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Model extraction

Papers archive 2025-07-28

archive papers tagged: 176 · with a code link: 57 · where Syntology ran a sample: 12 (10 with a run with no instrument failure, 2 where every run was a failure of Syntology's instrument) Syntology

Show: all tagged papersonly where code ran (12 of 176 tagged: 10 with a run with no instrument failure, 2 where every run was a failure of Syntology's instrument)

Page 2 of 2: papers 101 to 176 of 176, in archive order: by repositories listed in the archive (most first), then newest first, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers that list no repository come after every paper that lists one.

Papers without a page here are shown as plain text. A Syntology line reads “N ran (of which C constructed an object rather than computing a result; K with no instrument failure: H honoured, V violated, P with no contract checked; I where Syntology's instrument failed) · U unverified”; the figure “where Syntology's instrument failed” counts failures of Syntology's instrument, not of the code. When the archive marks a repository official for the paper, the line starts with that repository's state (the archive's flag, not a verdict on who wrote the code); hover it for the repositories the samples that ran came from. Abstracts are on each paper's page.

• Mercury: An Automated Remote Side-channel Attack to Nvidia Deep Learning Accelerator
  2 Aug 2023 0 repositories listed
• Automated Data-Driven Model Extraction and Validation of Inverter Dynamics with Grid Support Function
  28 Jul 2023 0 repositories listed
• Pareto-Secure Machine Learning (PSML): Fingerprinting and Securing Inference Serving Systems
  3 Jul 2023 0 repositories listed
• FDINet: Protecting against DNN Model Extraction via Feature Distortion Index
  20 Jun 2023 0 repositories listed
• Ownership Protection of Generative Adversarial Networks
  8 Jun 2023 0 repositories listed
• NaturalFinger: Generating Natural Fingerprint with Generative Adversarial Networks
  29 May 2023 0 repositories listed
• Model Extraction Attacks Against Reinforcement Learning Based Controllers
  25 Apr 2023 0 repositories listed
• GrOVe: Ownership Verification of Graph Neural Networks using Embeddings
  17 Apr 2023 0 repositories listed
• EZClone: Improving DNN Model Extraction Attack via Shape Distillation from GPU Execution Profiles
  6 Apr 2023 0 repositories listed
• A Desynchronization-Based Countermeasure Against Side-Channel Analysis of Neural Networks
  25 Mar 2023 0 repositories listed
• Model Extraction Attacks on Split Federated Learning
  13 Mar 2023 0 repositories listed
• An anatomy-based V1 model: Extraction of Low-level Features, Reduction of distortion and a V1-inspired SOM
  18 Feb 2023 0 repositories listed
• A Survey on Event-based News Narrative Extraction
  16 Feb 2023 0 repositories listed
• AUTOLYCUS: Exploiting Explainable AI (XAI) for Model Extraction Attacks against Interpretable Models
  4 Feb 2023 0 repositories listed
• Model Extraction Attack against Self-supervised Speech Models
  29 Nov 2022 0 repositories listed
• Seeds Don't Lie: An Adaptive Watermarking Framework for Computer Vision Models
  24 Nov 2022 0 repositories listed
• A Practical Introduction to Side-Channel Extraction of Deep Neural Network Parameters
  10 Nov 2022 0 repositories listed
• SEEK: model extraction attack against hybrid secure inference protocols
  14 Sep 2022 0 repositories listed
• DynaMarks: Defending Against Deep Learning Model Extraction Using Dynamic Watermarking
  27 Jul 2022 0 repositories listed
• Revealing Secrets From Pre-trained Models
  19 Jul 2022 0 repositories listed
• EVE: Environmental Adaptive Neural Network Models for Low-power Energy Harvesting System
  14 Jul 2022 0 repositories listed
• On the amplification of security and privacy risks by post-hoc explanations in machine learning models
  28 Jun 2022 0 repositories listed
• A Framework for Understanding Model Extraction Attack and Defense
  23 Jun 2022 0 repositories listed
• DualCF: Efficient Model Extraction Attack from Counterfactual Explanations
  13 May 2022 0 repositories listed
• Split HE: Fast Secure Inference Combining Split Learning and Homomorphic Encryption
  27 Feb 2022 0 repositories listed
• Fingerprinting Deep Neural Networks Globally via Universal Adversarial Perturbations
  17 Feb 2022 0 repositories listed
• Increasing the Cost of Model Extraction with Calibrated Proof of Work
  23 Jan 2022 0 repositories listed
• Efficiently Learning One Hidden Layer ReLU Networks From Queries
  1 Dec 2021 0 repositories listed
• DeepSteal: Advanced Model Extractions Leveraging Efficient Weight Stealing in Memories
  8 Nov 2021 0 repositories listed
• Efficiently Learning Any One Hidden Layer ReLU Network From Queries
  8 Nov 2021 0 repositories listed
• Watermarking Graph Neural Networks based on Backdoor Attacks
