9 citations · 31 across the 8 of their papers we have counts for
8 papers
LatentPoison - Adversarial Attacks On The Latent Space
Antonia Creswell, Anil A. Bharath, Biswa Sengupta
Robustness and security of machine learning (ML) systems are intertwined, wherein a non-robust ML system (classifiers, regressors, etc.) can be subject to attacks using a wide vari…
GeoSeq2Seq: Information Geometric Sequence-to-Sequence Networks
Alessandro Bay, Biswa Sengupta
The Fisher information metric is an important foundation of information geometry, wherein it allows us to approximate the local geometry of a probability distribution. Recurrent ne…
StackSeq2Seq: Dual Encoder Seq2Seq Recurrent Networks
Alessandro Bay, Biswa Sengupta
A widely studied non-deterministic polynomial time (NP) hard problem lies in finding a route between the two nodes of a graph. Often meta-heuristics algorithms such as are…
Approximating meta-heuristics with homotopic recurrent neural networks
Alessandro Bay, Biswa Sengupta
Much combinatorial optimisation problems constitute a non-polynomial (NP) hard optimisation problem, i.e., they can not be solved in polynomial time. One such problem is finding th…
Pillar Networks++: Distributed non-parametric deep and wide networks
Biswa Sengupta, Yu Qian
In recent work, it was shown that combining multi-kernel based support vector machines (SVMs) can lead to near state-of-the-art performance on an action recognition dataset (HMDB-5…
Multi-kernel learning of deep convolutional features for action recognition
Biswa Sengupta, Yu Qian
Image understanding using deep convolutional network has reached human-level performance, yet a closely related problem of video understanding especially, action recognition has no…