First Summer School on Artificial Intelligence in Cybersecurity

Accepted Papers

These papers are listed alphabetically by title.

1. A Lightweight Deep Learning Framework for Robust Video Watermarking in Adversarial Environments

Antonio Cedillo-Hernandez, Lydia Velazquez-Garcia and Manuel Cedillo-Hernandez
TEC de Monterrey, Instituto Politecnico Nacional

2. A Survey on Deep Learning-Based Techniques for Detecting AI-Generated Synthetic Images

Staycy Guevara, Ana Lucila Orozco Sandoval and Luis Javier García Villalba
Universidad Complutense de Madrid

3. Adaptive Neural Models for Encrypted Traffic Analysis: A Step Towards Secure Network Intelligence

Ashok Kumar Reddy Kuturla
Depaul university

4. Adversarial Attacks on Machine Learning Models for Network Traffic Filtering

Luis Alberto Martínez Hernández, Sandra Pérez Arteaga, Ana Lucila Sandoval Orozco y Luis Javier García Villalba
Universidad Complutense de Madrid

5. Audio-Based Drone Detection System Using FFT And Machine Learning Models

Leonardo Vicente Jimenez, Gabriel Sanchez Perez, Jose Portillo Portillo, Linda Karina Toscano Medina, Aldo Hernandez Suarez, Jesús Olivares Mercado and Hector Perez Meana
Instituto Politécnico Nacional (National Polytechnic Institute)

6. Audio-visual Fusion Technique for Detecting Sensitive Content in Videos

Daniel Povedano Álvarez, Ana Lucila Sandoval Orozco y Luis Javier García Villalba
Universidad Complutense de Madrid

7. Blockchain-Based Energy Metering and Billing: Improving Scalability, Security, and Efficiency

Tasmiya Mujawar
California Lutheran Univeristy

8. Blockchain-Enabled IoT for Smart Food Traceability: Cost and Performance Insights

Hari Sannamuri
University of central Oklahoma

9. Bridging Forecasts and Mitigation through Retrieval-Augmented Time-Series Models for Cybersecurity Incidents

Aldo Hernandez-Suarez, Gabriel Sanchez-Perez, Linda Karina Toscano-Medina, Hector Perez-Meana, Jose Portillo-Portillo, Jesus Olivares Mercado and Enrique Escamilla-Hernandez
Instituto Politécnico Nacional, Universidad Complutense de Madrid

10. Bridging the Data Gap in ML-Based NIDS: An Automated Honeynet Platform for Generating Real-World Malware Traffic Datasets

Gabriel Ulloa Cano, Gabriel Sanchez Perez, Jose Portillo Portillo, Linda Karina Toscano Medina, Aldo Hernandez Suarez, Jesus Olivares Mercado, Hector Perez Meana and Pablo Velarde Alvarado
Instituto Politécnico Nacional, Universidad Autónoma de Nayarit (UAN)

11. Cybersecurity and System Resilience for Deep Learning in Construction and demolition Waste Classification

Ruth Torres, Andres Caro, Mohammadhossein Homaei, Pablo Natera and Pablo Fernandez
Universidad de Extremadura

12. Design and Implementation of a UART Module on FPGA Using RTL for Cryptographic Encryption and Decryption Techniques

Chrisitan Antonio Colin Cejudo, Gonzalo Issac Duchén Sánchez and Gabriel Sánchez Pérez
Instituto Politécnico Nacional (IPN), Mexico

13. Detection of vulnerabilities in TensorFlow using BERT and LSTM

Sergio Muñoz Martín, Luis Alberto Martínez Hernández, Sandra Pérez Arteaga, Ana Lucila Sandoval Orozco y Luis Javier García Villalba
Universidad Complutense de Madrid

14. DNP3 protocol taxonomy

Jacinto Pérez García, Ana Lucila Sandoval Orozco and Luis Javier García Villalba
Universidad Complutense de Madrid

15. Dynamic facial expression recognition by concatenation of raw, semi-raw, and distance features

Jose Armando Sotelo Barrales, Mariko Nakano Miyatake, David Mata Mendoza, Hector Manuel Perez Meana and Enrique Escamilla Hernandez
Instituto Politécnico Nacional (IPN), Mexico

16. Ensuring the Secure Integration of Generative AI in Video Game Developments

Pablo Natera, Pablo Fernandez, Pablo Garcia, Antonio Silva, Ruth Torres and Alberto Carron
Universidad de Extremadura

17. Explainable Reputation Estimation from Web Service Reviews

Elmira Saeedi Taleghani, Ronald Ivan Maldonado Valencia, Jesús Angel Alonso López, Ana Lucila Sandoval Orozco y Luis Javier García Villalba
Universidad Complutense de Madrid

18. Exploring the real capabilities of the Flipper Zero

Francisco Javier Muñoz Ruiz, Agustín Javier Di Bartolo, Fernando Broncano-Morgado, Belén Ramírez Gabardino and Mar Ávila
Universidad de Extremadura

