Anderson, Ross
- Dynamic / ME-JEPA v2.0.0-rc1: Audited World-Model Runtime and Verified Training-Corpus Artifact
Recursive training on model-generated data causes generative models to lose information about rare events and eventually collapse into inaccurate outputs.
2023/05/27 by Ilia Shumailov, Shumailov, Ilia, Zakhar Shumaylov +9 · 59 voices · 60 citations
Computer Science · #Topic Modeling #Natural Language Processing Techniques #Computational Physics and Python Applications
- Hearing your touch: A new acoustic side channel on smartphones
2019/03/26 by Ilia Shumailov, Laurent Simon, Shumailov, Ilia +5 · 3 voices · 1 citation
#cs.CR #cs.AI
- Bad Characters: Imperceptible NLP Attacks
2021/06/18 by Nicholas Boucher, Boucher, Nicholas, Ilia Shumailov +5 · 1 voice · 6 citations
Computer Science · #Adversarial Robustness in Machine Learning
- Maxwell's fluid model of magnetism
2015/02/20 by Robert Brady, Ross Anderson, Brady, Robert +1 · 2 voices
#quant-ph
- Sponge Examples: Energy-Latency Attacks on Neural Networks
2020/06/05 by Shumailov, Ilia, Zhao, Yiren, Bates, Daniel +3 · 16 citations
#Computation and Language (cs.CL) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Strong mixed-integer programming formulations for trained neural networks
2018/11/20 by Ross Anderson, Anderson, Ross, Joey Huchette +5 · 11 citations
Computer Science · Engineering · #Adversarial Robustness in Machine Learning #FOS: Computer and information sciences #FOS: Mathematics #Fault Detection and Control Systems #Machine Learning (cs.LG) #Machine Learning and Algorithms #Optimization and Control (math.OC)
- Trojan Source: Invisible Vulnerabilities
2021/10/30 by Nicholas Boucher, Boucher, Nicholas, Ross Anderson +1 · 3 voices · 1 citation
Computer Science · #Advanced Malware Detection Techniques #Security and Verification in Computing #Web Application Security Vulnerabilities #cs.CR #cs.PL
- CAQL: Continuous Action Q-Learning
2019/09/26 by Moonkyung Ryu, Yinlam Chow, Ryu, Moonkyung +7 · 3 citations
Computer Science · #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Reinforcement Learning in Robotics
- One Protocol to Rule Them All? On Securing Interoperable Messaging
2023/03/24 by Jenny Blessing, Ross Anderson, Blessing, Jenny +1 · 1 voice · 1 citation
Computer Science · Social Sciences · #Advanced Authentication Protocols Security #Computers and Society (cs.CY) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Privacy, Security, and Data Protection #User Authentication and Security Systems #cs.CR #cs.CY
- Manipulating SGD with Data Ordering Attacks
2021/04/19 by Shumailov, Ilia, Shumaylov, Zakhar, Kazhdan, Dmitry +4 · 3 citations
#Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Machine Learning needs Better Randomness Standards: Randomised Smoothing and PRNG-based attacks
2023/06/24 by Dahiya, Pranav, Shumailov, Ilia, Anderson, Ross · 4 citations
#Artificial Intelligence (cs.AI) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- The Convex Relaxation Barrier, Revisited: Tightened Single-Neuron Relaxations for Neural Network Verification
2020/06/24 by Christian Tjandraatmadja, Tjandraatmadja, Christian, Ross Anderson +9 · 2 citations
Computer Science · Engineering · #68T07 #Advanced Memory and Neural Computing #Adversarial Robustness in Machine Learning #FOS: Computer and information sciences #Integrated Circuits and Semiconductor Failure Analysis #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Sitatapatra: Blocking the Transfer of Adversarial Samples
2019/01/23 by Ilia Shumailov, Shumailov, Ilia, Xitong Gao +9 · 1 citation
Computer Science · Engineering · #Adversarial Robustness in Machine Learning #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Integrated Circuits and Semiconductor Failure Analysis #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Physical Unclonable Functions (PUFs) and Hardware Security
- Blackbox Attacks on Reinforcement Learning Agents Using Approximated Temporal Information
2019/09/06 by Zhao, Yiren, Shumailov, Ilia, Cui, Han +3 · 1 citation
#Computer Vision and Pattern Recognition (cs.CV) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Reinforcement Learning with Combinatorial Actions: An Application to Vehicle Routing
2020/10/22 by Delarue, Arthur, Anderson, Ross, Tjandraatmadja, Christian · 1 citation
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC)
- Markpainting: Adversarial Machine Learning meets Inpainting
2021/06/01 by Khachaturov, David, Shumailov, Ilia, Zhao, Yiren +2 · 1 citation
#Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Computers and Society (cs.CY) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Tendrils of Crime: Visualizing the Diffusion of Stolen Bitcoins
2019/01/07 by Mansoor Ahmed-Rengers, Ahmed-Rengers, Mansoor, Ilia Shumailov +3 · 1 voice
Computer Science · #Anomaly Detection Techniques and Applications #Blockchain Technology Applications and Security #Computers and Society (cs.CY) #Cryptography and Security (cs.CR) #Data Visualization and Analytics #FOS: Computer and information sciences #Human-Computer Interaction (cs.HC) #cs.CR #cs.CY #cs.HC
- When Vision Fails: Text Attacks Against ViT and OCR
2023/06/12 by Nicholas Boucher, Boucher, Nicholas, Jenny Blessing +7 · 1 citation
Computer Science · #Advanced Malware Detection Techniques #Adversarial Robustness in Machine Learning #Cryptography and Security (cs.CR) #Digital Media Forensic Detection #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Yet Another Diminishing Spark: Low-level Cyberattacks in the Israel-Gaza Conflict
2025/04/22 by Vu, Anh V., Hutchings, Alice, Anderson, Ross · 1 citation
#Cryptography and Security (cs.CR) #FOS: Computer and information sciences