41 citations · 104 across the 19 of their papers we have counts for
19 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…
Density and Affinity Dependent Social Segregation and Arbitrage Equilibrium in a Multi-class Schelling Game
Venkat Venkatasubramanian, Jessica Shi, Leo Goldman +2
Contrary to the widely believed hypothesis that larger, denser cities promote socioeconomic mixing, a recent study (Nilforoshan et al. 2023) reports the opposite behavior, i.e. mor…
Invisible hand and arbitrage equilibrium in the self-organizing dynamics of pattern formation in ecological systems
Venkat Venkatasubramanian, Arun Sankar E M, Abhishek Sivaram
Patterns in ecological systems such as mussel beds have been of considerable interest for a long time. Several physicochemical mechanisms have been proposed for their formation. He…
Jaynes Machine: The universal microstructure of deep neural networks
Venkat Venkatasubramanian, N. Sanjeevrajan, Manasi Khandekar
We present a novel theory of the microstructure of deep neural networks. Using a theoretical framework called statistical teleodynamics, which is a conceptual synthesis of statisti…
G-MATT: Single-step Retrosynthesis Prediction using Molecular Grammar Tree Transformer
Kevin Zhang, Vipul Mann, Venkat Venkatasubramanian
Various template-based and template-free approaches have been proposed for single-step retrosynthesis prediction in recent years. While these approaches demonstrate strong performa…
Arbitrage Equilibrium, Invariance, and the Emergence of Spontaneous Order in the Dynamics of Birds Flocking
Abhishek Sivaram, Venkat Venkatasubramanian
The physics of active biological matter, such as bacterial colonies and bird flocks, exhibiting interesting self-organizing dynamical behavior has gained considerable importance in…
AI-driven Hypergraph Network of Organic Chemistry: Network Statistics and Applications in Reaction Classification
Vipul Mann, Venkat Venkatasubramanian
Rapid discovery of new reactions and molecules in recent years has been facilitated by the advancements in high throughput screening, accessibility to a much more complex chemical…
A unified theory of emergent equilibrium phenomena in active and passive matter
Venkat Venkatasubramanian, Abhishek Sivaram, Laya Das
Recent attempts towards a theory of active matter utilize concepts and methods from hydrodynamics, kinetic theory, and non-equilibrium statistical physics. However, such approaches…
Robust and Efficient Swarm Communication Topologies for Hostile Environments
Vipul Mann, Abhishek Sivaram, Laya Das +1
Swarm Intelligence-based optimization techniques combine systematic exploration of the search space with information available from neighbors and rely strongly on communication amo…
How much income inequality is fair? Nash bargaining solution and its connection to entropy
Venkat Venkatasubramanian, Yu Luo
The question about fair income inequality has been an important open question in economics and in political philosophy for over two centuries with only qualitative answers such as…
Social influence makes self-interested crowds smarter: an optimal control perspective
Yu Luo, Garud Iyengar, Venkat Venkatasubramanian
It is very common to observe crowds of individuals solving similar problems with similar information in a largely independent manner. We argue here that crowds can become "smarter,…
Game Theory, Statistical Mechanics and Income Inequality
Venkat Venkatasubramanian, Yu Luo, Jay Sethuraman
The widening inequality in income distribution in recent years, and the associated excessive pay packages of CEOs in the U.S. and elsewhere, is of growing concern among policy make…
Fairness Is an Emergent Self-Organized Property of the Free Market for Labor
Venkat Venkatasubramanian
The excessive compensation packages of CEOs of U.S. corporations in recent years have brought to the foreground the issue of fairness in economics. The conventional wisdom is that…
What is Fair Pay for Executives? An Information Theoretic Analysis of Wage Distributions
Venkat Venkatasubramanian
The high pay packages of U.S. CEOs have raised serious concerns about what would constitute a fair pay.