cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.16412963
title: Cognition-Aware Object Detection for Physical Education

description: # CogniAthlete: Integrating Psychological State Modeling into Object Detection for Physical Education

## 🧠 Overview

**CogniAthlete** is a novel computational framework designed to enhance object detection tasks in physical education by incorporating **psychological state modeling**. Traditional methods often overlook mental conditions like attention, fatigue, motivation, or stress. CogniAthlete bridges this gap through **multi-modal learning**, **introspective decoding**, and a **perturbation-aware training strategy** to enable more personalized, robust, and interpretable systems.

---

## 📌 Key Features

- 🎯 **Psychological-Aware Detection:** Embeds mental states directly into object detection pipelines using latent cognitive-affective modeling.- 🔀 **Multimodal Encoder:** Integrates biometric, kinematic, environmental, and vocal data.- 🧩 **Graphical Propagation Layer:** Models temporal evolution of psychological states (e.g., motivation, fatigue, attention).- 🔄 **Mental Perturbation Decoding (MPD):** Simulates internal disruptions like stress spikes to improve model robustness.- 🪞 **Introspective Decoding:** Offers behavioral predictions and interpretable attributions from psychological latent space.- 💡 **Flow-State Recognition:** Detects cognitive "flow" moments for real-time training adaptation.- 🧬 **Subject Personalization:** Embeds athlete-specific factors for individualized feedback.

---

## 🚀 Architecture

The core architecture consists of:

- A **Transformer-based multi-modal encoder** that captures diverse input signals.- A **psychologically structured latent state processor** with gated updates.- A **domain-specific decoding strategy** to explain predictions through latent factors.- An **MPD training loop** that enhances resilience to psychological variability (see Figures 1–4 in the paper).

---

## 📊 Benchmark Performance

| Dataset       | Accuracy | F1 Score | AUC    ||---------------|----------|----------|--------|| LibriSpeech   | **88.92%** | 87.59%   | 90.23% || TIMIT         | 89.44%   | **87.12%** | 91.02% || Common Voice  | **85.96%** | 84.18%   | 88.03% || TED-LIUM      | 87.20%   | **85.92%** | 89.45% |

🏅 *Outperforms SOTA methods (YOLOv5, Faster R-CNN, RetinaNet) across clean and noisy conditions.*

---

## 🧪 Datasets Used

- [LibriSpeech](https://www.openslr.org/12/)- [TIMIT](https://catalog.ldc.upenn.edu/LDC93S1)- [Common Voice](https://commonvoice.mozilla.org/)- [TED-LIUM v3](https://www.openslr.org/51/)

---

## 🛠️ Implementation Details

- Framework: PyTorch + Fairseq- Features: 80-dim log-mel spectrograms- Text Tokenization: BPE (10k vocab)- Hardware: 4× NVIDIA A100 GPUs- Optimization: Beam Search + Dropout + Curriculum Sampling

