Paper uses SC to estimate hidden interference for WSRM.
arXiv research
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In this paper, we study the sum rate maximization for successive zero-forcing dirty-paper coding (SZFDPC) with per-antenna power constraint (PAPC). Although SZFDPC is a low-complexity alternative to the optimal dirty paper coding (DPC), efficient algorithms to compute its sum rate are still open problems especially und…
A deep neural network (DNN) based power control method is proposed, which aims at solving the non-convex optimization problem of maximizing the sum rate of a multi-user interference channel. Towards this end, we first present PCNet, which is a multi-layer fully connected neural network that is specifically designed for…
This paper studies communication efficiency in federated learning by optimizing the sum-rate-distortion function for indirect multiterminal source coding.
This work demonstrates the potential of deep reinforcement learning techniques for transmit power control in wireless networks. Existing techniques typically find near-optimal power allocations by solving a challenging optimization problem. Most of these algorithms are not scalable to large networks in real-world scena…
This work investigates the use of deep learning to perform user cell association for sum-rate maximization in Massive MIMO networks. It is shown how a deep neural network can be trained to approach the optimal association rule with a much more limited computational complexity, thus enabling to update the association ru…
The densification of small-cell base stations in a 5G architecture is a promising approach to enhance the coverage area and facilitate the ever increasing capacity demand of end users. However, the bottleneck is an intelligent management of a backhaul/fronthaul network for these small-cell base stations. This involves …
In future cell-free (or cell-less) wireless networks, a large number of devices in a geographical area will be served simultaneously in non-orthogonal multiple access scenarios by a large number of distributed access points (APs), which coordinate with a centralized processing pool. For such a centralized cell-free net…
This paper studies a new application of deep learning (DL) for optimizing constellations in two-way relaying with physical-layer network coding (PNC), where deep neural network (DNN)-based modulation and demodulation are employed at each terminal and relay node. We train DNNs such that the cross entropy loss is directl…
This letter investigates a channel assignment problem in uplink wireless communication systems. Our goal is to maximize the sum rate of all users subject to integer channel assignment constraints. A convex optimization based algorithm is provided to obtain the optimal channel assignment, where the closed-form solution …
In this paper, we introduce the problem of decision-oriented communications, that is, the goal of the source is to send the right amount of information in order for the intended destination to execute a task. More specifically, we restrict our attention to how the source should quantize information so that the destinat…
Graph neural network optimizes energy-efficient precoding for massive MIMO systems.
Deep actor-critic learning optimizes power control in mobile networks.
Paper studies fundamental limits of communication in distributed learning.
Study finds Hilbert square of real surfaces can be maximal even when the surface has disconnected real locus.
Maximal knotless graphs have at least 74% of their vertices' edges.
The paper finds maximal metrics on Euclidean spaces.
Survey on geometry and topology of maximal antipodal sets.
New bounds on maximal linkless graphs with improved edge-to-vertex ratios.
Study examines maximal domains of radial harmonic functions across different curvature types.
We shall investigate maximal surfaces in Minkowski 3-space with singularities. Although the plane is the only complete maximal surface without singular points, there are many other complete maximal surfaces with singularities and we show that they satisfy an Osserman-type inequality.
New maximal surfaces solve Bernstein problems.
The study finds that maximizing median returns is the only viable strategy in portfolio selection.
This paper surveys AUC maximization for big data and AI.
Study of large group actions on surfaces, focusing on Hurwitz and handlebody groups.
We study homologically maximizing timelike geodesics in conformally flat tori. A causal geodesic in such a torus is said to be homologically maximizing if one (hence every) lift of to the universal cover is arclength maximizing. First we prove a compactness result for homologically maximizing timelike geodesics…
New guarantees for adaptive combinatorial maximization with various objectives.
The ball maximizes the first biharmonic Steklov eigenvalue.
Fast algorithms developed for adaptive and fully adaptive submodular maximization problems.
Study on maximal surfaces with high genus in Lorentz-Minkowski space.
We show that a positive braid knot has maximal topological 4-genus exactly if it has maximal signature invariant. As an application, we determine all positive braid knots with maximal topological 4-genus and compute the topological 4-genus for all positive braid knots with up to 12 crossings.
In the present paper we study two-dimensional maximal surfaces with harmonic level-sets. As a corollary we obtain a new class of one-periodic maximal surfaces.
Maximal representations in symplectic lattices proven for most cases.
The geometry and topology of complete nonorientable maximal surfaces with lightlike singularities in the Lorentz-Minkowski 3-space are studied. Some topological congruence formulae for surfaces of this kind are obtained. As a consequence, some existence and uniqueness results for maximal Moebius strips and maximal Klei…
We consider trading in a financial market with proportional transaction costs. In the frictionless case, claims are maximal if and only if they are priced by a consistent price process--the equivalent of an equivalent martingale measure. This result fails in the presence of transaction costs. A properly maximal claim i…
We study the poset of Hamiltonian tori for polygon spaces. We determine some maximal elements and give examples where maximal Hamiltonian tori are not all of the same dimension.
Maximal causal curves for Lipschitz metrics are either lightlike or timelike.
Differentially private algorithms for submodular maximization under various constraints.
Maximal dilatation found on nonorientable surfaces.
Unique maximal curve systems found for up to 5 punctures.
Maximal and Borel Anosov representations in are proven to be Hitchin.
The study finds a metric that maximizes the second eigenvalue of the Conformal Laplacian.
As in the case of minimal surfaces in the Euclidean 3-space, the reflection principle for maximal surfaces in the Lorentz-Minkowski 3-space asserts that if a maximal surface has a spacelike line segment , the surface is invariant under the -rotation with respect to . However, such a reflection property…
The ultimate goal of a supervised learning algorithm is to produce models constructed on the training data that can generalize well to new examples. In classification, functional margin maximization -- correctly classifying as many training examples as possible with maximal confidence --has been known to construct mode…
Local equivalence found between maximally symmetric rolling and flat Cartan distributions.
Minimal surfaces with planar curvature lines in the Euclidean space have been studied since the late 19th century. On the other hand, the classification of maximal surfaces with planar curvature lines in the Lorentz-Minkowski space has only recently been given. In this paper, we use an alternative method not only to re…
This paper improves tail dependence analysis by introducing a path-based approach.
In this note, we provide a complete classification for entire area maximizing hypersurfaces having an isolated singularity. We also construct an interesting illustrated example. For area maximizing hypersurfaces over exterior domains, we obtain a partial result on their asymptotic behavior at infinity. We also establis…