Cover Image

Combined Representation and Generation with Diffusive State Predictive Information Bottleneck

Fuente: arXiv

Saved in:

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

Similar Items

Latent Thermodynamic Flows: Unified Representation Learning and Generative Modeling of Temperature-Dependent Behaviors from Limited Data
by: Qiu, Yunrui, et al.
Published: (2025)

Machine learning for cerebral blood vessels' malformations
by: Topal, Irem, et al.
Published: (2024)

Expanding functional protein sequence space using high entropy generative models
by: Netti, Roberto, et al.
Published: (2026)

A survey of probabilistic generative frameworks for molecular simulations
by: John, Richard, et al.
Published: (2024)

Polyformer: a generative framework for thermodynamic modeling of polymeric molecules
by: Valentini, Alessio, et al.
Published: (2026)

Graph Neural Network-State Predictive Information Bottleneck (GNN-SPIB) approach for learning molecular thermodynamics and kinetics
by: Zou, Ziyue, et al.
Published: (2024)

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

Information Benchmark for Biological Sensors Beyond Steady States -- Mpemba-like sensory withdrawal effect
by: Pagare, Asawari, et al.
Published: (2024)

A Machine Learning Tool to Analyse Spectroscopic Changes in High-Dimensional Data
by: Martinez-Serra, Alberto, et al.
Published: (2025)

Random search with stochastic resetting: when finding the target is not enough
by: Bressloff, Paul C.
Published: (2025)

Encounter-based model of a run-and-tumble particle with stochastic resetting
by: Bressloff, Paul C
Published: (2025)

Universal bounds on entropy production from fluctuating coarse-grained trajectories
by: Seifert, Udo
Published: (2025)

Entropy production for diffusion processes across a semipermeable interface
by: Bressloff, Paul C
Published: (2024)

Sparse inference and active learning of stochastic differential equations from data
by: Huang, Yunfei, et al.
Published: (2022)

Multi-Relevance: Coexisting but Distinct Notions of Scale in Large Systems
by: Kline, Adam G., et al.
Published: (2023)

Span observables - "When is a foraging rabbit no longer hungry?"
by: Wiese, Kay Joerg
Published: (2019)

Exact Discrete Stochastic Simulation with Deep-Learning-Scale Gradient Optimization
by: Vilar, Jose M. G., et al.
Published: (2026)

Information-to-energy trade-offs and the optimal alphabet of polymer replication
by: Hernández, Damián G.
Published: (2026)

Towards Parsimonious Generative Modeling of RNA Families
by: Calvanese, Francesco, et al.
Published: (2023)

Measuring irreversibility in stochastic systems by categorizing single-molecule displacements
by: Lanza, Alvaro, et al.
Published: (2025)

When $B_2$ is Not Enough: Evaluating Simple Metrics for Predicting Phase Separation of Intrinsically Disordered Proteins
by: Oliver, Wesley W., et al.
Published: (2025)

Informational blueprints reveal condition-dependent gene regulatory architectures
by: Gökmen, Doruk Efe, et al.
Published: (2026)

Breaking the Bottlenecks: Scalable Diffusion Models for 3D Molecular Generation
by: Das, Adrita, et al.
Published: (2026)

Evolution and Pathogenicity of SARS-CoVs: A Microcanonical Analysis of Receptor-Binding Motifs
by: Frigori, Rafael B.
Published: (2025)

Different behaviors of diffusing diffusivity dynamics based on three different definitions of fractional Brownian motion
by: Wang, Wei, et al.
Published: (2025)

Hair cells in the cochlea must tune resonant modes to the edge of instability without destabilizing collective modes
by: Momi, Asheesh S., et al.
Published: (2024)

First Passage Problems in Biology
by: Chou, Tom, et al.
Published: (2014)

Stochastic Distinguishability of Markovian Trajectories
by: Pagare, Asawari, et al.
Published: (2024)

Reliable ligand discrimination in stochastic multistep kinetic proofreading: First passage time vs. product counting strategies
by: Li, Xiangting, et al.
Published: (2024)

Kinetic theories of state- and generation-dependent cell populations
by: Xia, Mingtao, et al.
Published: (2024)

Paradoxical non-Gaussian behavior in fractional Laplace motion with drift
by: Wang, Wei, et al.
Published: (2024)

Markov-bridge generation of transition paths and its application to cell-fate choice
by: Treut, Guillaume Le, et al.
Published: (2023)

Change-point detection in anomalous-diffusion trajectories utilising machine-learning-based uncertainty estimates
by: Seckler, Henrik, et al.
Published: (2024)

Ranking nodes in bipartite systems with a non-linear iterative map
by: Mazzolini, Andrea, et al.
Published: (2024)

Discrete turn strategies emerge in information-limited navigation
by: Betancourt, Jose M., et al.
Published: (2026)

Maximum likelihood estimates of diffusion coefficients from single-particle tracking experiments
by: Bullerjahn, Jakob Tómas, et al.
Published: (2020)

Minority-Triggered Reorientations Yield Macroscopic Cascades and Enhanced Responsiveness in Swarms
by: Syga, Simon, et al.
Published: (2026)

Non-equilibrium microbial dynamics unveil a new macroecological pattern beyond Taylor's law
by: Camacho-Mateu, José, et al.
Published: (2024)

The Inertial Spin Model of flocking with position-dependent forces
by: Carruitero, Sebastián, et al.
Published: (2023)

Mathematical Characterization of Private and Public Immune Repertoire Sequences
by: Böttcher, Lucas, et al.
Published: (2022)