Paper Citation Record · LEDGER

FaVChat: Hierarchical Prompt-Query Guided Facial Video Understanding with Data-Efficient GRPO

As of 18 August 2026, this Paper Citation Record lists 43 of 43 outbound references and 5 inbound Pith citation observations for arXiv:2503.09158.

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

pith.paper-citation-record.v1
2503.09158 v6

Coverage vector

measured 43 of 43 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-23T00:21:51.621582Z

measured 48 of 48 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 5 of 5 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T11:24:53.517329Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-05-21T06:03:59.353915Z

Reference resolution

43 of 43 outbound references displayed

verified exact22
verified fuzzy11
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation fe585dc7-9c0b-4d92-9e1e-a4bd2b0b919e · outbound

This paper cites Qwen3-VL Technical Report.

FaVChat: Hierarchical Prompt-Query Guided Facial Video Understanding with Data-Efficient GRPO Qwen3-VL Technical Report

Reference 1

Resolution: metadata mismatch; local_arxiv, observed 2026-05-23T00:22:18.787000Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 01f34696-6116-44fc-b16b-5baddfcc56ba · outbound

This paper cites Facial Expression Recognition Based on Complexity Perception Classification Algorithm.

FaVChat: Hierarchical Prompt-Query Guided Facial Video Understanding with Data-Efficient GRPO Facial Expression Recognition Based on Complexity Perception Classification Algorithm

Reference 2

Resolution: verified exact; local_arxiv, observed 2026-05-23T00:22:18.712213Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 5c1cbf82-e86f-49b6-920d-99ca1a3c9ce8 · outbound

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

FaVChat: Hierarchical Prompt-Query Guided Facial Video Understanding with Data-Efficient GRPO VideoLLaMA 2: Advancing Spatial-Temporal Modeling and Audio Understanding in Video-LLMs

Reference 3

Resolution: metadata mismatch; local_arxiv, observed 2026-05-23T00:22:18.766937Z

Source-reported events for the cited work

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Observation df2f04e3-34b3-448a-8c61-554adf072c81 · outbound

This paper cites Angarano, M.

FaVChat: Hierarchical Prompt-Query Guided Facial Video Understanding with Data-Efficient GRPO Angarano, M

Reference 4

Resolution: verified exact; doi, observed 2026-05-23T00:22:17.987800Z

Source-reported events for the cited work

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Observation ec353264-939f-40ef-af28-3dbbe126e10f · outbound

This paper cites Video-R1: Reinforcing Video Reasoning in MLLMs.

FaVChat: Hierarchical Prompt-Query Guided Facial Video Understanding with Data-Efficient GRPO Video-R1: Reinforcing Video Reasoning in MLLMs

Reference 5

Resolution: verified exact; local_arxiv, observed 2026-05-23T00:22:18.777189Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 35165ca8-d2ec-4554-95ea-87583becc981 · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

FaVChat: Hierarchical Prompt-Query Guided Facial Video Understanding with Data-Efficient GRPO DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 6

Resolution: verified exact; local_arxiv, observed 2026-05-23T00:22:18.727457Z

Source-reported events for the cited work

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Observation 031df850-c284-4e32-9c2f-977d3e3fbaff · outbound

This paper cites GPT-4o System Card.

FaVChat: Hierarchical Prompt-Query Guided Facial Video Understanding with Data-Efficient GRPO GPT-4o System Card

Reference 7

Resolution: metadata mismatch; local_arxiv, observed 2026-05-23T00:22:18.707541Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 37fcc567-e408-4830-b985-deb0766b5266 · outbound

This paper cites LLaVA-OneVision: Easy Visual Task Transfer.

FaVChat: Hierarchical Prompt-Query Guided Facial Video Understanding with Data-Efficient GRPO LLaVA-OneVision: Easy Visual Task Transfer

Reference 8

Resolution: verified exact; local_arxiv, observed 2026-05-23T00:22:18.751954Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation c71034fd-077f-4007-a757-d013681e7fcf · outbound

This paper cites Video-LLaVA: Learning United Visual Representation by Alignment Before Projection.

