Il Memming Park
10 papers · 2014–2025 · 5 venues · across top CS/AI venues
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Achievements
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🌍 Conference Polyglot · Silver 🏃 Academic Marathon · Half 🌉 Interdisciplinary Bridge · Bronze 🗺️ Taxonomy Completionist (21) 💎 Century Club · Bronze
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Research topics
Machine Learning
(8)
Optimization & Theory
(6)
Artificial Intelligence
(5)
Deep Learning
(4)
Bayesian & Probabilistic · Artificial Intelligence
(3)
Models
(3)
Bayesian & Probabilistic · Machine Learning
(2)
Core AI
(2)
Data Science & Analytics
(1)
Knowledge & Reasoning
(1)
Mathematics & Optimization
(1)
Application Areas
(1)
Architectures
(1)
Core Methods
(1)
Learning Paradigms
(1)
Keywords
dynamical system
(3)
variational inference
(3)
state space model
(2)
bayesian inference
(2)
gaussian process
(2)
memory retention
(1)
gradient descent
(1)
dirichlet process
(1)
kalman filter
(1)
shannon entropy
(1)
message passing
(1)
gibbs sampling
(1)
time series
(1)
fisher information matrix
(1)
continuous attractor
(1)
neural data analysis
(1)
information geometry
(1)
bayesian entropy estimation
(1)
pitman-yor process
(1)
online learning
(1)
Papers
Meta-Dynamical State Space Models for Integrative Neural Data Analysis
ICLR 2025
Back to the Continuous Attractor
NeurIPS 2024
eXponential FAmily Dynamical Systems (XFADS): Large-scale nonlinear Gaussian state-space modeling
NeurIPS 2024
Leveraging Generative Models for Unsupervised Alignment of Neural Time Series Data
ICLR 2024
Linear Time GPs for Inferring Latent Trajectories from Neural Spike Trains
ICML 2023
Real-time variational method for learning neural trajectory and its dynamics
ICLR 2023
Information Geometry of Orthogonal Initializations and Training
ICLR 2020
Jointly learning visual motion and confidence from local patches in event cameras
ECCV 2020
Tree-Structured Recurrent Switching Linear Dynamical Systems for Multi-Scale Modeling
ICLR 2019
Bayesian Entropy Estimation for Countable Discrete Distributions
JMLR 2014