Publication
Publication
Online Learning for Structured Loss Spaces
Publication
The Numerics of GANs
Publication
Online Auctions and Multi-scale Online Learning
Video
A Generic Framework for Mining Top-k Representative Subgraph Patterns
Mining subgraph patterns is an active area of research. Till now, the focus has primarily been on mining all subgraph patterns in the given database. However, due to the exponential subgraph search space, the number…
Publication
Multi-Task Learning for Contextual Bandits
Video
Data Predictive Control: Bridging Machine Learning and Controls for Volatile Energy Markets
In January 2014, the east coast (PJM) electricity grid experienced an increase in the price of electricity from $31/MWh to $2,680/MWh in a matter of 10 minutes. This extreme price volatility has become the new…
Video
Proving Performance Properties of Functional Programs
Static verification of performance properties of programs is an important problem that has attracted a lot of research. However, most existing tools infer best-effort upper bounds and hope that they match users expectations. In this…