Search Results - "Naderializadeh, Navid"
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1
ITLinQ: A New Approach for Spectrum Sharing in Device-to-Device Communication Systems
Published in IEEE journal on selected areas in communications (01-06-2014)“…We consider the problem of spectrum sharing in device-to-device communication systems. Inspired by the recent optimality condition for treating interference as…”
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Journal Article -
2
Contrastive Self-Supervised Learning for Wireless Power Control
Published in ICASSP 2021 - 2021 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (06-06-2021)“…We propose a new approach for power control in wireless networks using self-supervised learning. We partition a multi-layer perceptron that takes as input the…”
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Conference Proceeding -
3
Robust Stochastically-Descending Unrolled Networks
Published in IEEE transactions on signal processing (01-11-2024)“…Deep unrolling, or unfolding, is an emerging learning-to-optimize method that unrolls a truncated iterative algorithm in the layers of a trainable neural…”
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Journal Article -
4
Learning Resilient Radio Resource Management Policies with Graph Neural Networks
Published in IEEE transactions on signal processing (01-01-2023)“…We consider the problems of user selection and power control in wireless interference networks, comprising multiple access points (APs) communicating with a…”
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Journal Article -
5
Fundamental Limits of Cache-Aided Interference Management
Published in IEEE transactions on information theory (01-05-2017)“…We consider a system, comprising a library of N files (e.g., movies) and a wireless network with a K T transmitters, each equipped with a local cache of size…”
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Journal Article -
6
State-Augmented Learnable Algorithms for Resource Management in Wireless Networks
Published in IEEE transactions on signal processing (01-01-2022)“…We consider resource management problems in multi-user wireless networks, which can be cast as optimizing a network-wide utility function, subject to…”
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Journal Article -
7
Deep CNN-Based Channel Estimation for mmWave Massive MIMO Systems
Published in IEEE journal of selected topics in signal processing (01-09-2019)“…For millimeter wave (mmWave) massive multiple-input multiple-output (MIMO) systems, hybrid processing architecture is usually used to reduce the complexity and…”
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Journal Article -
8
Resource Management in Wireless Networks via Multi-Agent Deep Reinforcement Learning
Published in IEEE transactions on wireless communications (01-06-2021)“…We propose a mechanism for distributed resource management and interference mitigation in wireless networks using multi-agent deep reinforcement learning (RL)…”
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Journal Article -
9
Energy-Aware Multi-Server Mobile Edge Computing: A Deep Reinforcement Learning Approach
Published in 2019 53rd Asilomar Conference on Signals, Systems, and Computers (01-11-2019)“…We investigate the problem of computation offloading in a mobile edge computing architecture, where multiple energy-constrained users compete to offload their…”
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Conference Proceeding -
10
On the Optimality of Treating Interference as Noise
Published in IEEE transactions on information theory (01-04-2015)“…It is shown that in the K-user interference channel, if for each user the desired signal strength is no less than the sum of the strengths of the strongest…”
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Journal Article -
11
State-Augmented Information Routing In Communication Systems With Graph Neural Networks
Published in ICASSP 2024 - 2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (14-04-2024)“…We consider the problem of routing network packets in a large-scale communication system where the nodes have access to only local information. We formulate…”
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Conference Proceeding -
12
Adaptive Wireless Power Allocation with Graph Neural Networks
Published in ICASSP 2022 - 2022 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (23-05-2022)“…We consider the problem of power control in wireless networks, consisting of multiple transmitter-receiver pairs communicating with each other over a single…”
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Conference Proceeding -
13
Cache-Aided Interference Management in Wireless Cellular Networks
Published in IEEE transactions on communications (01-05-2019)“…We consider the problem of interference management in wireless cellular networks with caches at both base stations and receivers, and we characterize the…”
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Journal Article -
14
Interference Networks With no CSIT: Impact of Topology
Published in IEEE transactions on information theory (01-02-2015)“…We consider partially connected K -user interference networks, where the transmitters have no knowledge about the channel gain values, but they are aware of…”
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Journal Article -
15
Topological Interference Management With Reconfigurable Antennas
Published in IEEE transactions on communications (01-11-2017)“…We study the symmetric degrees-of-freedom (DoF) of partially connected interference networks under linear coding strategies without channel state information…”
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16
Monitoring Under-Modeled Rare Events for URLLC
Published in 2019 IEEE 20th International Workshop on Signal Processing Advances in Wireless Communications (SPAWC) (01-07-2019)“…Immersive and interactive applications that demand ultra-reliable low-latency communication (URLLC) are gaining traction, particularly in the latest 3GPP…”
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Conference Proceeding -
17
Learning to Code: Coded Caching via Deep Reinforcement Learning
Published in 2019 53rd Asilomar Conference on Signals, Systems, and Computers (01-11-2019)“…We consider a system comprising a file library and a network with a server and multiple users equipped with cache memories. The system operates in two phases:…”
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Conference Proceeding -
18
Deep CNN for Wideband Mmwave Massive Mimo Channel Estimation Using Frequency Correlation
Published in ICASSP 2019 - 2019 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (01-05-2019)“…For millimeter wave (mmWave) systems with large-scale arrays, hybrid processing structure is usually used at both transmitters and receivers to reduce the…”
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Conference Proceeding -
19
Fundamental Limits of Non-Coherent Interference Alignment via Matroid Theory
Published in IEEE transactions on information theory (01-10-2017)“…We consider the problem of non-coherent interference alignment, in which the goal is to align the signals of multiple interfering transmitters at a single…”
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Journal Article -
20
Cache-aided interference management in wireless cellular networks
Published in 2017 IEEE International Conference on Communications (ICC) (01-05-2017)“…We consider the problem of interference management in wireless cellular networks with caches at both base stations and receivers and we characterize the…”
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Conference Proceeding