Siyuan Du
4 papers · 2024–2025 · 4 venues · across top CS/AI venues
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Achievements
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Conference Polyglot ยท Bronze
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Conference Pioneer
Venues
Top co-authors
Research topics
Keywords
submodular optimization
(1)
transfer learning
(1)
medical imaging
(1)
foundation model
(1)
data selection
(1)
low-rank adaptation
(1)
heterogeneous data
(1)
feature diversity
(1)
dimensional collapse
(1)
low-rank adapter
(1)
large language model
(1)
pretraining data
(1)
model specialization
(1)
knowledge decomposition
(1)
mixture of low-rank adapters (mola)
(1)
task identifiers
(1)
task-wise decorrelation loss
(1)
Papers
Combatting Dimensional Collapse in LLM Pre-Training Data via Submodular File Selection
ICLR 2025
Exploring Training on Heterogeneous Data with Mixture of Low-rank Adapters
ICML 2024
Low-Rank Knowledge Decomposition for Medical Foundation Models
CVPR 2024
Reprogramming Distillation for Medical Foundation Models
MICCAI 2024