---

## 🧪 How to Run

```bashgit clone https://github.com/<your-username>/CogniAthlete.gitcd CogniAthletepip install -r requirements.txt

# Train with MPDpython train.py --config configs/cogniathlete.yaml

# Evaluate on LibriSpeechpython evaluate.py --dataset librispeech --checkpoint checkpoints/best_model.pth
DOI: 10.5517/ccdc.csd.cc2lts6f
title: CCDC 2408055: Experimental Crystal Structure Determination

description: Related Article: Zichen Zhao, Jianyu Wei, Zhong-Ling Lang, Manzhou Chi, Xiaoyi Liu, Jiaxin Yang, Guo-Yu Yang, Hongjin Lv|2025|J.Am.Chem.Soc.|147|25107|doi:10.1021/jacs.5c09440
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2mpxbl
title: CCDC 2434130: Experimental Crystal Structure Determination

description: Related Article: Mingdong Zhong, Zheng Su, Xiaohui Jiang, Liuyang Chen, Youwen Guo, Herbert W. Roesky, Shaoguang Zhang|2025|Inorg.Chem.|64|14428|doi:10.1021/acs.inorgchem.5c01679
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2mpxcm
title: CCDC 2434131: Experimental Crystal Structure Determination

description: Related Article: Mingdong Zhong, Zheng Su, Xiaohui Jiang, Liuyang Chen, Youwen Guo, Herbert W. Roesky, Shaoguang Zhang|2025|Inorg.Chem.|64|14428|doi:10.1021/acs.inorgchem.5c01679
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2mpxdn
title: CCDC 2434132: Experimental Crystal Structure Determination

description: Related Article: Mingdong Zhong, Zheng Su, Xiaohui Jiang, Liuyang Chen, Youwen Guo, Herbert W. Roesky, Shaoguang Zhang|2025|Inorg.Chem.|64|14428|doi:10.1021/acs.inorgchem.5c01679
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2mpxfp
title: CCDC 2434133: Experimental Crystal Structure Determination

description: Related Article: Mingdong Zhong, Zheng Su, Xiaohui Jiang, Liuyang Chen, Youwen Guo, Herbert W. Roesky, Shaoguang Zhang|2025|Inorg.Chem.|64|14428|doi:10.1021/acs.inorgchem.5c01679
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2mpxgq
title: CCDC 2434134: Experimental Crystal Structure Determination

description: Related Article: Mingdong Zhong, Zheng Su, Xiaohui Jiang, Liuyang Chen, Youwen Guo, Herbert W. Roesky, Shaoguang Zhang|2025|Inorg.Chem.|64|14428|doi:10.1021/acs.inorgchem.5c01679
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2mpxhr
title: CCDC 2434135: Experimental Crystal Structure Determination

description: Related Article: Mingdong Zhong, Zheng Su, Xiaohui Jiang, Liuyang Chen, Youwen Guo, Herbert W. Roesky, Shaoguang Zhang|2025|Inorg.Chem.|64|14428|doi:10.1021/acs.inorgchem.5c01679
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2mpxkt
title: CCDC 2434137: Experimental Crystal Structure Determination

description: Related Article: Mingdong Zhong, Zheng Su, Xiaohui Jiang, Liuyang Chen, Youwen Guo, Herbert W. Roesky, Shaoguang Zhang|2025|Inorg.Chem.|64|14428|doi:10.1021/acs.inorgchem.5c01679
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2mpxlv
title: CCDC 2434138: Experimental Crystal Structure Determination

description: Related Article: Mingdong Zhong, Zheng Su, Xiaohui Jiang, Liuyang Chen, Youwen Guo, Herbert W. Roesky, Shaoguang Zhang|2025|Inorg.Chem.|64|14428|doi:10.1021/acs.inorgchem.5c01679
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2mtpfl
title: CCDC 2437760: Experimental Crystal Structure Determination

description: Related Article: Bowen Li, Valero G. Alfonso, Alessio Puggioli, Albert Solé-Daura, Feliu Maseras, Marcos G. Suero|2025|J.Am.Chem.Soc.|147|24206|doi:10.1021/jacs.5c06139
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/dl.cg6pv3
title: Occurrence Download

description: A dataset containing 36515 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Taxon occurrence data for the FungalRoot database"
 ]
}

 The dataset includes 36515 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039909-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccdc.csd.cc2mx8sm
title: CCDC 2440251: Experimental Crystal Structure Determination

description: Related Article: Cole D. Stearns, Ajeet Kumar, Ion Ghiviriga, Lukasz M. Dobrzycki, Khalil A. Abboud, Ronald K. Castellano|2025|J.Am.Chem.Soc.|147|24615|doi:10.1021/jacs.5c05543
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2mx8tn
title: CCDC 2440252: Experimental Crystal Structure Determination

description: Related Article: Cole D. Stearns, Ajeet Kumar, Ion Ghiviriga, Lukasz M. Dobrzycki, Khalil A. Abboud, Ronald K. Castellano|2025|J.Am.Chem.Soc.|147|24615|doi:10.1021/jacs.5c05543
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.1285/i20398573v11n1p3
title: Index
DOI: 10.5517/ccdc.csd.cc2mx8wq
title: CCDC 2440254: Experimental Crystal Structure Determination

