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2507.10494v1
Split Happens: Combating Advanced Threats with Split Learning and Function Secret Sharing
Split Learning (SL) -- splits a model into two distinct parts to help protect client data while enhancing Machine Learning (ML) processes. Though promising, SL has proven vulnerable to different attacks, thus raising concerns about how effective it may be in terms of data privacy. Recent works have shown promising resu...
[ "Tanveer Khan", "Mindaugas Budzys", "Antonis Michalas" ]
2025-07-14T17:18:07+00:00
2025-07-14T17:18:07+00:00
[ "cs.LG", "cs.CR" ]
cs.LG
http://arxiv.org/pdf/2507.10494v1
null
null
null
Split Happens: Combating Advanced Threats with Split Learning and Function Secret Sharing 1st Tanveer khan Department of Computing Sciences Tampere University Tampere, Finland tanveer.khan@tuni.fi 2nd Mindaugas Budzys Department of Computing Sciences Tampere University Tampere, Finland mindaugas.budzys@tuni.fi 3rd Anto...
[ "Split Happens: Combating Advanced Threats with Split Learning and Function Secret Sharing 1st Tanveer khan Department of Computing Sciences Tampere University Tampere, Finland tanveer.khan@tuni.fi 2nd Mindaugas Budzys Department of Computing Sciences Tampere University Tampere, Finland mindaugas.budzys@tuni.fi 3rd...
Split Happens: Combating Advanced Threats with Split Learning and Function Secret Sharing 1st Tanveer khan Department of Computing Sciences Tampere University Tampere, Finland tanveer.khan@tuni.fi 2nd Mindaugas Budzys Department of Computing Sciences Tampere University Tampere, Finland mindaugas.budzys@tuni.fi 3rd Anto...
320
7,854
2025-07-15T18:01:36.918382
true
2507.10491v1
BURN: Backdoor Unlearning via Adversarial Boundary Analysis
"Backdoor unlearning aims to remove backdoor-related information while\npreserving the model's origi(...TRUNCATED)
["Yanghao Su","Jie Zhang","Yiming Li","Tianwei Zhang","Qing Guo","Weiming Zhang","Nenghai Yu","Nils (...TRUNCATED)
2025-07-14T17:13:06+00:00
2025-07-14T17:13:06+00:00
[ "cs.CR" ]
cs.CR
http://arxiv.org/pdf/2507.10491v1
null
null
null
"BURN: Backdoor Unlearning via Adversarial Boundary Analysis Yanghao Su1, Jie Zhang2*, Yiming Li3, T(...TRUNCATED)
["BURN: Backdoor Unlearning via Adversarial Boundary Analysis Yanghao Su1, Jie Zhang2*, Yiming Li3, (...TRUNCATED)
"BURN: Backdoor Unlearning via Adversarial Boundary Analysis Yanghao Su1, Jie Zhang2*, Yiming Li3, T(...TRUNCATED)
319
6,347
2025-07-15T18:01:37.998463
true
2507.10489v1
"SynthGuard: Redefining Synthetic Data Generation with a Scalable and Privacy-Preserving Workflow Fr(...TRUNCATED)
"The growing reliance on data-driven applications in sectors such as\nhealthcare, finance, and law e(...TRUNCATED)
[ "Eduardo Brito", "Mahmoud Shoush", "Kristian Tamm", "Paula Etti", "Liina Kamm" ]
2025-07-14T17:11:20+00:00
2025-07-14T17:11:20+00:00
[ "cs.CR" ]
cs.CR
http://arxiv.org/pdf/2507.10489v1
null
null
"This is the extended version of the paper to appear in the\n Proceedings of the 1st International (...TRUNCATED)
"SynthGuard: Redefining Synthetic Data Generation with a Scalable and Privacy-Preserving Workflow Fr(...TRUNCATED)
