Paper Citation Record · LEDGER

Computer Vision-Driven Gesture Recognition: Toward Natural and Intuitive Human-Computer

As of 19 August 2026, this Paper Citation Record lists 28 of 28 outbound references and 4 inbound Pith citation observations for arXiv:2412.18321.

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

pith.paper-citation-record.v1
2412.18321 v1

Coverage vector

measured 28 of 28 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T04:50:46.948960Z

measured 32 of 32 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 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-10T15:57:30.363577Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-07T20:08:31.430635Z

Reference resolution

28 of 28 outbound references displayed

verified exact4
verified fuzzy10
unresolved14
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4a6dae0e-b34b-4c52-854f-3748bd189cf7 · outbound

This paper cites An overview of hand gesture recognition based on computer vision,.

Computer Vision-Driven Gesture Recognition: Toward Natural and Intuitive Human-Computer An overview of hand gesture recognition based on computer vision,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:50:47.316782Z

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 be885276-272a-4d78-800c-b7d8eb33f860 · outbound

This paper cites Real-Time Hand Gesture Recognition: Integrating Skeleton-Based Data Fusion and Multi-Stream CNN.

Computer Vision-Driven Gesture Recognition: Toward Natural and Intuitive Human-Computer Real-Time Hand Gesture Recognition: Integrating Skeleton-Based Data Fusion and Multi-Stream CNN

Reference 2

Resolution: verified exact; local_arxiv, observed 2026-08-11T04:50:47.175001Z

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 ca8b3dbb-aa9f-4a59-b168-5171e98ddd6e · outbound

This paper cites Study of Enhanced Communication of Human-Computer Using Gesture Recognition Technique,.

Computer Vision-Driven Gesture Recognition: Toward Natural and Intuitive Human-Computer Study of Enhanced Communication of Human-Computer Using Gesture Recognition Technique,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:50:47.303716Z

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 82e6d71a-3a3f-4966-afa7-c61f9260b3ae · outbound

This paper cites Gesture Voice: Revolutionizing Human-Computer Interaction with an AI-Driven Virtual Mouse System,.

Computer Vision-Driven Gesture Recognition: Toward Natural and Intuitive Human-Computer Gesture Voice: Revolutionizing Human-Computer Interaction with an AI-Driven Virtual Mouse System,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:50:47.290910Z

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 2219e53b-7518-414f-b7b2-88c9983e039c · outbound

This paper cites LoRA-LiteE: A Computationally Efficient Framework for Chatbot Preference-Tuning.

Computer Vision-Driven Gesture Recognition: Toward Natural and Intuitive Human-Computer LoRA-LiteE: A Computationally Efficient Framework for Chatbot Preference-Tuning

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-11T04:50:46.858072Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 809b93b9-8831-410e-9dd6-16d773cd6b5f · outbound

This paper cites 3D Convolutional Network based micro-gesture recognition,.

Computer Vision-Driven Gesture Recognition: Toward Natural and Intuitive Human-Computer 3D Convolutional Network based micro-gesture recognition,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:50:47.278554Z

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 1399d1fc-a8f2-4729-9b0c-eb4335d902bc · outbound

This paper cites Comprehensive Evaluation of Multimodal AI Models in Medical Imaging Diagnosis: From Data Augmentation to Preference-Based Comparison.

Computer Vision-Driven Gesture Recognition: Toward Natural and Intuitive Human-Computer Comprehensive Evaluation of Multimodal AI Models in Medical Imaging Diagnosis: From Data Augmentation to Preference-Based Comparison

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-11T04:50:46.866405Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9df922ac-eaf2-4c8f-a74f-76d7d007676c · outbound

This paper cites Self- Supervised Graph Neural Networks for Enhanced Feature Extraction in Heterogeneous Information Networks,.

Computer Vision-Driven Gesture Recognition: Toward Natural and Intuitive Human-Computer Self- Supervised Graph Neural Networks for Enhanced Feature Extraction in Heterogeneous Information Networks,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:50:47.266167Z

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 ba877800-20d9-4841-97b6-4206d3f2d527 · outbound

This paper cites Touchless Control: Hand-Based Gesture Recognition for Human-Computer Interaction,.

Computer Vision-Driven Gesture Recognition: Toward Natural and Intuitive Human-Computer Touchless Control: Hand-Based Gesture Recognition for Human-Computer Interaction,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:50:47.253374Z

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 d07dc542-ab1c-4e46-b70a-eb732c14ab3f · outbound

This paper cites Scaling-up Medical Vision-and- Language Representation Learning with Federated Learning,.