  21 Oct 2021 0 repositories listed
• First to Possess His Statistics: Data-Free Model Extraction Attack on Tabular Data
  30 Sep 2021 0 repositories listed
• A Novel Watermarking Framework for Ownership Verification of DNN Architectures
  29 Sep 2021 0 repositories listed
• HODA: Protecting DNNs Against Model Extraction Attacks via Hardness of Samples
  29 Sep 2021 0 repositories listed
• NASPY: Automated Extraction of Automated Machine Learning Models
  29 Sep 2021 0 repositories listed
• Was my Model Stolen? Feature Sharing for Robust and Transferable Watermarks
  29 Sep 2021 0 repositories listed
• Emerging AI Security Threats for Autonomous Cars -- Case Studies
  10 Sep 2021 0 repositories listed
• Student Surpasses Teacher: Imitation Attack for Black-Box NLP APIs
  29 Aug 2021 0 repositories listed
• Power-Based Attacks on Spatial DNN Accelerators
  28 Aug 2021 0 repositories listed
• MEGEX: Data-Free Model Extraction Attack against Gradient-Based Explainable AI
  19 Jul 2021 0 repositories listed
• HODA: Hardness-Oriented Detection of Model Extraction Attacks
  21 Jun 2021 0 repositories listed
• Model Extraction and Adversarial Attacks on Neural Networks using Switching Power Information
  15 Jun 2021 0 repositories listed
• Killing One Bird with Two Stones: Model Extraction and Attribute Inference Attacks against BERT-based APIs
  23 May 2021 0 repositories listed
• An Exact Poly-Time Membership-Queries Algorithm for Extraction a three-Layer ReLU Network
  20 May 2021 0 repositories listed
• A Review of Confidentiality Threats Against Embedded Neural Network Models
  4 May 2021 0 repositories listed
• Good Artists Copy, Great Artists Steal: Model Extraction Attacks Against Image Translation Models
  26 Apr 2021 0 repositories listed
• Thief, Beware of What Get You There: Towards Understanding Model Extraction Attack
  13 Apr 2021 0 repositories listed
• Using Python for Model Inference in Deep Learning
  1 Apr 2021 0 repositories listed
• BODAME: Bilevel Optimization for Defense Against Model Extraction
  11 Mar 2021 0 repositories listed
• Model Extraction and Defenses on Generative Adversarial Networks
  6 Jan 2021 0 repositories listed
• EXPLORING VULNERABILITIES OF BERT-BASED APIS
  1 Jan 2021 0 repositories listed
• Grey-box Extraction of Natural Language Models
  1 Jan 2021 0 repositories listed
• Sparsity-driven Digital Terrain Model Extraction
  7 Dec 2020 0 repositories listed
• A Knowledge Representation Approach to Automated Mathematical Modelling
  12 Nov 2020 0 repositories listed
• Monitoring-based Differential Privacy Mechanism Against Query-Flooding Parameter Duplication Attack
  1 Nov 2020 0 repositories listed
• Leveraging Extracted Model Adversaries for Improved Black Box Attacks
  30 Oct 2020 0 repositories listed
• Stealing Deep Reinforcement Learning Models for Fun and Profit
  9 Jun 2020 0 repositories listed
• Mitigating Query-Flooding Parameter Duplication Attack on Regression Models with High-Dimensional Gaussian Mechanism
  6 Feb 2020 0 repositories listed
• Model Extraction Attacks against Recurrent Neural Networks
  1 Feb 2020 0 repositories listed
• Adversarial Model Extraction on Graph Neural Networks
  16 Dec 2019 0 repositories listed
• Towards Security Threats of Deep Learning Systems: A Survey
  28 Nov 2019 0 repositories listed
• Quantifying (Hyper) Parameter Leakage in Machine Learning
  31 Oct 2019 0 repositories listed
• MaskedNet: The First Hardware Inference Engine Aiming Power Side-Channel Protection
  29 Oct 2019 0 repositories listed
• Extraction of Complex DNN Models: Real Threat or Boogeyman?
  11 Oct 2019 0 repositories listed
• High Accuracy and High Fidelity Extraction of Neural Networks
  3 Sep 2019 0 repositories listed
• Automating Agential Reasoning: Proof-Calculi and Syntactic Decidability for STIT Logics
  29 Aug 2019 0 repositories listed
• Adversarial Exploitation of Policy Imitation
  3 Jun 2019 0 repositories listed
• A framework for the extraction of Deep Neural Networks by leveraging public data
  22 May 2019 0 repositories listed
• Exploring Connections Between Active Learning and Model Extraction
  5 Nov 2018 0 repositories listed
• Don't encrypt the data; just approximate the model Towards Secure Transaction and Fair Pricing of Training Data
  1 Jan 2018 0 repositories listed
• Model Extraction Warning in MLaaS Paradigm
  20 Nov 2017 0 repositories listed
• Three-dimensional planar model estimation using multi-constraint knowledge based on k-means and RANSAC
  3 Aug 2017 0 repositories listed
• Interpretability via Model Extraction
  29 Jun 2017 0 repositories listed
• Interpreting Blackbox Models via Model Extraction
  23 May 2017 0 repositories listed
• Fraternal Twins: Unifying Attacks on Machine Learning and Digital Watermarking
  16 Mar 2017 0 repositories listed
• Bound Your Models! How to Make OWL an ASP Modeling Language
  3 Nov 2015 0 repositories listed