Zining Liu
4 papers · 2019–2026 · 3 venues · across top CS/AI venues
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Achievements
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🌍
Conference Polyglot · Bronze
🏃
Academic Marathon · Sprint
🌉
Interdisciplinary Bridge · Bronze
🗺️
Taxonomy Completionist
(14)
Top co-authors
Research topics
Artificial Intelligence
(2)
Deep Learning
(2)
Machine Learning
(2)
Natural Language Processing
(2)
Core AI
(2)
Optimization & Theory
(2)
Reinforcement Learning
(1)
Application Areas
(1)
Applications
(1)
Generation
(1)
Learning Types · Machine Learning
(1)
Learning Types · Deep Learning
(1)
Methods
(1)
Resources & Methods
(1)
Keywords
speculative decoding
(2)
deep reinforcement learning
(1)
policy optimization
(1)
text generation
(1)
neural architecture search
(1)
efficient inference
(1)
efficient computing
(1)
resource allocation
(1)
autoregressive model
(1)
vision-language model
(1)
pipeline parallelism
(1)
inference optimization
(1)
decoding strategy
(1)
feature distillation
(1)
customer service
(1)
multimodal generation
(1)
large language model
(1)
neural network
(1)
generation refinement
(1)
customer routing
(1)
Papers
DREAM-S: Speculative Decoding with Searchable Drafting and Target-Aware Refinement for Multimodal Generation
ACL 2026
Mitigating Sequential Dependencies: A Survey of Algorithms and Systems for Generation-Refinement Frameworks in Autoregressive Models
EMNLP 2025
PipeSpec: Breaking Stage Dependencies in Hierarchical LLM Decoding
ACL 2025
CRSRL: Customer Routing System Using Reinforcement Learning
IJCAI 2019