Cover Image

Latent Thermodynamic Flows: Unified Representation Learning and Generative Modeling of Temperature-Dependent Behaviors from Limited Data

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Qiu, Yunrui, John, Richard, Herron, Lukas, Tiwary, Pratyush
Format:	Preprint
Published:	2025
Subjects:	Machine Learning Statistical Mechanics Biological Physics Chemical Physics
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Exponentially Tilted Thermodynamic Maps (expTM): Predicting Phase Transitions Across Temperature, Pressure, and Chemical Potential
by: Lee, Suemin, et al.
Published: (2025)

Thermodynamically Optimized Machine-learned Reaction Coordinates for Hydrophobic Ligand Dissociation
by: Beyerle, Eric, et al.
Published: (2023)

Augmenting Human Expertise in Weighted Ensemble Simulations through Deep Learning based Information Bottleneck
by: Wang, Dedi, et al.
Published: (2024)

Combined Representation and Generation with Diffusive State Predictive Information Bottleneck
by: John, Richard, et al.
Published: (2025)

Generative artificial intelligence for computational chemistry: a roadmap to predicting emergent phenomena
by: Tiwary, Pratyush, et al.
Published: (2024)

Thermodynamic and Stoichiometric Laws Ruling the Fates of Growing Systems
by: Kamimura, Atsushi, et al.
Published: (2023)

General Theory of Static Response for Markov Jump Processes
by: Aslyamov, Timur, et al.
Published: (2024)

Polymer-Residue Accessibility Shapes Sequence Dependence of Critical Temperatures for Phase Separation
by: de Souza, J. Pedro, et al.
Published: (2026)

Stochastic Thermodynamics of Cooperative Biomolecular Machines: Fluctuation Relations and Hidden Detailed Balance Breaking
by: Piephoff, D. Evan, et al.
Published: (2025)

Continuous Gated First-Passage Processes
by: Scher, Yuval, et al.
Published: (2022)

The Interplay of Heterogeneity and Product Detachment in Templated Polymer Copying
by: Guntoro, Jeremy E. B., et al.
Published: (2024)

Towards a robust approach to infer causality in molecular systems satisfying detailed balance
by: Del Tatto, Vittorio, et al.
Published: (2025)

Good rates from bad coordinates: the exponential average time-dependent rate approach
by: Mazzaferro, Nicodemo, et al.
Published: (2024)

Nonadiabatic force matching for alchemical free-energy estimation
by: Rosa-Raíces, Jorge L., et al.
Published: (2025)

Static vs dynamic rough energy landscapes: Where is diffusion faster?
by: Makarov, Dmitrii E., et al.
Published: (2025)

Fastest first-passage time for multiple searchers with finite speed
by: Grebenkov, Denis S., et al.
Published: (2026)

Diffusion-controlled reactions: an overview
by: Grebenkov, Denis S.
Published: (2023)

Pattern stability in reaction-diffusion systems depends on path entropy
by: Heller, Eric R., et al.
Published: (2026)

Entropy Production by Underdamped Langevin Dynamics
by: Lyu, Jinghao, et al.
Published: (2024)

Non-Markovianity increases transition path probability
by: Brünig, Florian N., et al.
Published: (2025)

Inference of non-exponential kinetics through stochastic resetting
by: Blumer, Ofir, et al.
Published: (2024)

Fastest first-passage time statistics for time-dependent particle injection
by: Grebenkov, Denis S., et al.
Published: (2025)

Optimal information gain at the onset of habituation to repeated stimuli
by: Nicoletti, Giorgio, et al.
Published: (2023)

Hierarchical Reconstruction of Time-arrow from Multi-time Correlations
by: Cheng, Yijia, et al.
Published: (2026)

Arbitrage equilibria in active matter systems
by: Venkatasubramanian, Venkat, et al.
Published: (2024)

Thermodynamic Bounds on Symmetry Breaking in Linear and Catalytic Biochemical Systems
by: Liang, Shiling, et al.
Published: (2022)

Thermodynamically Consistent Phase-Field Theory Including Nearest-Neighbor Pair Correlations Explains Failure of Mean-Field Reasoning
by: Blom, Kristian, et al.
Published: (2022)

Maximum Entropy Production Principle of Thermodynamics for the Birth and Evolution of Life
by: Sawada, Yasuji, et al.
Published: (2025)

Julian Hirniak, an early proponent of periodic chemical reaction
by: Manz, Niklas, et al.
Published: (2024)

Gradient estimators for parameter inference in discrete stochastic kinetic models
by: Burger, Ludwig, et al.
Published: (2026)

The need for statistical physics in Africa: perspective and an illustration in drug delivery problems
by: Sahini, Mtabazi G., et al.
Published: (2025)

Birth, Death, and Replication at Surfaces: Universal Laws of Autocatalytic Dynamics
by: Grebenkov, Denis S.
Published: (2026)

Key Issues Review: Useful autonomous quantum machines
by: Guzmán, José Antonio Marín, et al.
Published: (2023)

Introduction to modelling radical pair quantum spin dynamics with tensor networks
by: Hino, Kentaro, et al.
Published: (2025)

Catalytic Coagulation
by: Krapivsky, P. L., et al.
Published: (2024)

Hamiltonian replica exchange augmented with diffusion-based generative models and importance sampling to assess biomolecular conformational basins and barriers
by: Benayad, Zakarya, et al.
Published: (2025)

Thermodynamics of quantum oscillators
by: Caffarel, Michel
Published: (2025)

Classical and Multiscale Non-equilibrium Thermodynamics
by: Grmela, Miroslav, et al.
Published: (2025)

On Boltzmann Averaging in Ab Initio Thermodynamics
by: Heenen, Hendrik H., et al.
Published: (2025)

An Efficient Integrator Scheme for Sampling the (Quantum) Isobaric-Isothermal Ensemble in (Path Integral) Molecular Dynamics Simulations
by: Liang, Weihao, et al.
Published: (2025)