Tianfan Fu
11 papers · 2017–2025 · 8 venues · across top CS/AI venues
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Achievements
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πΊοΈ Taxonomy Completionist (26) π Conference Polyglot Β· Silver π Academic Marathon Β· Sprint π Interdisciplinary Bridge Β· Gold π£ Hot Topic Early Bird
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Grand Slam
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Keyword Champion
(2)
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Trend Setter
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Renaissance Researcher
(7)
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Century Club Β· Bronze
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Unstoppable Β· Bronze
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(55)
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Research topics
Machine Learning
(9)
Core Methods
(7)
Artificial Intelligence
(4)
Deep Learning
(4)
Mathematics & Optimization
(3)
Architectures
(3)
Learning Types
(3)
Optimization
(3)
Optimization & Theory
(3)
Interdisciplinary
(2)
Application Areas
(2)
Core AI
(2)
Science
(2)
Data Science & Analytics
(1)
Healthcare & Medicine
(1)
Keywords
graph neural network
(4)
molecule optimization
(3)
molecular generation
(2)
molecular design
(2)
drug discovery
(2)
generative model
(2)
representation learning
(2)
property prediction
(2)
sample efficiency
(1)
gradient-based optimization
(1)
molecular optimization
(1)
multimodal learning
(1)
adversarial training
(1)
markov chain monte carlo
(1)
stochastic gradient
(1)
matrix factorization
(1)
adversarial attack
(1)
bayesian inference
(1)
contrastive learning
(1)
knowledge graph
(1)
Papers
Bi-level Contrastive Learning for Knowledge-Enhanced Molecule Representations
AAAI 2025
LIFTED: Multimodal Clinical Trial Outcome Prediction via Large Language Models and Mixture-of-Experts
EMNLP 2025
Graph Adversarial Diffusion Convolution
ICML 2024
Differentiable Scaffolding Tree for Molecule Optimization
ICLR 2022
Reinforced Genetic Algorithm for Structure-based Drug Design
NeurIPS 2022
Sample Efficiency Matters: A Benchmark for Practical Molecular Optimization
NeurIPS 2022
MIMOSA: Multi-constraint Molecule Sampling for Molecule Optimization
AAAI 2021
CORE: Automatic Molecule Optimization Using Copy & Refine Strategy
AAAI 2020
DDL: Deep Dictionary Learning for Predictive Phenotyping
IJCAI 2019
Continuous Word Embedding Fusion via Spectral Decomposition
CoNLL 2018
CPSG-MCMC: Clustering-Based Preprocessing method for Stochastic Gradient MCMC
AISTATS 2017