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Adversarial Defense

Papers archive 2025-07-28

archive papers tagged: 403 · with a code link: 216 · where Syntology ran a sample: 66 (51 with a run with no instrument failure, 15 where every run was a failure of Syntology's instrument) Syntology

Show: all tagged papersonly where code ran (66 of 403 tagged: 51 with a run with no instrument failure, 15 where every run was a failure of Syntology's instrument)

Page 3 of 5: papers 201 to 300 of 403, 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.

• Is AmI (Attacks Meet Interpretability) Robust to Adversarial Examples?
  6 Feb 2019 1 repository listed
• Image Super-Resolution as a Defense Against Adversarial Attacks
  7 Jan 2019 1 repository listed
• PPD: Permutation Phase Defense Against Adversarial Examples in Deep Learning
  25 Dec 2018 1 repository listed
• Adversarial Defense of Image Classification Using a Variational Auto-Encoder
  7 Dec 2018 1 repository listed
• MMA Training: Direct Input Space Margin Maximization through Adversarial Training
  6 Dec 2018 1 repository listed
• Adversarial Defense by Stratified Convolutional Sparse Coding
  30 Nov 2018 1 repository listed
• Parametric Noise Injection: Trainable Randomness to Improve Deep Neural Network Robustness against Adversarial Attack
  22 Nov 2018 1 repository listed Syntology official (archive's flag): 6 ran · 6 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 0 violated, 6 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (of 8 harvested samples) · 3 pointer-only (licence)
• Adv-BNN: Improved Adversarial Defense through Robust Bayesian Neural Network
  1 Oct 2018 1 repository listed Syntology official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 3 unverified (of 4 harvested samples)
• CAAD 2018: Generating Transferable Adversarial Examples
  29 Sep 2018 1 repository listed
• Adversarial Defense via Data Dependent Activation Function and Total Variation Minimization
  23 Sep 2018 1 repository listed
• A Game-Based Approximate Verification of Deep Neural Networks with Provable Guarantees
  10 Jul 2018 1 repository listed Syntology official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (of 4 harvested samples)
• Stochastic Activation Pruning for Robust Adversarial Defense
  5 Mar 2018 1 repository listed
• Are Generative Classifiers More Robust to Adversarial Attacks?
  19 Feb 2018 1 repository listed Syntology official: harvested, nothing ran · 0 ran · 2 unverified (of 2 harvested samples)
• Characterizing Adversarial Subspaces Using Local Intrinsic Dimensionality
  8 Jan 2018 1 repository listed Syntology official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 1 harvested sample)
• Countering Adversarial Images using Input Transformations
  31 Oct 2017 1 repository listed
• Adversarial-Playground: A Visualization Suite Showing How Adversarial Examples Fool Deep Learning
  1 Aug 2017 1 repository listed
• Active Adversarial Noise Suppression for Image Forgery Localization
  15 Jun 2025 0 repositories listed
• Sylva: Tailoring Personalized Adversarial Defense in Pre-trained Models via Collaborative Fine-tuning
  4 Jun 2025 0 repositories listed
• Adversarially Robust AI-Generated Image Detection for Free: An Information Theoretic Perspective
  28 May 2025 0 repositories listed
• Are classical deep neural networks weakly adversarially robust?
  28 May 2025 0 repositories listed
• A Framework for Adversarial Analysis of Decision Support Systems Prior to Deployment
  27 May 2025 0 repositories listed
• EdgeAgentX: A Novel Framework for Agentic AI at the Edge in Military Communication Networks
  24 May 2025 0 repositories listed
• Hydra: An Agentic Reasoning Approach for Enhancing Adversarial Robustness and Mitigating Hallucinations in Vision-Language Models
  19 Apr 2025 0 repositories listed
• A Knowledge-guided Adversarial Defense for Resisting Malicious Visual Manipulation
  11 Apr 2025 0 repositories listed
• AdPO: Enhancing the Adversarial Robustness of Large Vision-Language Models with Preference Optimization
  2 Apr 2025 0 repositories listed
• Leveraging Generalizability of Image-to-Image Translation for Enhanced Adversarial Defense
  2 Apr 2025 0 repositories listed
• Robust Deep Reinforcement Learning in Robotics via Adaptive Gradient-Masked Adversarial Attacks
  26 Mar 2025 0 repositories listed
• Class-Conditional Neural Polarizer: A Lightweight and Effective Backdoor Defense by Purifying Poisoned Features
  23 Feb 2025 0 repositories listed