FaVChat: Hierarchical Prompt-Query Guided Facial Video Understanding with Data-Efficient GRPO Video-LLaVA: Learning United Visual Representation by Alignment Before Projection

Reference 9

Resolution: verified exact; local_arxiv, observed 2026-05-23T00:22:18.702592Z

Source-reported events for the cited work

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Observation 33b12091-0a6f-405e-be84-621e23c885c5 · outbound

This paper cites Understanding R1-Zero-Like Training: A Critical Perspective.

FaVChat: Hierarchical Prompt-Query Guided Facial Video Understanding with Data-Efficient GRPO Understanding R1-Zero-Like Training: A Critical Perspective

Reference 10

Resolution: verified exact; local_arxiv, observed 2026-05-23T00:22:18.782179Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 08271f24-be62-4741-8711-197e91098711 · outbound

This paper cites Valley: Video Assistant with Large Language model Enhanced abilitY.

FaVChat: Hierarchical Prompt-Query Guided Facial Video Understanding with Data-Efficient GRPO Valley: Video Assistant with Large Language model Enhanced abilitY

Reference 11

Resolution: verified exact; arxiv_id, observed 2026-05-23T00:22:18.746828Z

Source-reported events for the cited work

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Observation e16ea5c9-ee3c-424d-bcab-23f5c894bfdb · outbound

This paper cites Vista-LLaMA: Reducing Hallucination in Video Language Models via Equal Distance to Visual Tokens.

FaVChat: Hierarchical Prompt-Query Guided Facial Video Understanding with Data-Efficient GRPO Vista-LLaMA: Reducing Hallucination in Video Language Models via Equal Distance to Visual Tokens

Reference 12

Resolution: verified exact; arxiv_id, observed 2026-05-23T00:22:18.717816Z

Source-reported events for the cited work

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Observation a0c22fd6-777a-48b8-83ec-dab2df69cca1 · outbound

This paper cites Video-ChatGPT: Towards Detailed Video Understanding via Large Vision and Language Models.

FaVChat: Hierarchical Prompt-Query Guided Facial Video Understanding with Data-Efficient GRPO Video-ChatGPT: Towards Detailed Video Understanding via Large Vision and Language Models

Reference 13

Resolution: verified exact; local_arxiv, observed 2026-05-23T00:22:18.791564Z

Source-reported events for the cited work

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Observation 82c147ad-0894-4e09-8eb2-ebdd49fb9c34 · outbound

This paper cites FaceXFormer: A Unified Transformer for Facial Analysis.

FaVChat: Hierarchical Prompt-Query Guided Facial Video Understanding with Data-Efficient GRPO FaceXFormer: A Unified Transformer for Facial Analysis

Reference 14

Resolution: verified exact; arxiv_id, observed 2026-05-23T00:22:18.722641Z

Source-reported events for the cited work

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Observation ace2587e-ff42-4e1c-988c-9c93c362e5f8 · outbound

This paper cites URL http://dx.doi.

FaVChat: Hierarchical Prompt-Query Guided Facial Video Understanding with Data-Efficient GRPO URL http://dx.doi

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-05-23T00:22:17.961958Z

Source-reported events for the cited work

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Observation 8ec07407-5619-4eba-ba08-fa301fe2e6b2 · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

FaVChat: Hierarchical Prompt-Query Guided Facial Video Understanding with Data-Efficient GRPO DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 16

Resolution: verified exact; local_arxiv, observed 2026-05-23T00:22:18.732580Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation a676eda1-87d5-41c2-ab97-1b05723ab799 · outbound

This paper cites Learning spatial-semantic relationship for fa- cial attribute recognition with limited labeled data.

FaVChat: Hierarchical Prompt-Query Guided Facial Video Understanding with Data-Efficient GRPO Learning spatial-semantic relationship for fa- cial attribute recognition with limited labeled data

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T00:22:19.159055Z

Source-reported events for the cited work

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Observation ab87a8ac-6219-4190-9218-00def8e61e8e · outbound

This paper cites Derf: Decomposed radiance fields.

FaVChat: Hierarchical Prompt-Query Guided Facial Video Understanding with Data-Efficient GRPO Derf: Decomposed radiance fields

Reference 18

Resolution: metadata mismatch; arxiv_id, observed 2026-05-23T00:22:17.975675Z

Source-reported events for the cited work

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Observation 5209f0be-d3b3-4e84-81b6-6a7cf5332ef1 · outbound

This paper cites PandaGPT: One Model To Instruction-Follow Them All.

