Milong Ren
4 papers · 2023–2025 · 3 venues · across top CS/AI venues
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Achievements
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🌍
Conference Polyglot · Bronze
🌉
Interdisciplinary Bridge · Silver
🗺️
Taxonomy Completionist
(10)
Venues
Top co-authors
Research topics
Keywords
evolutionary constraint
(2)
protein language model
(2)
antibody design
(2)
multi-objective optimization
(1)
generative model
(1)
markov random field
(1)
diffusion model
(1)
score-based diffusion model
(1)
protein structure
(1)
physical constraint
(1)
score-based generative model
(1)
geometric constraint
(1)
protein-protein interaction
(1)
binding affinity
(1)
side-chain conformation
(1)
binding prediction
(1)
protein-protein binding
(1)
mutational effect
(1)
rosetta energy
(1)
representation learning
(1)
Papers
Multi-objective antibody design with constrained preference optimization
ICLR 2025
Antibody Design Using a Score-based Diffusion Model Guided by Evolutionary, Physical and Geometric Constraints
ICML 2024
CarbonNovo: Joint Design of Protein Structure and Sequence Using a Unified Energy-based Model
ICML 2024
Predicting mutational effects on protein-protein binding via a side-chain diffusion probabilistic model
NeurIPS 2023