Computer Vision-Driven Gesture Recognition: Toward Natural and Intuitive Human-Computer Scaling-up Medical Vision-and- Language Representation Learning with Federated Learning,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-11T04:50:46.877480Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation da5a2b00-ae72-4e94-9c4a-c89c9d4ee681 · outbound

This paper cites Enhancing Recommendation Systems with GNNs and Addressing Over-Smoothing.

Computer Vision-Driven Gesture Recognition: Toward Natural and Intuitive Human-Computer Enhancing Recommendation Systems with GNNs and Addressing Over-Smoothing

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-11T04:50:46.881109Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ca8cf102-d961-48ff-9705-f3361e3f90f7 · outbound

This paper cites Optimizing Multi-Task Learning for Enhanced Performance in Large Language Models.

Computer Vision-Driven Gesture Recognition: Toward Natural and Intuitive Human-Computer Optimizing Multi-Task Learning for Enhanced Performance in Large Language Models

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-11T04:50:46.885286Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 599da587-4597-4fce-aae9-349d107d8c42 · outbound

This paper cites Metric Learning for Tag Recommendation: Tackling Data Sparsity and Cold Start Issues.

Computer Vision-Driven Gesture Recognition: Toward Natural and Intuitive Human-Computer Metric Learning for Tag Recommendation: Tackling Data Sparsity and Cold Start Issues

Reference 13

Resolution: verified exact; local_arxiv, observed 2026-08-11T04:50:47.113804Z

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 677423d6-0f3d-4dce-aa88-6dbe258ade7c · outbound

This paper cites Accurate Medical Named Entity Recognition Through Specialized NLP Models.

Computer Vision-Driven Gesture Recognition: Toward Natural and Intuitive Human-Computer Accurate Medical Named Entity Recognition Through Specialized NLP Models

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-11T04:50:46.893310Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6477ec3a-d839-4859-aa0a-122424d39cdf · outbound

This paper cites A Self-training Framework for Automated Medical Report Generation,.

Computer Vision-Driven Gesture Recognition: Toward Natural and Intuitive Human-Computer A Self-training Framework for Automated Medical Report Generation,

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-11T04:50:46.897166Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d345ab3f-9398-4968-ac1b-b6559926fccf · outbound

This paper cites An Automated Data Mining Framework Using Autoencoders for Feature Extraction and Dimensionality Reduction.

Computer Vision-Driven Gesture Recognition: Toward Natural and Intuitive Human-Computer An Automated Data Mining Framework Using Autoencoders for Feature Extraction and Dimensionality Reduction

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-11T04:50:46.901299Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d7cc0015-4b5f-4bb2-b05b-0eda41a1e73a · outbound

This paper cites Enhancing Few-Shot Learning with Integrated Data and GAN Model Approaches.

Computer Vision-Driven Gesture Recognition: Toward Natural and Intuitive Human-Computer Enhancing Few-Shot Learning with Integrated Data and GAN Model Approaches

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-11T04:50:46.905562Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 37aaf06c-c4bd-4e6b-ae79-815b11623c52 · outbound

This paper cites Leveraging Semi-Supervised Learning to Enhance Data Mining for Image Classification under Limited Labeled Data.

Computer Vision-Driven Gesture Recognition: Toward Natural and Intuitive Human-Computer Leveraging Semi-Supervised Learning to Enhance Data Mining for Image Classification under Limited Labeled Data

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-11T04:50:46.909587Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 58ea3f6c-4533-497f-a593-20ad5648748d · outbound

This paper cites Emotion-Aware Interaction Design in Intelligent User Interface Using Multi-Modal Deep Learning.

Computer Vision-Driven Gesture Recognition: Toward Natural and Intuitive Human-Computer Emotion-Aware Interaction Design in Intelligent User Interface Using Multi-Modal Deep Learning

Reference 19

Resolution: verified exact; local_arxiv, observed 2026-08-11T04:50:47.053416Z

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 8f102e74-bcd3-42db-ab15-b4e1c2522d71 · outbound

This paper cites Multi-Source Data-Driven LSTM Framework for Enhanced Stock Price Prediction and Volatility Analysis,.

Computer Vision-Driven Gesture Recognition: Toward Natural and Intuitive Human-Computer Multi-Source Data-Driven LSTM Framework for Enhanced Stock Price Prediction and Volatility Analysis,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:50:47.225009Z

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 d6d660ce-a0f5-4742-a450-5bbd0a54960a · outbound

This paper cites Adaptive Cache Management for Complex Storage Systems Using CNN-LSTM-Based Spatiotemporal Prediction.

