Ilya Trofimov
6 papers · 2021–2025 · 5 venues · across top CS/AI venues
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Achievements
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🌍 Conference Polyglot · Silver 🌉 Interdisciplinary Bridge · Bronze 🗺️ Taxonomy Completionist (12) 🐣 Hot Topic Early Bird 🏆 Keyword Champion (2)
🔥
Unstoppable · Bronze
Top co-authors
Research topics
Machine Learning
(5)
Core Methods
(4)
Artificial Intelligence
(3)
Deep Learning
(3)
Core AI
(2)
Models
(2)
Optimization & Theory · Machine Learning
(2)
Computer Science
(1)
Computer Vision
(1)
Analysis
(1)
Application Areas
(1)
Domain-Specific
(1)
Foundations
(1)
Learning Paradigms
(1)
Optimization & Theory · Deep Learning
(1)
Keywords
topological data analysis
(3)
dimensionality reduction
(2)
persistence barcode
(2)
topological feature
(2)
sublevel sets
(1)
latent representation
(1)
latent variable
(1)
loss function
(1)
weighted graph
(1)
deep generative model
(1)
generative model evaluation
(1)
topological loss
(1)
neural network
(1)
manifold topology
(1)
mode collapse detection
(1)
scalar function
(1)
minimal spanning tree
(1)
gan
(1)
disentanglement
(1)
factorization
(1)
Papers
RTD-Lite: Scalable Topological Analysis for Comparing Weighted Graphs in Learning Tasks
AISTATS 2025
Disentanglement Learning via Topology
ICML 2024
Scalar Function Topology Divergence: Comparing Topology of 3D Objects
ECCV 2024
Learning topology-preserving data representations
ICLR 2023
Representation Topology Divergence: A Method for Comparing Neural Network Representations.
ICML 2022
Manifold Topology Divergence: a Framework for Comparing Data Manifolds.
NeurIPS 2021