19. From Pose to Pitch: Classifying Baseball Pitch Types with Projection-Gated ST-GCN

Sergio Huesca-Flores, Gibran Benitez-Garcia, Oswaldo Juarez-Sandoval, Hiroki Takahashi and Mariko Nakano-Miyatake
Instituto Politecnico Nacional, Graduate School of Informatics and Engineering, The University of Electro-Communications, Tokyo, Japan

20. From Vibe Coding to Jailbreaking in Large Language Models: A Comparative Security Study

Eduardo Salas Castillo, Alejandra Guadalupe Silva Trujillo, Marian Sanchez Ibarra, Daniel Juárez Domínguez and Juan Carlos Cuevas Tello
Universidad Autónoma de San Luis Potosí

21. Graph-Based Analysis of Cyber Threat Intelligence Using Honeypot Data and Standardized Models

Naveen Krishna Nathani
Concordia University St Paul

22. Identifying PE32 binary files obfuscated with XOR using symbolic execution techniques

Bruce Azevedo, Luis Javier García Villalba and Robson Albuquerque
Universidad Politécnica de Madrid, Universidad Complutense de Madrid, Universidade de Brasília

23. Intelligent Agent-Driven Test Artifact Synthesis with Dynamic Environmental Feedback

Shahzaib Khan
Trine University

24. Leveraging MFCC and Mel-Spectrogram Representations for Deep Learning-Based Speech Recognition

Jose Antonio Lopez Olvera, Hector Manuel Pérez Meana, Elizabeth Garcia Rios and Enrique Escamilla Hernandez
Instituto Politécnico Nacional, Instituto Tecnológico Superior del Occidente del Estado de Hidalgo

25. MAS-Hunt: A Resilient AI Multi-Agent System for Threat Hunting

Paulo Matheus Silva, Daniel A. Silva, Robson Albuquerque, Georges D. A. Nze and Fábio L. L. Mendonça
University of Brasilia

26. Maturity Models in Information Security Audits

Daniel Zamora Jiménez, Lidia Prudente Tixteco y Pablo Ramón Mercado Hernández
Instituto Politécnico Nacional

27. Methodology for Rapid Security Testing of IP Cameras

Lidia Prudente-Tixteco, Gabriel Sánchez-Pérez, Jesús Olivares-Mercado y Aldo Hernández-Suárez
Instituto Politécnico Nacional

28. Monitoring water quality in small reservoirs using Sentinel-2 imagery and deep learning

Victoria Amores Chaparro, Fernando Broncano-Morgado, Pablo Fernández-González, Jesús Torrecilla and Aurora Cuartero
Universidad de Extremadura

29. Multi-dimensional and Traceable Trust Assessment in 6G networks

Jesús A. Alonso López, Ronald Iván Maldonado Valencia, Ana Lucila Sandoval Orozco and Luis Javier García Villalba
Universidad Complutense de Madrid

30. Multi-objective generation of S-boxes using evolutionary algorithms

Enrique Dávalos, Christian von Lücken, Adolfo Salas and Javier Benítez
Facultad Politécnica de la Universidad Nacional de Asunción

31. Optimizing Scientific Data Transfers with Software-Defined Networking

Vishal Makwana
University of Bridgeport

32. Privacy and Security in Mobile Applications Assisted by Artificial Intelligence

Sandra Pérez Arteaga, Ana Lucila Sandoval Orozco y Luis Javier García Villalba
Universidad Complutense de Madrid

33. Reinforcement Learning for the Optimization of Adaptive Intrusion Detection Systems

Óscar Mogollón-Gutiérrez, David Escudero García, José Carlos Sancho Núñez and Noemí DeCastro-García
Universidad de Extremadura, Universidad de León

34. Shield-X: Vectorization and Machine Learning-Based Pipeline for Network Traffic Threat Detection

Cláudio Henrique Marques de Oliveira, Marcelo Ladeira, Gustavo Cordeiro Galvão Van Erven and João José Costa Gondim
University of Brasilia

35. SMS processing using Optical Character Recognition for Smishing Detection

Lidia Prudente-Tixteco, Jesús Olivares-Mercado y Karina Toscano-Medina
Instituto Politécnico Nacional

36. Strengthen the "weakest link" in the chain of protection against cybercrime, Train users.

José Agustín Portas Yáñez, Ana Lucila Sandoval Orozco and Luis Javier García Villalba
Universidad Complutense de Madrid

37. Tecnologías inmersivas para la formación aeronáutica: Implementación de Realidad Virtual en aproximaciones complejas en aeropuertos colombianos

Louis Meziat Castro
SENA

38. Towards electoral digitization: Automatic classification of handwritten numbers in PREP system records

Miguel Angel Camargo Rojas, Gabriel Sánchez Pérez, José Portillo Portillo, Linda Karina Toscano Medina, Aldo Hernández Suárez, Jesús Olivares Mercado and Héctor Manuel Pérez Meana
Instituto Politécnico Nacional, Complutense University of Madrid

39. Towards Reliable 6G: Intelligent Trust Assessment with Hybrid Learning

Elmira Saeedi Taleghani, Ronald Ivan Maldonado Valencia, Jesús Angel Alonso López, Ana Lucila Sandoval Orozco y Luis Javier García Villalba
Universidad Complutense de Madrid