description: Related Article: Cole D. Stearns, Ajeet Kumar, Ion Ghiviriga, Lukasz M. Dobrzycki, Khalil A. Abboud, Ronald K. Castellano|2025|J.Am.Chem.Soc.|147|24615|doi:10.1021/jacs.5c05543
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2n1lx7
title: CCDC 2444409: Experimental Crystal Structure Determination

description: Related Article: Wenguang Li, Yongqi Yu, Heyun Sheng, Man Cao, Ming Chen, Wenchao Gao, Xu Zhang, Fengyun Su, Ting Li|2025|Chem.Commun.|61|10835|doi:10.1039/D5CC02783G
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2mpxjs
title: CCDC 2434136: Experimental Crystal Structure Determination

description: Related Article: Mingdong Zhong, Zheng Su, Xiaohui Jiang, Liuyang Chen, Youwen Guo, Herbert W. Roesky, Shaoguang Zhang|2025|Inorg.Chem.|64|14428|doi:10.1021/acs.inorgchem.5c01679
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2n9lxh
title: CCDC 2452097: Experimental Crystal Structure Determination

description: Related Article: Jinxiang Yang, Jiasheng Wang, Bo Li, Yuqing Yan, Zhiwu Qiao, Haibo Liu, Yicong Zhu|2025|Dalton Trans.|54|10769|doi:10.1039/D5DT01177A
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc1j5h4b
title: CCDC 1405451: Experimental Crystal Structure Determination

description: Related Article: Ahmad F. Kassir, Daniel Lupp, Jakub Grabowski, Jarosław M. Granda, Janusz Jurczak|2025|Org.Biomol.Chem.|23|6969|doi:10.1039/D5OB00760G
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2n1zl9
title: CCDC 2444771: Experimental Crystal Structure Determination

description: Related Article: Luyao Chen, Wei Hu, Caijin Lei, Jie Tang, Chuan Xiao, Guangbin Cheng, Hongwei Yang|2025|CrystEngComm|27|4976|doi:10.1039/D5CE00504C
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.1285/i20398573v11n1p5
title: Steps Forward and Backward on Abortion Rights in Advanced Democracies
DOI: 10.15468/dl.a75eun
title: Occurrence Download

description: A dataset containing 10613 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sisyrinchium montanum"
 ]
}

 The dataset includes 10613 records from 327 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039910-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/hzw6zpzp9j
title: Improved Sleep Spindle Detection Using the BOSC Method: A Comparison with Traditional Approaches

description: Here you will find the following data and code used in our paper:
- BOSC Spindle Detection Code and Supporting Function Folder (BOSC2)
- Traditional Spindle Detection Code
- 1/f Background Signal Generation Code
- Synthetic Spindle Generation Code
- Single Wave Pulse Generation Code
- LVS and HVS Amplitudes Needed for Synthetic Generation Codes
- Synthetic Spindle Dataset
- Single Wave Pulse Dataset
- Raw Cortical Natural Sleep Recordings from Rats x4
DOI: 10.17632/hzw6zpzp9j.1
title: Improved Sleep Spindle Detection Using the BOSC Method: A Comparison with Traditional Approaches

description: Here you will find the following data and code used in our paper:
- BOSC Spindle Detection Code and Supporting Function Folder (BOSC2)
- Traditional Spindle Detection Code
- 1/f Background Signal Generation Code
- Synthetic Spindle Generation Code
- Single Wave Pulse Generation Code
- LVS and HVS Amplitudes Needed for Synthetic Generation Codes
- Synthetic Spindle Dataset
- Single Wave Pulse Dataset
- Raw Cortical Natural Sleep Recordings from Rats x4
DOI: 10.15468/dl.fmeg89
title: Occurrence Download

description: A dataset containing 716 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Erigeron canadensis",
 "Country is Slovakia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 716 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039911-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.1285/i20398573v11n1p11
title: Abortion Laws in Democracies: Revisiting the Political Development Aspect of Modernization

description: It is assumed that civil liberties are well-established in democratic societies. Women's bodily rights are among these liberties, as feminist scholars argue that a woman's right to decide about her own body is a fundamental human right. However, we still observe a wide range of variations in abortion laws in democratic countries that warrant serious inquiry. Since 1994, with the exceptions of the US and Poland's regression in abortion laws, democratic countries have generally opted to liberalize their abortion laws (Center for Reproductive Rights, 2024). Despite a consensus on ensuring access to safe and legal abortions, the extent of liberalization and the grounds on which abortion is permitted vary widely. The main aim of this study is to identify the political determinants of abortion legislation in democratic countries by employing the analytical framework of modernization as a shared point of experience. This study includes a statistical analysis of 63 countries listed as "free" in the Freedom in the World Report 2024, aiming to contribute to the literature by providing a large-N comparative analysis of democratic societies. The findings suggest that abortion laws in democratic societies are shaped by religious organizations' power over policy-makers, as well as the EU as a supranational legislative power, and the quality of democracy.
