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.

169,181 papers · 148 categories

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5 results for “multi-generator”

Stackelberg GAN: Towards Provable Minimax Equilibrium via Multi-Generator Architecturescs.LG

Stackelberg GAN improves GAN stability by reducing minimax gap.

problem Stability issues in GAN training procedure.

method New multi-generator architecture and application of Shapley-Folkman lemma.

result Minimax gap shrinks to ε with rate O(1/ε) as the number of generators increases.

GAN Stability Multi-generator Shapley-Folkman lemma Minimax gap

2018-11-19abs ↗pdf ↗

Self-Distillation as Instance-Specific Label Smoothingcs.LG

Self-distillation improves model performance by increasing teacher diversity and smoothing predictions.

problem Improving model generalization and performance through self-distillation.

method Interpreting self-distillation as MAP estimation and proposing instance-specific label smoothing.

result Self-distillation enhances model performance by increasing teacher diversity and smoothing predictions.

self-distillation label smoothing teacher-student training predictive diversity MAP estimation

2020-06-09abs ↗pdf ↗

Disconnected Manifold Learning for Generative Adversarial Networkscs.LG

GANs struggle with disconnected manifolds, our method improves their performance.

problem GANs fail to model distributions on disconnected manifolds.

method Using a collection of generators and a novel prior learning approach.

result Our method addresses the limitations of GANs on disconnected manifolds.

GANs disconnected manifolds multi-generator prior learning mode dropping

2018-06-03abs ↗pdf ↗

Discrete Differential Geometry for

C^{1,1}

Hyperbolic Surfaces of Non-Constant Curvaturemath.DG

Develops discrete geometry for non-constant curvature surfaces.

problem Modeling surfaces of non-constant curvature, especially with non-constant negative curvature.

method Derived and numerically integrated Lelieuvre formulas for

C^{1,1}

hyperbolic surfaces. Proposed iterative and fast marching methods for solving implicit equations and computing geodesic distances.

result Explicit construction of immersions is not provided, but equations are described implicitly.

discrete differential geometry non-constant curvature hyperbolic surfaces Lelieuvre formulas iterative methods

2023-09-15abs ↗pdf ↗

Multi-Generator Generative Adversarial Netscs.LG

A new GAN method using multiple generators to avoid mode collapse.

problem Mode collapsing problem in GANs.

method Employing multiple generators in a minimax formulation.

result State-of-the-art results with minimal mode collapse.

GAN Generative Adversarial Nets Mode Collapse Multiple Generators Jensen-Shannon Divergence

2017-08-08abs ↗pdf ↗