5 papers
Why Meditation Wearables Fail: Reward Misspecification in Closed-Loop EEG and Biofeedback Systems
Joy Bose
Consumer EEG headbands, HRV biofeedback devices, and closed-loop neurostimulation systems share a fundamental design flaw: they reward measurable proxy signals rather than the outc…
Spiking Sequence Machines and Transformers
Joy Bose
Sequence learning reduces to similarity-based retrieval over a temporally indexed representation space, a constraint on any sequence model, not a property of a specific architectur…
Pendulum Model of Spiking Neurons
Joy Bose
We propose a biologically inspired model of spiking neurons based on the dynamics of a damped, driven pendulum. Unlike traditional models such as the Leaky Integrate-and-Fire (LIF)…
A Scalable and High Availability Solution for Recommending Resolutions to Problem Tickets
Harish Saragadam, Chetana K Nayak, Joy Bose
Resolution of incidents or problem tickets is a common theme in service industries in any sector, including billing and charging systems in telecom domain. Machine learning can hel…
Predicting Locations of Cell Towers for Network Capacity Expansion
Sowmiyan Morri, Joy Bose, L Raghunatha Reddy +1
Network capacity expansion is a critical challenge for telecom operators, requiring strategic placement of new cell sites to ensure optimal coverage and performance. Traditional ap…