On-device research index

arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

168,742 papers · 148 categories

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2 results for “co-generation”

Co-Generation with GANs using AIS based HMCcs.CV

Paper tackles co-generation with GANs, developing a new algorithm.

problem Inferring the most likely configuration for a subset of variables given the rest.

method Annealed Importance Sampling based Hamiltonian Monte Carlo algorithm.

result Significantly outperforms classical gradient based methods.

co-generation GANs Hamiltonian Monte Carlo Annealed Importance Sampling CelebA

2019-10-31abs ↗pdf ↗

VecMol: Vector-Field Representations for 3D Molecule Generationstat.ML

VecMol generates 3D molecules as continuous vector fields, overcoming modality and geometry constraints.

problem Challenges in generating 3D molecules, especially in drug discovery and materials science.

method VecMol reimagines molecular representation by modeling 3D molecules as continuous vector fields over Euclidean space, parameterized by a neural field and generated using a latent diffusion model.

result Vector-field-based representations show promise for 3D molecular generation, validated on benchmarks.

molecular generation 3D molecules vector fields neural fields latent diffusion

2026-03-13abs ↗pdf ↗