Philippe Wenk
6 papers · 2019–2022 · 4 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Bronze
🌉
Interdisciplinary Bridge · Bronze
🗺️
Taxonomy Completionist
(15)
🐣
Hot Topic Early Bird
Venues
Top co-authors
Research topics
Machine Learning
(5)
Core Methods
(4)
Optimization & Theory
(4)
Artificial Intelligence
(2)
Mathematics & Optimization
(1)
Reinforcement Learning
(1)
Applications
(1)
Bayesian & Probabilistic · Artificial Intelligence
(1)
Bayesian & Probabilistic · Machine Learning
(1)
Core AI
(1)
Learning Paradigms
(1)
Learning Types
(1)
Optimization
(1)
Keywords
gaussian process
(4)
dynamical system
(2)
gradient matching
(2)
bayesian inference
(1)
parameter estimation
(1)
epistemic uncertainty
(1)
stability analysis
(1)
time series
(1)
hypothesis testing
(1)
parameter inference
(1)
maximum mean discrepancy
(1)
state inference
(1)
generative model
(1)
state space model
(1)
nonlinear dynamical system
(1)
neural ordinary differential equation
(1)
stochastic differential equation
(1)
wasserstein loss
(1)
ordinary differential equation
(1)
neural ode
(1)
Papers
Adaptive Gaussian Process Change Point Detection
ICML 2022
Distributional Gradient Matching for Learning Uncertain Neural Dynamics Models
NeurIPS 2021
Learning Stable Deep Dynamics Models for Partially Observed or Delayed Dynamical Systems
NeurIPS 2021
ODIN: ODE-Informed Regression for Parameter and State Inference in Time-Continuous Dynamical Systems
AAAI 2020
AReS and MaRS Adversarial and MMD-Minimizing Regression for SDEs
ICML 2019
Fast Gaussian process based gradient matching for parameter identification in systems of nonlinear ODEs
AISTATS 2019