17 citations · 59 across the 26 of their papers we have counts for
5 papers · 1 filter
-net Induced Lazy Witness Complexes on Graphs
Naheed Anjum Arafat, Debabrota Basu, Stéphane Bressan
Computation of persistent homology of simplicial representations such as the Rips and the Cěch complexes do not efficiently scale to large point clouds. It is, therefore, meaningfu…
Justicia: A Stochastic SAT Approach to Formally Verify Fairness
Bishwamittra Ghosh, Debabrota Basu, Kuldeep S. Meel
As a technology ML is oblivious to societal good or bad, and thus, the field of fair machine learning has stepped up to propose multiple mathematical definitions, algorithms, and s…
Differential Privacy at Risk: Bridging Randomness and Privacy Budget
Ashish Dandekar, Debabrota Basu, Stephane Bressan
The calibration of noise for a privacy-preserving mechanism depends on the sensitivity of the query and the prescribed privacy level. A data steward must make the non-trivial choic…
Construction and Random Generation of Hypergraphs with Prescribed Degree and Dimension Sequences
Naheed Anjum Arafat, Debabrota Basu, Laurent Decreusefond +1
We propose algorithms for construction and random generation of hypergraphs without loops and with prescribed degree and dimension sequences. The objective is to provide a starting…
Inferential Induction: A Novel Framework for Bayesian Reinforcement Learning
Hannes Eriksson, Emilio Jorge, Christos Dimitrakakis +2
Bayesian reinforcement learning (BRL) offers a decision-theoretic solution for reinforcement learning. While "model-based" BRL algorithms have focused either on maintaining a poste…