1 citations · 2 across the 4 of their papers we have counts for
5 papers · 1 filter
Learning from Interval Targets
Rattana Pukdee, Ziqi Ke, Chirag Gupta
We study the problem of regression with interval targets, where only upper and lower bounds on target values are available in the form of intervals. This problem arises when the ex…
Parity Calibration
Youngseog Chung, Aaron Rumack, Chirag Gupta
In a sequential regression setting, a decision-maker may be primarily concerned with whether the future observation will increase or decrease compared to the current one, rather th…
Online Platt Scaling with Calibeating
Chirag Gupta, Aaditya Ramdas
We present an online post-hoc calibration method, called Online Platt Scaling (OPS), which combines the Platt scaling technique with online logistic regression. We demonstrate that…
Modern Machine and Deep Learning Systems as a way to achieve Man-Computer Symbiosis
Chirag Gupta
Man-Computer Symbiosis (MCS) was originally envisioned by the famous computer pioneer J.C.R. Licklider in 1960, as a logical evolution of the then inchoate relationship between com…
Shallow Encoder Deep Decoder (SEDD) Networks for Image Encryption and Decryption
Chirag Gupta
This paper explores a new framework for lossy image encryption and decryption using a simple shallow encoder neural network E for encryption, and a complex deep decoder neural netw…