Mitigating Black-Box Score-Based Query Attacks Via Gradient Confusion

Score-based black-box adversarial attacks pose a serious threat to deployed machine learning systems by exploiting repeated model queries to craft adversarial examples, requiring neither access to model parameters nor architecture. Existing defenses predominantly rely on stochastic output...

What Response Marginals Miss: Adaptive Query Complexity of Functional Backdoor Recovery

Functional backdoor recovery finds any trigger whose attack success rate is at least a given threshold rather than to recover the planted trigger. We study the minimum number of queries required for this task under label feedback which returns the predicted class label. We construct two finite...

JASPER: Special Session on Joint Reliability and Security Assessment of SPlit Computing for Edge Robustness

Split Computing SC enables efficient deployment of Deep Neural Networks DNNs by partitioning inference between edge devices and cloud servers. However, intermediate feature representations are simultaneously exposed to hardware faults and adversarial attacks, which are traditionally evaluated...

Model Poisoning against Federated Model Adaptation with Chain of Bit-Flips

Federated Learning FL allows a set of clients to collectively train a global model without sharing local training data. Giving the responsibility of the training to decentralized actors may lead to poisoning attacks: clients controlled by malicious third party potentially poison the training...

Hybrid ResNet-1D-BiGRU with Multi-Head Attention for Cyberattack Detection in Industrial IoT Environments

This study introduces a hybrid deep learning model for intrusion detection in Industrial IoT IIoT systems, combining ResNet-1D, BiGRU, and Multi-Head Attention MHA for effective spatial-temporal feature extraction and attention-based feature weighting. To address class imbalance, SMOTE was applie...

arlbench (0.1.3), backend-ai-appproxy-coordinator (>=25.13.0rc1, <=26.8.3) +3 more potentially affected by CVE-2026-32722 via memray (>=1.12.0, <=1.17.2)

memray PYPI version =1.12.0, =25.13.0rc1, =25.13.0rc1, =26.2.0rc1, =26.4.4rc8 - feluda-image-vec-rep-resnet 0.1.0 Source cves: CVE-2026-32722 Source advisory: SNYK:PYTHON-MEMRAY-15763582...

arlbench (0.1.3), backend-ai-appproxy-coordinator (>=25.13.0rc1, <=26.8.3) +3 more potentially affected by CVE-2026-32722 via memray (>=1.12.0, <=1.17.2)

memray PYPI version =1.12.0, =25.13.0rc1, =25.13.0rc1, =26.2.0rc1, =26.4.4rc8 - feluda-image-vec-rep-resnet 0.1.0 Source cves: CVE-2026-32722 Source advisory: OSV:PYSEC-2026-2203...

arlbench (0.1.3), backend-ai-appproxy-coordinator (>=25.13.0rc1, <=26.8.3) +3 more potentially affected by CVE-2026-32722 via memray (>=1.12.0, <=1.17.2)

memray PYPI version =1.12.0, =25.13.0rc1, =25.13.0rc1, =26.2.0rc1, =26.4.4rc8 - feluda-image-vec-rep-resnet 0.1.0 Source cves: CVE-2026-32722 Source advisory: MEND:CVE-2026-32722...

arlbench (0.1.3), backend-ai-appproxy-coordinator (>=25.13.0rc1, <=26.8.3) +3 more potentially affected by CVE-2026-32722 via memray (>=1.12.0, <=1.17.2)

memray PYPI version =1.12.0, =25.13.0rc1, =25.13.0rc1, =26.2.0rc1, =26.4.4rc8 - feluda-image-vec-rep-resnet 0.1.0 Source cves: CVE-2026-32722 Source advisory: OSV:GHSA-R5PR-887V-M2W9...

arlbench (0.1.3), backend-ai-appproxy-coordinator (>=25.13.0rc1, <=26.8.3) +3 more potentially affected by CVE-2026-32722 via memray (>=1.12.0, <=1.17.2)

memray PYPI version =1.12.0, =25.13.0rc1, =25.13.0rc1, =26.2.0rc1, =26.4.4rc8 - feluda-image-vec-rep-resnet 0.1.0 Source cves: CVE-2026-32722 Source advisory: GHSA-R5PR-887V-M2W9...

CVE-2025-13715

Tencent FaceDetection-DSFD resnet Deserialization of Untrusted Data Remote Code Execution Vulnerability. This vulnerability allows remote attackers to execute arbitrary code on affected installations of Tencent FaceDetection-DSFD. User interaction is required to exploit this vulnerability in that...

EUVD-2025-204968

Tencent FaceDetection-DSFD resnet Deserialization of Untrusted Data Remote Code Execution Vulnerability. This vulnerability allows remote attackers to execute arbitrary code on affected installations of Tencent FaceDetection-DSFD. User interaction is required to exploit this vulnerability in that...

CVE-2025-13715

Tencent FaceDetection-DSFD resnet Deserialization of Untrusted Data Remote Code Execution Vulnerability. This vulnerability allows remote attackers to execute arbitrary code on affected installations of Tencent FaceDetection-DSFD. User interaction is required to exploit this vulnerability in that...

CVE-2025-13715

Tencent FaceDetection-DSFD resnet Deserialization of Untrusted Data Remote Code Execution Vulnerability. This vulnerability allows remote attackers to execute arbitrary code on affected installations of Tencent FaceDetection-DSFD. User interaction is required to exploit this vulnerability in that...

CVE-2025-13715 Tencent FaceDetection-DSFD resnet Deserialization of Untrusted Data Remote Code Execution Vulnerability

Tencent FaceDetection-DSFD resnet Deserialization of Untrusted Data Remote Code Execution Vulnerability. This vulnerability allows remote attackers to execute arbitrary code on affected installations of Tencent FaceDetection-DSFD. User interaction is required to exploit this vulnerability in that...

CVE-2025-13715 Tencent FaceDetection-DSFD resnet Deserialization of Untrusted Data Remote Code Execution Vulnerability

Tencent FaceDetection-DSFD resnet Deserialization of Untrusted Data Remote Code Execution Vulnerability. This vulnerability allows remote attackers to execute arbitrary code on affected installations of Tencent FaceDetection-DSFD. User interaction is required to exploit this vulnerability in that...

CVE-2025-13715 Tencent FaceDetection-DSFD resnet Deserialization of Untrusted Data Remote Code Execution Vulnerability

Tencent FaceDetection-DSFD resnet Deserialization of Untrusted Data Remote Code Execution Vulnerability. This vulnerability allows remote attackers to execute arbitrary code on affected installations of Tencent FaceDetection-DSFD. User interaction is required to exploit this vulnerability in that...

CVE-2025-13715

The CVE-2025-13715 belongs to Tencent FaceDetection-DSFD (resnet endpoint). The issue is Deserialization of Untrusted Data leading to Remote Code Execution. Exploitation requires user interaction (visiting a malicious page or opening a malicious file). The root cause is improper validation of use...

Tencent FaceDetection-DSFD resnet Deserialization of Untrusted Data Remote Code Execution Vulnerability

This vulnerability allows remote attackers to execute arbitrary code on affected installations of Tencent FaceDetection-DSFD. User interaction is required to exploit this vulnerability in that the target must visit a malicious page or open a malicious file. The specific flaw exists within the...

CVE-2025-13715: Deserialization of Untrusted Data

Tencent FaceDetection-DSFD resnet Deserialization of Untrusted Data Remote Code Execution Vulnerability. This vulnerability allows remote attackers to execute arbitrary code on affected installations of Tencent FaceDetection-DSFD. User interaction is required to exploit this vulnerability in that...