• ShieldLearner: A New Paradigm for Jailbreak Attack Defense in LLMs
  16 Feb 2025 0 repositories listed
• How vulnerable is my policy? Adversarial attacks on modern behavior cloning policies
  6 Feb 2025 0 repositories listed
• Adversarial Masked Autoencoder Purifier with Defense Transferability
  28 Jan 2025 0 repositories listed
• Gradient-Free Adversarial Purification with Diffusion Models
  23 Jan 2025 0 repositories listed
• Double Visual Defense: Adversarial Pre-training and Instruction Tuning for Improving Vision-Language Model Robustness
  16 Jan 2025 0 repositories listed
• Towards a constructive framework for control theory
  4 Jan 2025 0 repositories listed
• Proactive Adversarial Defense: Harnessing Prompt Tuning in Vision-Language Models to Detect Unseen Backdoored Images
  11 Dec 2024 0 repositories listed
• Defensive Dual Masking for Robust Adversarial Defense
  10 Dec 2024 0 repositories listed
• A Real-Time Defense Against Object Vanishing Adversarial Patch Attacks for Object Detection in Autonomous Vehicles
  9 Dec 2024 0 repositories listed
• Adversarial Transferability in Deep Denoising Models: Theoretical Insights and Robustness Enhancement via Out-of-Distribution Typical Set Sampling
  8 Dec 2024 0 repositories listed
• Sustainable Self-evolution Adversarial Training
  3 Dec 2024 0 repositories listed
• Test-time Adversarial Defense with Opposite Adversarial Path and High Attack Time Cost
  22 Oct 2024 0 repositories listed
• Perseus: Leveraging Common Data Patterns with Curriculum Learning for More Robust Graph Neural Networks
  16 Oct 2024 0 repositories listed
• The Good, the Bad and the Ugly: Watermarks, Transferable Attacks and Adversarial Defenses
  11 Oct 2024 0 repositories listed
• Secure Video Quality Assessment Resisting Adversarial Attacks
  9 Oct 2024 0 repositories listed
• Cloud Adversarial Example Generation for Remote Sensing Image Classification
  21 Sep 2024 0 repositories listed
• Bypassing DARCY Defense: Indistinguishable Universal Adversarial Triggers
  5 Sep 2024 0 repositories listed
• Certified Causal Defense with Generalizable Robustness
  28 Aug 2024 0 repositories listed
• TART: Boosting Clean Accuracy Through Tangent Direction Guided Adversarial Training
  27 Aug 2024 0 repositories listed
• Privacy-preserving Universal Adversarial Defense for Black-box Models
  20 Aug 2024 0 repositories listed
• Robust Image Classification: Defensive Strategies against FGSM and PGD Adversarial Attacks
  20 Aug 2024 0 repositories listed
• OTAD: An Optimal Transport-Induced Robust Model for Agnostic Adversarial Attack
  1 Aug 2024 0 repositories listed
• Deep Adversarial Defense Against Multilevel-Lp Attacks
  12 Jul 2024 0 repositories listed
• Lₚ-norm Distortion-Efficient Adversarial Attack
  3 Jul 2024 0 repositories listed
• GraphMU: Repairing Robustness of Graph Neural Networks via Machine Unlearning
  19 Jun 2024 0 repositories listed
• MirrorCheck: Efficient Adversarial Defense for Vision-Language Models
  13 Jun 2024 0 repositories listed
• Adversarial Evasion Attack Efficiency against Large Language Models
  12 Jun 2024 0 repositories listed
• Talos: A More Effective and Efficient Adversarial Defense for GNN Models Based on the Global Homophily of Graphs
  6 Jun 2024 0 repositories listed
• Multimodal Adversarial Defense for Vision-Language Models by Leveraging One-To-Many Relationships
  29 May 2024 0 repositories listed
• Large Language Model Sentinel: LLM Agent for Adversarial Purification
  24 May 2024 0 repositories listed
• Adaptive Batch Normalization Networks for Adversarial Robustness
  20 May 2024 0 repositories listed
• Causal Perception Inspired Representation Learning for Trustworthy Image Quality Assessment
  30 Apr 2024 0 repositories listed
• AED-PADA:Improving Generalizability of Adversarial Example Detection via Principal Adversarial Domain Adaptation
  19 Apr 2024 0 repositories listed
• Struggle with Adversarial Defense? Try Diffusion
  12 Apr 2024 0 repositories listed
• Meta Invariance Defense Towards Generalizable Robustness to Unknown Adversarial Attacks
  4 Apr 2024 0 repositories listed
• Adversarial Attacks and Dimensionality in Text Classifiers
  3 Apr 2024 0 repositories listed
• Defense without Forgetting: Continual Adversarial Defense with Anisotropic & Isotropic Pseudo Replay
  2 Apr 2024 0 repositories listed
• Ensemble Adversarial Defense via Integration of Multiple Dispersed Low Curvature Models
  25 Mar 2024 0 repositories listed
• Subspace Defense: Discarding Adversarial Perturbations by Learning a Subspace for Clean Signals