DOI: 10.15468/dl.n2k5v3
title: Occurrence Download

description: A dataset containing 25008 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sisyrinchium bellum"
 ]
}

 The dataset includes 25008 records from 166 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039912-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/9zvpm6zrj9.1
title: Territory and Group Structure of Free-Ranging Dogs in Urban–Rural India: Data for Testing the Resource Dispersion Hypothesis

description: This dataset supports a study testing the Resource Dispersion Hypothesis (RDH) in free-ranging dogs (Canis lupus familiaris) across urban and rural habitats in India. It includes spatial and social data collected through two complementary approaches: a census-based study and a territory-based tracking study, conducted over three reproductive seasons—pre-mating, mating, and post-mating (pup emergence).

The census-based dataset comprises observations from 52 rural and 41 urban sites, where surveys documented dog presence, group structure, age-sex classification, and affiliative interactions. Each survey area was defined as a polygon (1.29 to 161 hectares) encompassing human settlements and nearby accessible areas. Observers also geolocated and categorized food-related resources (e.g., waste bins, food stalls, shops, markets), recorded anthropogenic food subsidies through household surveys, and scored resource points following published protocols.

The territory-based dataset includes high-resolution spatio-temporal tracking of free-ranging dog groups across multiple seasons. Territories were defined using behavioural observations (≥30 hours per group/season), focusing on aggression, scent-marking, and territorial defense. Each territory polygon includes GPS-marked boundaries and mapped food resources.

Resource distribution within each territory is quantified using:

Patch Richness (total food resource points),
Resource Heterogeneity (types of food sources), and
Resource Dispersion (mean inter-resource distances, calculated using R spatial packages).
The dataset also includes metadata on dog group composition, male:female ratios, and seasonal changes in territory size.

Statistical analysis scripts (GLMs and GLMMs using lme4 and glmmTMB in R) are available to reproduce the findings. The data can be used to study spatial ecology, urban animal behaviour, and effects of human-driven resource variation on free-ranging species.
DOI: 10.1285/i20398573v11n1p31
title: Constitutionalizing Abortion in France. A "civilizational imperative" to safeguard access and counter international backlash?

description: In March 2024, the French parliament enshrined the "guaranteed freedom" for a woman to terminate her pregnancy in the French Constitution. This article examines both the political trajectory that led to this constitutional change and the discourses employed by political actors to legitimize, contest, or influence the revision process. While the constitutionalizing of abortion was widely supported, the process through which the Constitution was amended hosted a series of critical debates on the relevance, necessity, and implications of such a move. We examine these debates to understand how these discussions reflect broader political and ideological frontlines. We identify and analyze the main discursive frameworks employed by political actors to justify the effort to constitutionalize abortion and influence the constitutional revision. We argue that underlying the move to constitutionalize abortion lies a "civilizational" imperative to safeguard access and counter backlash - a dynamic that reveals how abortion politics increasingly function as a core biopolitical issue leveraged by different political actors to articulate their identity and order their values.
DOI: 10.15468/dl.4rnnb9
title: Occurrence Download

description: A dataset containing 1481 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Erigeron canadensis",
 "Country is Slovenia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1481 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039913-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.