Anyscale Learning For All (ALFA)
Scalable machine learning technology, Adversarial AI, Evolutionary algorithms, and data science frameworks.
Cambridge, MA, USA
Pinned Repositories
adv-malware-viz
"On Visual Hallmarks of Robustness to Adversarial Malware" by Alex Huang, Abdullah Al-Dujaili, Erik Hemberg, Una-May O'Reilly
adversarial-code-generation
[ICLR 2021] "Generating Adversarial Computer Programs using Optimized Obfuscations" by Shashank Srikant, Sijia Liu, Tamara Mitrovska, Shiyu Chang, Quanfu Fan, Gaoyuan Zhang, and Una-May O'Reilly
bayesopt-nash-eq
BRON
"Linking Threat Tactics, Techniques, and Patterns with Defensive Weaknesses, Vulnerabilities and Affected Platform Configurations for Cyber Hunting" by Erik Hemberg, Jonathan Kelly, Michal Shlapentokh-Rothman, Bryn Reinstadler, Katherine Xu, Nick Rutar, Una-May O'Reilly
code-representations-ml-brain
[NeurIPS 2022] "Convergent Representations of Computer Programs in Human and Artificial Neural Networks" by Shashank Srikant*, Benjamin Lipkin*, Anna A. Ivanova, Evelina Fedorenko, Una-May O'Reilly.
lipizzaner-gan
[AAAI 2018] "Towards distributed coevolutionary GANs" by Abdullah Al-Dujaili, Tom Schmiedlechner, Erik Hemberg, Una-May O'Reilly
malware_challenge
[AdvML@KDD 2019] Robust Malware Detection Challenge
neural-program-comprehension
[eLife 2020] "Comprehension of computer code relies primarily on domain-general executive brain regions" by Anna A. Ivanova, Shashank Srikant, Yotaro Sueoka, Hope H. Kean, Riva Dhamala, Una-May O'Reilly, Marina U. Bers, Evelina Fedorenko
robust-adv-malware-detection
[IEEE S&P Workshop 2018] "Adversarial Deep Learning for Robust Detection of Binary Encoded Malware" Abdullah Al-Dujaili, Alex Huang, Erik Hemberg, Una-May O’Reilly
Tutorial_GP-LLM
Code for Tutorial on Genetic Programming and Large Language Models
Anyscale Learning For All (ALFA)'s Repositories
ALFA-group/robust-adv-malware-detection
[IEEE S&P Workshop 2018] "Adversarial Deep Learning for Robust Detection of Binary Encoded Malware" Abdullah Al-Dujaili, Alex Huang, Erik Hemberg, Una-May O’Reilly
ALFA-group/BRON
"Linking Threat Tactics, Techniques, and Patterns with Defensive Weaknesses, Vulnerabilities and Affected Platform Configurations for Cyber Hunting" by Erik Hemberg, Jonathan Kelly, Michal Shlapentokh-Rothman, Bryn Reinstadler, Katherine Xu, Nick Rutar, Una-May O'Reilly
ALFA-group/lipizzaner-gan
[AAAI 2018] "Towards distributed coevolutionary GANs" by Abdullah Al-Dujaili, Tom Schmiedlechner, Erik Hemberg, Una-May O'Reilly
ALFA-group/adversarial-code-generation
[ICLR 2021] "Generating Adversarial Computer Programs using Optimized Obfuscations" by Shashank Srikant, Sijia Liu, Tamara Mitrovska, Shiyu Chang, Quanfu Fan, Gaoyuan Zhang, and Una-May O'Reilly
ALFA-group/malware_challenge
[AdvML@KDD 2019] Robust Malware Detection Challenge
ALFA-group/bayesopt-nash-eq
ALFA-group/neural-program-comprehension
[eLife 2020] "Comprehension of computer code relies primarily on domain-general executive brain regions" by Anna A. Ivanova, Shashank Srikant, Yotaro Sueoka, Hope H. Kean, Riva Dhamala, Una-May O'Reilly, Marina U. Bers, Evelina Fedorenko
ALFA-group/code-representations-ml-brain
[NeurIPS 2022] "Convergent Representations of Computer Programs in Human and Artificial Neural Networks" by Shashank Srikant*, Benjamin Lipkin*, Anna A. Ivanova, Evelina Fedorenko, Una-May O'Reilly.
ALFA-group/adv-malware-viz
"On Visual Hallmarks of Robustness to Adversarial Malware" by Alex Huang, Abdullah Al-Dujaili, Erik Hemberg, Una-May O'Reilly
ALFA-group/Tutorial_GP-LLM
Code for Tutorial on Genetic Programming and Large Language Models
ALFA-group/ABL-Unity3D
ABL-Unity3D is a GUI-based and efficient Genetic Programming (GP) and AI Planning framework designed for agent-based learning (ABL) research.
ALFA-group/AI4CyberMLHat_2022
Code for AI4CyberMLHat 2022 workshop paper
ALFA-group/CoLAB-Workshop-2019
CoLAB Workshop 2019
ALFA-group/darkhorseSDN
DarkHorse SDN
ALFA-group/ML4Cyber2022
Code used for ML4Cyber2022 publication
ALFA-group/blackbox-adv-examples-signhunter
A repository for the query-efficient black-box attack, SignHunter
ALFA-group/RaceInjector-counterexamples
[SOAP 2023, PLDI] Counterexamples generated by RaceInjector
ALFA-group/reckless-minimax
[LeGO/GOW 2018] "On the Application of Danskin’s Theorem to Derivative-Free Minimax Optimization" by Abdullah Al-Dujaili, Shashank Srikant, Erik Hemberg, Una-May O'Reilly
ALFA-group/AI4Cyber_Wkshp_LLM_QA_Paper_2023
AI4Cyber KDD Workshop 2023 Code for Assessing LLM QA Paper 2023
ALFA-group/beacons-in-code-comprehension
ALFA-group/CLAW-SAT
[SANER 2023] "CLAWSAT: Towards Both Robust and Accurate Code Models" by Jinghan Jia*, Shashank Srikant*, Tamara Mitrovska, Chuang Gan, Shiyu Chang, Sijia Liu, Una-May O'Reilly
ALFA-group/EEG_coma
ALFA-group/lipizzaner-ae
Cooperative Spatial Topologies for Autoencoder Training
ALFA-group/lipizzaner-web
ALFA web
ALFA-group/SNAPT
Simple Network Advanced Persistance Threat (SNAPT)
ALFA-group/STGP-Sharp
A strongly-typed genetic programming implementation in C#