40. TransLowNet: An Online Framework for Video Anomaly Detection, Classification, and Localization

Jonathan Flores, Gibran Benitez, Mariko Nakano and Hiroki Takahashi
Instituto Politécnico Nacional, Graduate School of Informatics and Engineering, The University of Electro-Communications

41. Transparent Trust Assessment in 6G Using Blockchain

Ronald Iván Maldonado Valencia, Elmira Saeedi Taleghani, Jesús Angel Alonso López, Ana Lucila Sandoval Orozco y Luis Javier García Villalba
Universidad Complutense de Madrid

42. Unmasking Covert Channels: A Threat Detection Paper

Fahad Amin and Usman Imtiaz
North American University, Washington University of Science and Technology

43. Use of Natural Language Processing Techniques for Forensic Analysis in Spanish

Luis Alberto Martínez Hernández, Ana Lucila Sandoval Orozco y Luis Javier García Villalba
Universidad Complutense de Madrid

44. Vulnerabilities in the DNP 3.0 Communication Protocol in ICS/SCADA Systems on Critical Electrical Infrastructure

Jacinto Pérez García, Ana Lucila Sandoval Orozco and Luis Javier García Villalba
Universidad Complutense de Madrid

Accepted Papers

1. A Lightweight Deep Learning Framework for Robust Video Watermarking in Adversarial Environments

2. A Survey on Deep Learning-Based Techniques for Detecting AI-Generated Synthetic Images

3. Adaptive Neural Models for Encrypted Traffic Analysis: A Step Towards Secure Network Intelligence

4. Adversarial Attacks on Machine Learning Models for Network Traffic Filtering

5. Audio-Based Drone Detection System Using FFT And Machine Learning Models

6. Audio-visual Fusion Technique for Detecting Sensitive Content in Videos

7. Blockchain-Based Energy Metering and Billing: Improving Scalability, Security, and Efficiency

8. Blockchain-Enabled IoT for Smart Food Traceability: Cost and Performance Insights

9. Bridging Forecasts and Mitigation through Retrieval-Augmented Time-Series Models for Cybersecurity Incidents

10. Bridging the Data Gap in ML-Based NIDS: An Automated Honeynet Platform for Generating Real-World Malware Traffic Datasets

11. Cybersecurity and System Resilience for Deep Learning in Construction and demolition Waste Classification

12. Design and Implementation of a UART Module on FPGA Using RTL for Cryptographic Encryption and Decryption Techniques

13. Detection of vulnerabilities in TensorFlow using BERT and LSTM

14. DNP3 protocol taxonomy

15. Dynamic facial expression recognition by concatenation of raw, semi-raw, and distance features

16. Ensuring the Secure Integration of Generative AI in Video Game Developments

17. Explainable Reputation Estimation from Web Service Reviews

18. Exploring the real capabilities of the Flipper Zero

19. From Pose to Pitch: Classifying Baseball Pitch Types with Projection-Gated ST-GCN

20. From Vibe Coding to Jailbreaking in Large Language Models: A Comparative Security Study

21. Graph-Based Analysis of Cyber Threat Intelligence Using Honeypot Data and Standardized Models

22. Identifying PE32 binary files obfuscated with XOR using symbolic execution techniques

23. Intelligent Agent-Driven Test Artifact Synthesis with Dynamic Environmental Feedback

24. Leveraging MFCC and Mel-Spectrogram Representations for Deep Learning-Based Speech Recognition

25. MAS-Hunt: A Resilient AI Multi-Agent System for Threat Hunting

26. Maturity Models in Information Security Audits

27. Methodology for Rapid Security Testing of IP Cameras

28. Monitoring water quality in small reservoirs using Sentinel-2 imagery and deep learning

29. Multi-dimensional and Traceable Trust Assessment in 6G networks

30. Multi-objective generation of S-boxes using evolutionary algorithms

31. Optimizing Scientific Data Transfers with Software-Defined Networking

32. Privacy and Security in Mobile Applications Assisted by Artificial Intelligence

33. Reinforcement Learning for the Optimization of Adaptive Intrusion Detection Systems

34. Shield-X: Vectorization and Machine Learning-Based Pipeline for Network Traffic Threat Detection

35. SMS processing using Optical Character Recognition for Smishing Detection

36. Strengthen the "weakest link" in the chain of protection against cybercrime, Train users.

37. Tecnologías inmersivas para la formación aeronáutica: Implementación de Realidad Virtual en aproximaciones complejas en aeropuertos colombianos

38. Towards electoral digitization: Automatic classification of handwritten numbers in PREP system records

39. Towards Reliable 6G: Intelligent Trust Assessment with Hybrid Learning

40. TransLowNet: An Online Framework for Video Anomaly Detection, Classification, and Localization

41. Transparent Trust Assessment in 6G Using Blockchain

42. Unmasking Covert Channels: A Threat Detection Paper

43. Use of Natural Language Processing Techniques for Forensic Analysis in Spanish

44. Vulnerabilities in the DNP 3.0 Communication Protocol in ICS/SCADA Systems on Critical Electrical Infrastructure

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