collaborators

5 papers

math.DS2026

Spectral Kernel Dynamics for Planetary Surface Graphs: Distinction Dynamics and Topological Conservation

Jnaneshwar Das

The spectral kernel field equation R[k] = T[k] lacks a conservation-law analog. We prove (i) the fixed-point flow is strictly volume-expanding (tr DF > 0), precluding automatic con…

cs.RO2026

Spectral Kernel Dynamics via Maximum Caliber: Fixed Points, Geodesics, and Phase Transitions

Jnaneshwar Das

We derive a closed-form geometric functional for kernel dynamics on finite graphs by applying the Maximum Caliber (MaxCal) variational principle to the spectral transfer function h…

cs.LG2026

Kernel Dynamics under Path Entropy Maximization

Jnaneshwar Das

We propose a variational framework in which the kernel function k : X x X -> R, interpreted as the foundational object encoding what distinctions an agent can represent, is treated…

cs.GR2026

Engineering Mythology: A Digital-Physical Framework for Culturally-Inspired Public Art

Jnaneshwar Das, Christopher Filkins, Rajesh Moharana +13

Navagunjara Reborn: The Phoenix of Odisha was built for Burning Man 2025 as both a sculpture and an experiment-a fusion of myth, craft, and computation. This paper describes the di…

cs.RO2023

A Survey of Decision-Theoretic Approaches for Robotic Environmental Monitoring

Yoonchang Sung, Zhiang Chen, Jnaneshwar Das +1

Robotics has dramatically increased our ability to gather data about our environments, creating an opportunity for the robotics and algorithms communities to collaborate on novel s…