Winston Hu
4 papers · 2025–2026 · 3 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Bronze
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Interdisciplinary Bridge · Bronze
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Taxonomy Completionist
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Research topics
Keywords
multimodal large language model
(2)
direct preference optimization
(1)
knowledge distillation
(1)
text generation
(1)
multimodal learning
(1)
visual reasoning
(1)
inference acceleration
(1)
speculative decoding
(1)
draft model
(1)
arbitrary resolution
(1)
autoregressive decoding
(1)
data-efficient learning
(1)
token compression
(1)
multi-agent system
(1)
learnable queries
(1)
spatial-temporal understanding
(1)
target model
(1)
long-chain reasoning
(1)
encoder-free multimodal
(1)
vision transformer
(1)
Papers
BREEN: Bridge Data-Efficient Encoder-Free Multimodal Learning with Learnable Queries
WACV 2026
Insight-V: Exploring Long-Chain Visual Reasoning with Multimodal Large Language Models
CVPR 2025
Oryx MLLM: On-Demand Spatial-Temporal Understanding at Arbitrary Resolution
ICLR 2025
PEARL: Parallel Speculative Decoding with Adaptive Draft Length
ICLR 2025