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Adversarial attacks against deep neural networks are continuously evolving. Without effective defenses, they can lead to catastrophic failure. The long-standing and arguably most powerful natural defense system is the mammalian immune…

Machine Learning · Computer Science 2020-12-22 Ren Wang , Tianqi Chen , Stephen Lindsly , Alnawaz Rehemtulla , Alfred Hero , Indika Rajapakse

Mobile ad hoc networking (MANET) is a growing technology that can support the operation of adaptive wireless networks. With the increased demand rate of wireless applications it is useful to have more adaptive and self organizing…

Networking and Internet Architecture · Computer Science 2014-10-20 Biju Issac , Khairuddhin Ab Hamid , C. E. Tan

Automatic speech recognition (ASR) models are prevalent, particularly in applications for voice navigation and voice control of domestic appliances. The computational core of ASRs are deep neural networks (DNNs) that have been shown to be…

Sound · Computer Science 2022-04-13 Xiaoliang Wu , Ajitha Rajan

We consider the problem of routing in a mobile ad-hoc network (MANET) for which the planned mobilities of the nodes are partially known a priori and the nodes travel in groups. This situation arises commonly in military and emergency…

Networking and Internet Architecture · Computer Science 2017-05-25 Riten Gupta , Niyant Krishnamurthi , Uen-Tao Wang , Tejaswi Tamminedi , Mario Gerla

Mobile Ad-hoc Network (MANET) is one of the promising wireless networking approaches where a group of wireless devices can establish communication among themselves without any infrastructure. MANET has successfully been implemented in the…

Networking and Internet Architecture · Computer Science 2018-04-09 Md Shahzamal

Existing defence mechanisms have demonstrated significant effectiveness in mitigating rule-based Denial-of-Service (DoS) attacks, leveraging predefined signatures and static heuristics to identify and block malicious traffic. However, the…

Cryptography and Security · Computer Science 2025-10-24 Wei Shao , Yuhao Wang , Rongguang He , Muhammad Ejaz Ahmed , Seyit Camtepe

Energy consumption is the most challenging issue in routing protocol design for mobile ad-hoc networks (MANETs), since mobile nodes are battery powered. Furthermore, replacing or recharging batteries is often impossible in critical…

Networking and Internet Architecture · Computer Science 2009-02-27 Saloua Chettibi , M. Benmohamed

Vehicular Ad-Hoc Networks (VANET) are a proper subset of mobile wireless networks, where nodes are revulsive, the vehicles are armed with special electronic devices on the motherboard OBU (On Board Unit) which enables them to trasmit and…

Cryptography and Security · Computer Science 2020-02-25 Reza Fotohi , Yaser Ebazadeh , Mohammad Seyyar Geshlag

In multi-hop wireless systems, the need for cooperation among nodes to relay each other's packets exposes them to a wide range of security attacks. A particularly devastating attack is the wormhole attack, where a malicious node records…

Networking and Internet Architecture · Computer Science 2010-07-15 Debdutta Barman Roy , Rituparna Chaki , Nabendu Chaki

With the rapid growth of Vehicle Ad-hoc Network (VANET) as a promising technology for efficient and reliable communication among vehicles and infrastructure, the security and integrity of VANET communications has become a critical concern.…

Machine Learning · Computer Science 2024-01-17 Thanh Nguyen Canh , Xiem HoangVan

The mobile ad hoc network (MANET) is a wireless network based on a group of mobile nodes without any centralised infrastructure. In civilian data communication, all nodes cannot be homogeneous-type and not do a specific data communication.…

Networking and Internet Architecture · Computer Science 2019-05-29 A. Sufian , A. Banerjee , P. Dutta

A mobile ad-hoc network (MANET) is collection of intercommunicating mobile hosts forming a spontaneous network without using established network infrastructure. Unlike the cellular or infrastructure networks who have a wired backbone…

Networking and Internet Architecture · Computer Science 2009-12-14 C. P. Agrawal , O. P. Vyas , M. K Tiwari

We have witnessed the continuing arms race between backdoor attacks and the corresponding defense strategies on Deep Neural Networks (DNNs). Most state-of-the-art defenses rely on the statistical sanitization of the "inputs" or "latent DNN…

Machine Learning · Computer Science 2020-12-15 Hassan Ali , Surya Nepal , Salil S. Kanhere , Sanjay Jha

Adversarial attacks hamper the functionality and accuracy of Deep Neural Networks (DNNs) by meddling with subtle perturbations to their inputs.In this work, we propose a new Mask-based Adversarial Defense scheme (MAD) for DNNs to mitigate…

Machine Learning · Computer Science 2022-04-27 Weizhen Xu , Chenyi Zhang , Fangzhen Zhao , Liangda Fang

A mobile ad-hoc network is an autonomous system of mobile nodes connected by wireless links in which nodes cooperate by forwarding packets for each other thereby enabling communication beyond direct wireless transmission range. The wireless…

Cryptography and Security · Computer Science 2009-08-04 E. A. Mary Anita , V. Vasudevan

Network Intrusion Detection System (NIDS) is a key component in securing the computer network from various cyber security threats and network attacks. However, consider an unfortunate situation where the NIDS is itself attacked and…

Machine Learning · Computer Science 2023-10-10 Khushnaseeb Roshan , Aasim Zafar , Sheikh Burhan Ul Haque

Mobile Ad hoc Networks (MANETS) are transient networks of mobile nodes, connected through wireless links, without any fixed infrastructure or central management. Due to the self-configuring nature of these networks, the topology is highly…

Cryptography and Security · Computer Science 2012-06-12 Harshavardhan Kayarkar

Connecting the wired and wireless networks particularly the Mobile ad hoc Network is interesting in real world situations due to its usefulness and practicality. Different mechanisms have been proposed to integrate MANETs and the Internet.…

Networking and Internet Architecture · Computer Science 2016-03-29 Akashdeep Bhardwaj , G. V. B. Subrahmanyam , Vinay Avasthi , Hanumat Sastry

Mobile Ad-hoc Networks (MANETS) is a collection of wireless nodes without any infrastructure support. The nodes in MANET can act as either router or source and the control of the network is distributed among nodes. The nodes in MANETS are…

Networking and Internet Architecture · Computer Science 2012-04-10 K. G. Preetha , A. Unnikrishnan , K. Poulose Jacob

Machine learning (ML), especially deep learning (DL) techniques have been increasingly used in anomaly-based network intrusion detection systems (NIDS). However, ML/DL has shown to be extremely vulnerable to adversarial attacks, especially…

Cryptography and Security · Computer Science 2021-06-09 Dongqi Han , Zhiliang Wang , Ying Zhong , Wenqi Chen , Jiahai Yang , Shuqiang Lu , Xingang Shi , Xia Yin
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