FaVChat: Hierarchical Prompt-Query Guided Facial Video Understanding with Data-Efficient GRPO PandaGPT: One Model To Instruction-Follow Them All

Reference 19

Resolution: verified exact; local_arxiv, observed 2026-05-23T00:22:18.737331Z

Source-reported events for the cited work

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Observation dc692f8b-f14b-4b5e-aed9-a7d7fff1ba22 · outbound

This paper cites Face-MLLM: A Large Face Perception Model.

FaVChat: Hierarchical Prompt-Query Guided Facial Video Understanding with Data-Efficient GRPO Face-MLLM: A Large Face Perception Model

Reference 20

Resolution: verified exact; arxiv_id, observed 2026-05-23T00:22:18.762476Z

Source-reported events for the cited work

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Observation f4f709c2-0101-40fc-85ee-23962ee50f9c · outbound

This paper cites Towards robust monocular depth estimation: Mixing datasets for zero-shot cross-dataset transfer.

FaVChat: Hierarchical Prompt-Query Guided Facial Video Understanding with Data-Efficient GRPO Towards robust monocular depth estimation: Mixing datasets for zero-shot cross-dataset transfer

Reference 21

Resolution: verified exact; doi, observed 2026-05-23T00:22:17.982626Z

Source-reported events for the cited work

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Observation 4ab522f9-680a-48bc-8d5b-65f4d8424b66 · outbound

This paper cites S., Guo, A., Oler, E., Wang, F., Anjum, A., Peters, H., Dizon, R., Sayeeda, Z., Tian, S., Lee, B.

FaVChat: Hierarchical Prompt-Query Guided Facial Video Understanding with Data-Efficient GRPO S., Guo, A., Oler, E., Wang, F., Anjum, A., Peters, H., Dizon, R., Sayeeda, Z., Tian, S., Lee, B

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T00:22:19.166183Z

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Observation f6f284ad-0e76-43fa-8955-5a921396271f · outbound

This paper cites Face recognition in unconstrained videos with matched background similar- ity.

FaVChat: Hierarchical Prompt-Query Guided Facial Video Understanding with Data-Efficient GRPO Face recognition in unconstrained videos with matched background similar- ity

Reference 23

Resolution: verified exact; arxiv_id, observed 2026-05-23T00:22:17.933334Z

Source-reported events for the cited work

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Observation 224e6e15-0cac-48e6-9fb1-bb45a87e95e1 · outbound

This paper cites Qwen2 Technical Report.

FaVChat: Hierarchical Prompt-Query Guided Facial Video Understanding with Data-Efficient GRPO Qwen2 Technical Report

Reference 24

Resolution: verified exact; local_arxiv, observed 2026-05-23T00:22:18.741868Z

Source-reported events for the cited work

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Observation f2854fe9-85b8-4649-bfe8-acefb36cb00d · outbound

This paper cites Qwen3 Technical Report.

FaVChat: Hierarchical Prompt-Query Guided Facial Video Understanding with Data-Efficient GRPO Qwen3 Technical Report

Reference 25

Resolution: verified exact; local_arxiv, observed 2026-05-23T00:22:18.757044Z

Source-reported events for the cited work

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Observation 76b44318-c068-4173-8ce1-689b9f5c4482 · outbound

This paper cites Video-LLaMA: An Instruction-tuned Audio-Visual Language Model for Video Understanding.

FaVChat: Hierarchical Prompt-Query Guided Facial Video Understanding with Data-Efficient GRPO Video-LLaMA: An Instruction-tuned Audio-Visual Language Model for Video Understanding

Reference 26

Resolution: verified exact; local_arxiv, observed 2026-05-23T00:22:18.771685Z

Source-reported events for the cited work

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Observation f3fef310-12ad-4acf-b251-e60ba94ac4d7 · outbound

This paper cites an unresolved cited work.

FaVChat: Hierarchical Prompt-Query Guided Facial Video Understanding with Data-Efficient GRPO Unresolved cited work

Reference 27

Resolution: verified exact; doi, observed 2026-05-23T00:22:17.954471Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 9ba63ce5-3dbf-4d8c-90ca-ef657731fb73 · outbound

This paper cites Facial Dynamics in Video: Instruction Tuning for Improved Facial Expression Perception and Contextual Awareness.

