Ilia Igashov

4 papers · 2022–2025 · 2 venues · across top CS/AI venues

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Achievements

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🌍 Conference Polyglot · Bronze 🌉 Interdisciplinary Bridge · Gold 🗺️ Taxonomy Completionist (14) 🌈 Renaissance Researcher (5)

Venues

ICLR (3) AAAI (1)

Top co-authors

Arne Schneuing (3) Bruno Correia (3) Michael M. Bronstein (2) Marwin Segler (2) Sergei Grudinin (1) Dmitrii Zhemchuzhnikov (1) Pietro Lió (1) Thomas Castiglione (1) Julien Roy (1) Emmanuel Bengio (1)

Research topics

Artificial Intelligence (3) Deep Learning (3) Core AI (3) Machine Learning (2) Models (2) Computer Vision (1) Healthcare & Medicine (1) Interdisciplinary (1) Mathematics & Optimization (1) Analysis (1) Application Areas (1) Architectures (1) Core Methods (1) Learning Types (1) Optimization (1)

Keywords

molecular generation (2) markov bridge (2) flow matching (1) message passing (1) protein structure prediction (1) distribution learning (1) generative model (1) convolutional neural network (1) drug design (1) discrete state space (1) chemical reaction (1) molecule generation (1) protein structure (1) protein-ligand complex (1) 3d convolution (1) se(3) equivariance (1) chemical reaction prediction (1) 3d volumetric data (1) spatial pattern recognition (1) state of the art (1)

Papers

Multi-domain Distribution Learning for De Novo Drug Design ICLR 2025 SynFlowNet: Design of Diverse and Novel Molecules with Synthesis Constraints ICLR 2025 RetroBridge: Modeling Retrosynthesis with Markov Bridges ICLR 2024 6DCNN with Roto-Translational Convolution Filters for Volumetric Data Processing AAAI 2022