5 citations · 10 across the 7 of their papers we have counts for
7 papers
Causal Influence in Federated Edge Inference
Mert Kayaalp, Yunus Inan, Visa Koivunen +1
In this paper, we consider a setting where heterogeneous agents with connectivity are performing inference using unlabeled streaming data. Observed data are only partially informat…
On the Fusion Strategies for Federated Decision Making
Mert Kayaalp, Yunus Inan, Visa Koivunen +2
We consider the problem of information aggregation in federated decision making, where a group of agents collaborate to infer the underlying state of nature without sharing their p…
Optimal Policies for Age and Distortion in a Discrete-Time Model
Yunus Inan, Reka Inovan, Emre Telatar
We study a discrete-time model where each packet has a cost of not being sent -- this cost might depend on the packet content. We study the tradeoff between the age and the cost wh…
A Fundamental Limit of Distributed Hypothesis Testing Under Memoryless Quantization
Yunus Inan, Mert Kayaalp, Ali H. Sayed +1
We study a distributed hypothesis testing setup where peripheral nodes send quantized data to the fusion center in a memoryless fashion. The \emph{expected} number of bits sent by…
On the Arithmetic and Geometric Fusion of Beliefs for Distributed Inference
Mert Kayaalp, Yunus Inan, Emre Telatar +1
We study the asymptotic learning rates under linear and log-linear combination rules of belief vectors in a distributed hypothesis testing problem. We show that under both combinat…
Social Learning under Randomized Collaborations
Yunus Inan, Mert Kayaalp, Emre Telatar +1
We study a social learning scheme where at every time instant, each agent chooses to receive information from one of its neighbors at random. We show that under this sparser commun…
Finite-Level Quantization Procedures for Construction and Decoding of Polar Codes
Yunus Inan, Emre Telatar
We consider finite-level, symmetric quantization procedures for construction and decoding of polar codes. Whether polarization occurs in the presence of quantization is not known i…