FaVChat: Hierarchical Prompt-Query Guided Facial Video Understanding with Data-Efficient GRPO Facial Dynamics in Video: Instruction Tuning for Improved Facial Expression Perception and Contextual Awareness

Reference 28

Resolution: verified exact; arxiv_id, observed 2026-05-23T00:22:18.796437Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 41469856-50ef-4e0d-9222-bc187d299f37 · outbound

This paper cites General facial representation learning in a visual-linguistic manner.

FaVChat: Hierarchical Prompt-Query Guided Facial Video Understanding with Data-Efficient GRPO General facial representation learning in a visual-linguistic manner

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T00:22:19.169888Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation a92a8058-ecf9-4e3a-ade1-13f2839953a8 · outbound

This paper cites A ConvNet for the 2020s.

FaVChat: Hierarchical Prompt-Query Guided Facial Video Understanding with Data-Efficient GRPO A ConvNet for the 2020s

Reference 30

Resolution: metadata mismatch; arxiv_id, observed 2026-05-23T00:22:17.948617Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 60bd7986-7a4d-4878-a98e-2d44974cc5e0 · outbound

This paper cites Related Works The rapid advancement of multimodal large language models (MLLMs) has spurred the emergence of Video-MLLMs.

FaVChat: Hierarchical Prompt-Query Guided Facial Video Understanding with Data-Efficient GRPO Related Works The rapid advancement of multimodal large language models (MLLMs) has spurred the emergence of Video-MLLMs

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T00:22:19.185281Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 4e3d5f2f-3faa-4525-9618-2fc97b0b4ec7 · outbound

This paper cites However, these strategies often sacrifice fine-grained features particularly in domains with rich and intricate details such as human faces.

FaVChat: Hierarchical Prompt-Query Guided Facial Video Understanding with Data-Efficient GRPO However, these strategies often sacrifice fine-grained features particularly in domains with rich and intricate details such as human faces

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T00:22:19.151277Z

Source-reported events for the cited work

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Observation 0ec96c55-2102-4150-9304-34cc1e4c89ab · outbound

This paper cites Below is a more comprehensive discussion of related work.

FaVChat: Hierarchical Prompt-Query Guided Facial Video Understanding with Data-Efficient GRPO Below is a more comprehensive discussion of related work

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T00:22:19.173681Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 900d9b40-7ecd-4861-9b87-32d6eea89963 · outbound

This paper cites an unresolved cited work.

FaVChat: Hierarchical Prompt-Query Guided Facial Video Understanding with Data-Efficient GRPO Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-05-23T00:22:19.200007Z

Source-reported events for the cited work

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Observation f85de838-d3a3-444c-b787-7c368ee82f14 · outbound

This paper cites However, treating videos merely as sequences of images overlooks the temporal characteristics of videos.

FaVChat: Hierarchical Prompt-Query Guided Facial Video Understanding with Data-Efficient GRPO However, treating videos merely as sequences of images overlooks the temporal characteristics of videos

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T00:22:19.147497Z

Source-reported events for the cited work

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Observation 65f54d02-4e37-4d5f-836a-51a295e47335 · outbound

This paper cites Hair": "red, curly.

FaVChat: Hierarchical Prompt-Query Guided Facial Video Understanding with Data-Efficient GRPO Hair": "red, curly

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T00:22:19.193964Z

Source-reported events for the cited work

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Observation 61ab8367-526f-42ad-9dc3-87df94d913b9 · outbound

This paper cites an unresolved cited work.

FaVChat: Hierarchical Prompt-Query Guided Facial Video Understanding with Data-Efficient GRPO Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-05-23T00:22:19.196893Z

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Observation 1a12a386-4d28-4cbc-9f45-8f2a0c8d1466 · outbound

This paper cites face-centric.

FaVChat: Hierarchical Prompt-Query Guided Facial Video Understanding with Data-Efficient GRPO face-centric

Reference 38

Resolution: malformed identifier; raw_fallback, observed 2026-05-23T00:22:19.162705Z

Source-reported events for the cited work

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Observation c585fba6-a6dc-4a99-bba2-4bedce21c1e0 · outbound

This paper cites an unresolved cited work.

