

Group Relative Augmentation for Data Efficient Action Detection VideoCLIP: Contrastive Pre-training for Zero-shot Video-Text Understanding

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-06T12:55:40.226378Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation be5f889f-9d9e-4c31-bc0c-d8ab0347161f · outbound

This paper cites VideoCoCa: Video-Text Modeling with Zero-Shot Transfer from Contrastive Captioners.

Group Relative Augmentation for Data Efficient Action Detection VideoCoCa: Video-Text Modeling with Zero-Shot Transfer from Contrastive Captioners

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-06T12:55:40.391207Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a435b824-26a2-43b8-ab32-aa11018d5207 · outbound

This paper cites Vid2seq: Large-scale pretraining of a visual language model for dense video captioning.

Group Relative Augmentation for Data Efficient Action Detection Vid2seq: Large-scale pretraining of a visual language model for dense video captioning

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:55:44.192366Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation c0d2707b-60cc-43ad-ac3a-837849da7257 · outbound

This paper cites Image Data Augmentation for Deep Learning: A Survey.

Group Relative Augmentation for Data Efficient Action Detection Image Data Augmentation for Deep Learning: A Survey

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-06T12:55:40.626249Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1dfee674-368b-4c65-a70e-9e3d971d1b73 · outbound

This paper cites Textmania: Enriching visual feature by text-driven manifold augmentation.

Group Relative Augmentation for Data Efficient Action Detection Textmania: Enriching visual feature by text-driven manifold augmentation

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:55:44.008802Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 029b2d6d-5e9d-45b5-aa3e-3c75799d9622 · outbound

This paper cites CoCa: Contrastive Captioners are Image-Text Foundation Models.

Group Relative Augmentation for Data Efficient Action Detection CoCa: Contrastive Captioners are Image-Text Foundation Models

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-06T12:55:40.853210Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f9b956d0-0445-4635-96b6-4c7a73d489f2 · outbound

This paper cites Cutmix: Regularization strategy to train strong classifiers with local- izable features.

Group Relative Augmentation for Data Efficient Action Detection Cutmix: Regularization strategy to train strong classifiers with local- izable features

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:55:43.803420Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 67fffa54-4971-474c-8cf5-517ee3aec1ce · outbound

This paper cites Fasa: Feature augmentation and sampling adaptation for long-tailed instance segmentation.

Group Relative Augmentation for Data Efficient Action Detection Fasa: Feature augmentation and sampling adaptation for long-tailed instance segmentation

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:55:43.561454Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 3778ec90-35a5-4105-af86-eea23753776b · outbound

This paper cites Open- vocabulary object detection using captions.

Group Relative Augmentation for Data Efficient Action Detection Open- vocabulary object detection using captions

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:55:43.357916Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation f06c7f30-fcb4-4a29-84aa-7b381c0b3191 · outbound

This paper cites Sigmoid loss for language image pre-training.

Group Relative Augmentation for Data Efficient Action Detection Sigmoid loss for language image pre-training

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:55:43.153849Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 894229cf-580e-40d6-bde8-c47c77ae6cb1 · outbound

This paper cites Tip-Adapter: Training-free CLIP-Adapter for Better Vision-Language Modeling.

Group Relative Augmentation for Data Efficient Action Detection Tip-Adapter: Training-free CLIP-Adapter for Better Vision-Language Modeling

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-06T12:55:41.440158Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5fead464-266c-48d7-bad9-279b38e5a680 · outbound

This paper cites Don't Judge by the Look: Towards Motion Coherent Video Representation.

Group Relative Augmentation for Data Efficient Action Detection Don't Judge by the Look: Towards Motion Coherent Video Representation

Reference 39

Resolution: verified exact; local_arxiv, observed 2026-08-06T12:55:42.090764Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation ee2b1069-a638-46dd-8642-57333de3b69e · outbound

This paper cites Regionclip: Region- based language-image pretraining.

Group Relative Augmentation for Data Efficient Action Detection Regionclip: Region- based language-image pretraining

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:55:42.975241Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 15a2ed48-d5a7-425b-9651-0d15ca654883 · outbound

This paper cites Not all features matter: Enhancing few-shot clip with adaptive prior refine- ment.

Group Relative Augmentation for Data Efficient Action Detection Not all features matter: Enhancing few-shot clip with adaptive prior refine- ment

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:55:42.726408Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Pith citing papers

No inbound Pith citation observations are available.