["SynthGuard: Redefining Synthetic Data Generation with a Scalable and Privacy-Preserving Workflow F(...TRUNCATED)
"SynthGuard: Redefining Synthetic Data Generation with a Scalable and Privacy-Preserving Workflow Fr(...TRUNCATED)
407
7,000
2025-07-15T18:01:39.068770
true
2507.10457v1
"Logic layer Prompt Control Injection (LPCI): A Novel Security Vulnerability Class in Agentic System(...TRUNCATED)
"The integration of large language models (LLMs) into enterprise systems has\ncreated a new class of(...TRUNCATED)
[ "Hammad Atta", "Ken Huang", "Manish Bhatt", "Kamal Ahmed", "Muhammad Aziz Ul Haq", "Yasir Mehmood" ]
2025-07-14T16:37:05+00:00
2025-07-14T16:37:05+00:00
[ "cs.CR", "cs.AI", "cs.LG" ]
cs.CR
http://arxiv.org/pdf/2507.10457v1
null
null
null
"Logic-layer Prompt Control Injection (LPCI): A Novel Security Vulnerability Class in Agentic System(...TRUNCATED)
["Logic-layer Prompt Control Injection (LPCI): A Novel Security Vulnerability Class in Agentic Syste(...TRUNCATED)
"Logic-layer Prompt Control Injection (LPCI): A Novel Security Vulnerability Class in Agentic System(...TRUNCATED)
220
5,720
2025-07-15T18:01:40.108398
true
2507.10267v1
DNS Tunneling: Threat Landscape and Improved Detection Solutions
"Detecting Domain Name System (DNS) tunneling is a significant challenge in\nsecurity due to its cap(...TRUNCATED)
[ "Novruz Amirov", "Baran Isik", "Bilal Ihsan Tuncer", "Serif Bahtiyar" ]
2025-07-14T13:37:48+00:00
2025-07-14T13:37:48+00:00
[ "cs.CR", "cs.LG", "cs.NI" ]
cs.CR
http://arxiv.org/pdf/2507.10267v1
null
null
null
"DNS Tunneling: Threat Landscape and Improved Detection Solutions Baran Is ık, Bilal Ihsan Tuncer, (...TRUNCATED)
["DNS Tunneling: Threat Landscape and Improved Detection Solutions Baran Is ık, Bilal Ihsan Tuncer,(...TRUNCATED)
"DNS Tunneling: Threat Landscape and Improved Detection Solutions Baran Is ık, Bilal Ihsan Tuncer, (...TRUNCATED)
318
6,323
2025-07-15T18:01:41.163748
true
2507.10233v1
"Secure and Efficient Quantum Signature Scheme Based on the Controlled Unitary Operations Encryption(...TRUNCATED)
"Quantum digital signatures ensure unforgeable message authenticity and\nintegrity using quantum pri(...TRUNCATED)
[ "Debnath Ghosh", "Soumit Roy", "Prithwi Bagchi", "Indranil Chakrabarty", "Ashok Kumar Das" ]
2025-07-14T12:56:09+00:00
2025-07-14T12:56:09+00:00
[ "quant-ph", "cs.CR" ]
quant-ph
http://arxiv.org/pdf/2507.10233v1
null
null
22 pages, 3 figures. Accepted in Quantum Information Processing
"Secure and Efficient Quantum Signature Scheme Based on the Controlled Unitary Operations Encryption(...TRUNCATED)
["Secure and Efficient Quantum Signature Scheme Based on the Controlled Unitary Operations Encryptio(...TRUNCATED)
"Secure and Efficient Quantum Signature Scheme Based on the Controlled Unitary Operations Encryption(...TRUNCATED)
390
8,453
2025-07-15T18:01:42.213658
true
2507.10162v1
HASSLE: A Self-Supervised Learning Enhanced Hijacking Attack on Vertical Federated Learning
"Vertical Federated Learning (VFL) enables an orchestrating active party to\nperform a machine learn(...TRUNCATED)
[ "Weiyang He", "Chip-Hong Chang" ]
