I am excited to share that our paper "DRMD: Deep Reinforcement Learning for Malware Detection under Concept Drift" has been accepted to AAAI 2026.
https://t.co/Qg4ETRVR1Z
Co-Authors @0x6d66, @mario_donghia, @hkscy, @mavroudisv , Nicola Paoletti, and @fbpierazzi .
#AAAI2026
the CIA is not ready for the RL era
israeli intelligence guy just hacked into a live surveillance camera in front of me with an exploit generated by qwen
vulnerable software is simulatable.
penetration success is verifiable.
hacking is RLable.
1/ A thread to describe our recent workshop paper and repository on RL in autonomous cyber (network) defence: "Entity-based Reinforcement Learning for Autonomous Cyber Defence", with @mavroudisv , @AlbiCaron and @hkscy. https://t.co/EdzUKlfqnk
https://t.co/grYUXP9EVQ
Many cyber simulators have been built for training autonomous blue agents. If your environment setup is: (obs, reward) → red turn → blue turn → (obs_2, reward_2), then it's like trying to play chess with a bag placed over your head before each of your opponent's moves.
I spent my weekend thinking about whether Freud’s tripartite personality model could teach us anything about designing better reinforcement learning agents - https://t.co/62XgwSoT9R #ReinforcementLearning#AIethics#rl#AI
If you're attending @acm_ccs, pop by https://t.co/XEKuj1DC8J on Thursday. Our team has two papers on deep reinforcement learning for cyberdefence:
1. DRL for resilient drone communications (spotlight, presented by @hkscy at 10:50am)
2. Reward shaping for RL in cyberdefence (poster session, presented by Liz Bates)
Links to the papers: https://t.co/bNSozkBCqr
The immense economic & societal damage caused by cyberattacks has increased interest in #AI-enhanced #CyberDefence.
📒 The Turing’s CETaS & @CSETGeorgetown researched a promising approach to creating autonomous cyber defence agents: reinforcement learning
https://t.co/hZtlxrvTgw
📣Do you enjoy ML or Cyber Security?👇
We're hiring more researchers for the Turing’s "AI for Cyber Defense" research centre!
We build autonomous agents🤖and excel in:
🥳Fun
📜Papers
😎Competitions
Apply https://t.co/LjlO9P10Hu & https://t.co/xh6gnpuO0k
@hkscy's & my DMs open
@charliehrysmith The hard part is the #DigitalID needed to prevent Sybil attacks! Blockchains fall apart once you introduce claims or data that can’t be stored on the chain (I.e, anything other than a public key)
cf. This looks tidy but was a pain to install and is difficult to remove! These low-cost devices are used by the majority in some countries e.g., in Sub-Saharan Africa. [2/2]