  24 Mar 2024 0 repositories listed
• Adversarial Defense Teacher for Cross-Domain Object Detection under Poor Visibility Conditions
  23 Mar 2024 0 repositories listed
• Adversarial Infrared Geometry: Using Geometry to Perform Adversarial Attack against Infrared Pedestrian Detectors
  6 Mar 2024 0 repositories listed
• Enhancing the "Immunity" of Mixture-of-Experts Networks for Adversarial Defense
  29 Feb 2024 0 repositories listed
• Enhancing Tracking Robustness with Auxiliary Adversarial Defense Networks
  28 Feb 2024 0 repositories listed
• MGE: A Training-Free and Efficient Model Generation and Enhancement Scheme
  27 Feb 2024 0 repositories listed
• Rethinking Invariance Regularization in Adversarial Training to Improve Robustness-Accuracy Trade-off
  22 Feb 2024 0 repositories listed
• Two Heads Are Better Than One: Boosting Graph Sparse Training via Semantic and Topological Awareness
  2 Feb 2024 0 repositories listed
• Fast Adversarial Training against Textual Adversarial Attacks
  23 Jan 2024 0 repositories listed
• AR-GAN: Generative Adversarial Network-Based Defense Method Against Adversarial Attacks on the Traffic Sign Classification System of Autonomous Vehicles
  31 Dec 2023 0 repositories listed
• Adversarial Infrared Curves: An Attack on Infrared Pedestrian Detectors in the Physical World
  21 Dec 2023 0 repositories listed
• Efficient Key-Based Adversarial Defense for ImageNet by Using Pre-trained Model
  28 Nov 2023 0 repositories listed
• MAD: Meta Adversarial Defense Benchmark
  18 Sep 2023 0 repositories listed
• Deep Nonparametric Convexified Filtering for Computational Photography, Image Synthesis and Adversarial Defense
  13 Sep 2023 0 repositories listed
• Robust Adversarial Defense by Tensor Factorization
  3 Sep 2023 0 repositories listed
• ATWM: Defense against adversarial malware based on adversarial training
  11 Jul 2023 0 repositories listed
• Revisiting and Advancing Adversarial Training Through A Simple Baseline
  13 Jun 2023 0 repositories listed
• Towards Black-box Adversarial Example Detection: A Data Reconstruction-based Method
  3 Jun 2023 0 repositories listed
• Adversarial-Aware Deep Learning System based on a Secondary Classical Machine Learning Verification Approach
  1 Jun 2023 0 repositories listed
• Adversarial Amendment is the Only Force Capable of Transforming an Enemy into a Friend
  18 May 2023 0 repositories listed
• Releasing Inequality Phenomena in L_∞-Adversarial Training via Input Gradient Distillation
  16 May 2023 0 repositories listed
• The Best Defense is Attack: Repairing Semantics in Textual Adversarial Examples
  6 May 2023 0 repositories listed
• Lyapunov-Stable Deep Equilibrium Models
  25 Apr 2023 0 repositories listed
• Bridging Optimal Transport and Jacobian Regularization by Optimal Trajectory for Enhanced Adversarial Defense
  21 Mar 2023 0 repositories listed
• Adversarial Attacks and Defenses in Machine Learning-Powered Networks: A Contemporary Survey
  11 Mar 2023 0 repositories listed
• Immune Defense: A Novel Adversarial Defense Mechanism for Preventing the Generation of Adversarial Examples
  8 Mar 2023 0 repositories listed
• RobustPdM: Designing Robust Predictive Maintenance against Adversarial Attacks
  25 Jan 2023 0 repositories listed
• On the Susceptibility and Robustness of Time Series Models through Adversarial Attack and Defense
  9 Jan 2023 0 repositories listed
• Multi-head Uncertainty Inference for Adversarial Attack Detection
  20 Dec 2022 0 repositories listed
• Adversarial Attacks and Defences for Skin Cancer Classification
  13 Dec 2022 0 repositories listed
• General Adversarial Defense Against Black-box Attacks via Pixel Level and Feature Level Distribution Alignments
  11 Dec 2022 0 repositories listed
• Adversarial Defense via Neural Oscillation inspired Gradient Masking
  4 Nov 2022 0 repositories listed
• Robust Boosting Forests with Richer Deep Feature Hierarchy
  29 Oct 2022 0 repositories listed
• Boosting Adversarial Robustness From The Perspective of Effective Margin Regularization
  11 Oct 2022 0 repositories listed

Syntology lines on 5 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced; each line links to that paper's sample list. Syntology's record for this page has not changed since 2026-09-28, the first build that kept a record date for it; when this build read Syntology's graph is in the build record. For agents: get_harvested_code_for_paper(arxiv_id) lists each paper's samples; how to connect.