FaVChat: Hierarchical Prompt-Query Guided Facial Video Understanding with Data-Efficient GRPO Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-05-23T00:22:19.190481Z

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Observation 234d4352-c2d7-4657-8051-73745336ef7e · outbound

This paper cites Specifically, given the detailed video attributes of CelebV-HQ, we have incorporated all 35,666 video from CelebV-HQ.

FaVChat: Hierarchical Prompt-Query Guided Facial Video Understanding with Data-Efficient GRPO Specifically, given the detailed video attributes of CelebV-HQ, we have incorporated all 35,666 video from CelebV-HQ

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T00:22:19.154714Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation c4b58162-9a7a-4b86-88d0-a78dd4f2922d · outbound

This paper cites The raw video frames are down sample by 16 to obtain a shorter frame sequence.

FaVChat: Hierarchical Prompt-Query Guided Facial Video Understanding with Data-Efficient GRPO The raw video frames are down sample by 16 to obtain a shorter frame sequence

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T00:22:19.143773Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 1ea43f0b-2c7f-4d13-b40a-dded5998c360 · outbound

This paper cites 18 Preprint Table 7.Performance comparison on the DFEC (Zhao et al., 2025a) dataset for textual emotion analysis.

FaVChat: Hierarchical Prompt-Query Guided Facial Video Understanding with Data-Efficient GRPO 18 Preprint Table 7.Performance comparison on the DFEC (Zhao et al., 2025a) dataset for textual emotion analysis

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T00:22:19.136351Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation b5d4f88b-b0bc-433e-aece-485f3feba32f · outbound

This paper cites The YouTube Faces dataset is well suited for this setting, as it contains multiple videos per person under diverse conditions.

FaVChat: Hierarchical Prompt-Query Guided Facial Video Understanding with Data-Efficient GRPO The YouTube Faces dataset is well suited for this setting, as it contains multiple videos per person under diverse conditions

Reference 43

Resolution: malformed identifier; raw_fallback, observed 2026-05-23T00:22:19.139948Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Pith citing papers

Observation 5ba5cb33-6382-473c-8040-56583ae8d228 · inbound

EFTViT: Efficient Federated Training of Vision Transformers with Masked Images on Resource-Constrained Clients cites this paper.

EFTViT: Efficient Federated Training of Vision Transformers with Masked Images on Resource-Constrained Clients FaVChat: Hierarchical Prompt-Query Guided Facial Video Understanding with Data-Efficient GRPO

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-12T05:36:10.277122Z

Source-reported events for the cited work

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Observation cbd471f6-cbb9-4ff3-a666-acbf55b4a1f4 · inbound

FaceInsight: A Multimodal Large Language Model for Face Perception cites this paper.

FaceInsight: A Multimodal Large Language Model for Face Perception FaVChat: Hierarchical Prompt-Query Guided Facial Video Understanding with Data-Efficient GRPO

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-16T11:24:53.517329Z

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Observation 4b85df83-b079-4313-8381-bdabb0b5a682 · inbound

Robust Brain Tumor Segmentation with Incomplete MRI Modalities Using H\"older Divergence and Mutual Information-Enhanced Knowledge Transfer cites this paper.

Robust Brain Tumor Segmentation with Incomplete MRI Modalities Using H\"older Divergence and Mutual Information-Enhanced Knowledge Transfer FaVChat: Hierarchical Prompt-Query Guided Facial Video Understanding with Data-Efficient GRPO

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-06T21:03:34.055384Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5bf708bb-aadd-4262-9815-5ed15dfed5ce · inbound

Uncertainty Quantification for Incomplete Multi-View Data Using Divergence Measures cites this paper.

Uncertainty Quantification for Incomplete Multi-View Data Using Divergence Measures FaVChat: Hierarchical Prompt-Query Guided Facial Video Understanding with Data-Efficient GRPO

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T17:48:16.921127Z

Source-reported events for the cited work

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Observation 2ef1deac-e59c-44f8-9962-3f0b3929dc36 · inbound

Mind Your Margin and Boundary: Are Your Distilled Datasets Truly Robust? cites this paper.

Mind Your Margin and Boundary: Are Your Distilled Datasets Truly Robust? FaVChat: Hierarchical Prompt-Query Guided Facial Video Understanding with Data-Efficient GRPO

Reference 59

Resolution: metadata mismatch; local_arxiv, observed 2026-05-21T06:03:59.355420Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.