2025-07-14T11:22:50+00:00
2025-07-14T11:22:50+00:00
[ "cs.CR" ]
cs.CR
http://arxiv.org/pdf/2507.10162v1
null
null
null
"1 HASSLE: A Self-Supervised Learning Enhanced Hijacking Attack on Vertical Federated Learning Weiya(...TRUNCATED)
["1 HASSLE: A Self-Supervised Learning Enhanced Hijacking Attack on Vertical Federated Learning Weiy(...TRUNCATED)
"1 HASSLE: A Self-Supervised Learning Enhanced Hijacking Attack on Vertical Federated Learning Weiya(...TRUNCATED)
450
12,111
2025-07-15T18:01:43.291048
true
2507.10160v1
Domain Borders Are There to Be Crossed With Federated Few-Shot Adaptation
"Federated Learning has emerged as a leading paradigm for decentralized,\nprivacy-preserving learnin(...TRUNCATED)
[ "Manuel Röder", "Christoph Raab", "Frank-Michael Schleif" ]
2025-07-14T11:18:33+00:00
2025-07-14T11:18:33+00:00
[ "cs.LG", "cs.CR", "cs.DC" ]
cs.LG
http://arxiv.org/pdf/2507.10160v1
null
null
Extension of http://dx.doi.org/10.5220/0012351900003654
"Domain Borders Are There to Be Crossed With Federated Few-Shot Adaptation Manuel Röder1,2,3[0009-0(...TRUNCATED)
["Domain Borders Are There to Be Crossed With Federated Few-Shot Adaptation Manuel Röder1,2,3[0009-(...TRUNCATED)
"Domain Borders Are There to Be Crossed With Federated Few-Shot Adaptation Manuel Röder1,2,3[0009-0(...TRUNCATED)
545
11,202
2025-07-15T18:01:44.368558
true
2507.10103v1
"Accelerating Automatic Program Repair with Dual Retrieval-Augmented Fine-Tuning and Patch Generatio(...TRUNCATED)
"Automated Program Repair (APR) is essential for ensuring software reliability\nand quality while en(...TRUNCATED)
[ "Hanyang Guo", "Xiaoheng Xie", "Hong-Ning Dai", "Peng Di", "Yu Zhang", "Bishenghui Tao", "Zibin Zheng" ]
2025-07-14T09:41:51+00:00
2025-07-14T09:41:51+00:00
[ "cs.SE", "cs.CR" ]
cs.SE
http://arxiv.org/pdf/2507.10103v1
null
null
null
"Accelerating Automatic Program Repair with Dual Retrieval-Augmented Fine-Tuning and Patch Generatio(...TRUNCATED)
["Accelerating Automatic Program Repair with Dual Retrieval-Augmented Fine-Tuning and Patch Generati(...TRUNCATED)
"Accelerating Automatic Program Repair with Dual Retrieval-Augmented Fine-Tuning and Patch Generatio(...TRUNCATED)
704
12,724
2025-07-15T18:01:45.458634
true
2507.10016v1
"The Man Behind the Sound: Demystifying Audio Private Attribute Profiling via Multimodal Large Langu(...TRUNCATED)
"Our research uncovers a novel privacy risk associated with multimodal large\nlanguage models (MLLMs(...TRUNCATED)
[ "Lixu Wang", "Kaixiang Yao", "Xinfeng Li", "Dong Yang", "Haoyang Li", "Xiaofeng Wang", "Wei Dong" ]
2025-07-14T07:51:56+00:00
2025-07-14T07:51:56+00:00
[ "cs.CR", "cs.SD", "eess.AS" ]
cs.CR
http://arxiv.org/pdf/2507.10016v1
null
null
22 pages, 4 figures
"The Man Behind the Sound: Demystifying Audio Private Attribute Profiling via Multimodal Large Langu(...TRUNCATED)
["The Man Behind the Sound: Demystifying Audio Private Attribute Profiling via Multimodal Large Lang(...TRUNCATED)
"The Man Behind the Sound: Demystifying Audio Private Attribute Profiling via Multimodal Large Langu(...TRUNCATED)
984
18,548
2025-07-15T18:01:46.578714
true
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