62 citations · 268 across the 38 of their papers we have counts for
6 papers · 1 filter
Regularized Bayesian best response learning in finite games
Sayan Mukherjee, Souvik Roy
We introduce the notion of regularized Bayesian best response (RBBR) learning dynamic in heterogeneous population games. We obtain such a dynamic via perturbation by an arbitrary l…
Accelerating Markov Random Field Inference with Uncertainty Quantification
Ramin Bashizade, Xiangyu Zhang, Sayan Mukherjee +1
Statistical machine learning has widespread application in various domains. These methods include probabilistic algorithms, such as Markov Chain Monte-Carlo (MCMC), which rely on g…
A Grover search-based algorithm for the list coloring problem
Sayan Mukherjee
Graph coloring is a computationally difficult problem, and currently the best known classical algorithm for -coloring of graphs on vertices has runtimes for $k\ge 5…
A Methodology for Exploring Deep Convolutional Features in Relation to Hand-Crafted Features with an Application to Music Audio Modeling
Anna K. Yanchenko, Mohammadreza Soltani, Robert J. Ravier +2
Understanding the features learned by deep models is important from a model trust perspective, especially as deep systems are deployed in the real world. Most recent approaches for…
Concerning three classes of non-Diophantine arithmetics
Michele Caprio, Andrea Aveni, Sayan Mukherjee
We present three classes of abstract prearithmetics, , , and . The first one is weakly proj…
Extremal Numbers of Hypergraph Suspensions of Even Cycles
Sayan Mukherjee
For fixed , determining the order of magnitude of the number of edges in an -vertex bipartite graph not containing , the cycle of length , is a long-standing…