1 citations · 1 across the 2 of their papers we have counts for
6 papers
Thermodynamics vs Teleodynamics: A Cosmological Divide?
Oem Trivedi, Venkat Venkatasubramanian
We show that stationary black holes and the evolving universe belong to fundamentally different thermodynamic regimes: black holes obey ordinary Bekenstein Hawking thermodynamics,…
Game Theory in Cosmology
Oem Trivedi, Venkat Venkatsubramanian
We present a game-theoretic statistical framework for cosmology, which we term \textit{Cosmological Teleodynamics}. We recast the dark sector, cosmic acceleration, large-scale stru…
What's in an embedding? Would a rose by any embedding smell as sweet?
Venkat Venkatasubramanian
Large Language Models (LLMs) are often criticized for lacking true "understanding" and the ability to "reason" with their knowledge, being seen merely as autocomplete systems. We b…
Arbitrage equilibrium and the emergence of universal microstructure in deep neural networks
Venkat Venkatasubramanian, N Sanjeevrajan, Manasi Khandekar +2
Despite the stunning progress recently in large-scale deep neural network applications, our understanding of their microstructure, 'energy' functions, and optimal design remains in…
Quo Vadis ChatGPT? From Large Language Models to Large Knowledge Models
Venkat Venkatasubramanian, Arijit Chakraborty
The startling success of ChatGPT and other large language models (LLMs) using transformer-based generative neural network architecture in applications such as natural language proc…
Arbitrage equilibria in active matter systems
Venkat Venkatasubramanian, Abhishek Sivaram, N. Sanjeevrajan +1
The motility-induced phase separation (MIPS) phenomenon in active matter has been of great interest for the past decade or so. A central conceptual puzzle is that this behavior, wh…