Computer Vision-Driven Gesture Recognition: Toward Natural and Intuitive Human-Computer Adaptive Cache Management for Complex Storage Systems Using CNN-LSTM-Based Spatiotemporal Prediction

Reference 21

Resolution: verified exact; local_arxiv, observed 2026-08-11T04:50:47.034262Z

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 8bceb884-386b-421c-b08a-bc4d1fb07ebf · outbound

This paper cites Adaptive Optimization for Enhanced Efficiency in Large-Scale Language Model Training.

Computer Vision-Driven Gesture Recognition: Toward Natural and Intuitive Human-Computer Adaptive Optimization for Enhanced Efficiency in Large-Scale Language Model Training

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-11T04:50:46.925862Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 76456aa7-01af-441c-98f2-2844059cc0e3 · outbound

This paper cites Harnessing LLMs for API Interactions: A Framework for Classification and Synthetic Data Generation.

Computer Vision-Driven Gesture Recognition: Toward Natural and Intuitive Human-Computer Harnessing LLMs for API Interactions: A Framework for Classification and Synthetic Data Generation

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-11T04:50:46.929973Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9ed34777-c66f-41ef-8330-cf1f0d18c4d6 · outbound

This paper cites Efficient and Aesthetic UI Design with a Deep Learning-Based Interface Generation Tree Algorithm.

Computer Vision-Driven Gesture Recognition: Toward Natural and Intuitive Human-Computer Efficient and Aesthetic UI Design with a Deep Learning-Based Interface Generation Tree Algorithm

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-11T04:50:46.933843Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6e3a8278-ae76-4216-9539-650b41a5b5ec · outbound

This paper cites Self-Supervised Credit Scoring with Masked Autoencoders: Addressing Data Gaps and Noise Robustly,.

Computer Vision-Driven Gesture Recognition: Toward Natural and Intuitive Human-Computer Self-Supervised Credit Scoring with Masked Autoencoders: Addressing Data Gaps and Noise Robustly,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:50:47.213158Z

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 a03c312b-666a-4cdd-93e5-f0e3f55d2d27 · outbound

This paper cites Transforming Multidimensional Time Series into Interpretable Event Sequences for Advanced Data Mining.

Computer Vision-Driven Gesture Recognition: Toward Natural and Intuitive Human-Computer Transforming Multidimensional Time Series into Interpretable Event Sequences for Advanced Data Mining

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-11T04:50:46.941141Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 61160461-4a92-459a-81bf-a37a3d139eeb · outbound

This paper cites Development of skeleton-based gait models for human movement recognition based on neural networks,.

Computer Vision-Driven Gesture Recognition: Toward Natural and Intuitive Human-Computer Development of skeleton-based gait models for human movement recognition based on neural networks,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:50:47.199733Z

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 67b9cf45-8b59-4ccb-b706-5fbe3db11233 · outbound

This paper cites Robust Hand Gesture Recognition Based On Computer Vision,.

Computer Vision-Driven Gesture Recognition: Toward Natural and Intuitive Human-Computer Robust Hand Gesture Recognition Based On Computer Vision,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:50:47.187503Z

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 cbd5ae5c-6161-4a9e-bf8b-4f845e93af05 · inbound

Multi-Level Attention and Contrastive Learning for Enhanced Text Classification with an Optimized Transformer cites this paper.

Multi-Level Attention and Contrastive Learning for Enhanced Text Classification with an Optimized Transformer Computer Vision-Driven Gesture Recognition: Toward Natural and Intuitive Human-Computer

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-10T15:57:30.363577Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 83edf617-9ccb-4751-830c-d45d8c41d780 · inbound

Graph Neural Network-Driven Hierarchical Mining for Complex Imbalanced Data cites this paper.

Graph Neural Network-Driven Hierarchical Mining for Complex Imbalanced Data Computer Vision-Driven Gesture Recognition: Toward Natural and Intuitive Human-Computer

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-09T00:42:49.729347Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 05d3e59c-841e-416d-af41-a8feed3ffc9f · inbound

Optimized Unet with Attention Mechanism for Multi-Scale Semantic Segmentation cites this paper.

Optimized Unet with Attention Mechanism for Multi-Scale Semantic Segmentation Computer Vision-Driven Gesture Recognition: Toward Natural and Intuitive Human-Computer

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-09T00:40:57.959173Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4f5c66e8-2b4e-41f7-b406-4cdbf500762e · inbound

A Deep Learning Approach to Interface Color Quality Assessment in HCI cites this paper.

A Deep Learning Approach to Interface Color Quality Assessment in HCI Computer Vision-Driven Gesture Recognition: Toward Natural and Intuitive Human-Computer

Reference 14

Resolution: verified exact; local_arxiv, observed 2026-08-07T20:08:31.437165Z

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.