45 citations · 49 across the 7 of their papers we have counts for
3 papers · 1 filter
Inductive Generalization in Reinforcement Learning from Specifications
Vignesh Subramanian, Rohit Kushwah, Subhajit Roy +1
We present a novel inductive generalization framework for RL from logical specifications. Many interesting tasks in RL environments have a natural inductive structure. These induct…
Generalization for multiclass classification with overparameterized linear models
Vignesh Subramanian, Rahul Arya, Anant Sahai
Via an overparameterized linear model with Gaussian features, we provide conditions for good generalization for multiclass classification of minimum-norm interpolating solutions in…
Classification vs regression in overparameterized regimes: Does the loss function matter?
Vidya Muthukumar, Adhyyan Narang, Vignesh Subramanian +3
We compare classification and regression tasks in an overparameterized linear model with Gaussian features. On the one hand, we show that with sufficient overparameterization all t…