Ziyan Liu
11 papers · 2024–2026 · 7 venues · across top CS/AI venues
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Achievements
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🐣 Hot Topic Early Bird 🌍 Conference Polyglot · Silver 🌉 Interdisciplinary Bridge · Silver 🗺️ Taxonomy Completionist (31) 🗃️ Keyword Collector (51)
💎
Century Club · Bronze
❓
The Questioner
⚡
Prolific Year · Productive
Top co-authors
Research topics
Artificial Intelligence
(9)
Core AI · Artificial Intelligence
(8)
Machine Learning
(6)
Application Areas
(4)
Computer Vision
(3)
Deep Learning
(3)
Learning Types
(3)
Natural Language Processing
(2)
Analysis
(2)
Core Methods
(2)
Optimization & Theory
(2)
Reinforcement Learning
(1)
Applications · Natural Language Processing
(1)
Applications · Computer Vision
(1)
Core AI · Computer Vision
(1)
Keywords
multimodal large language model
(5)
spatial reasoning
(3)
benchmark evaluation
(3)
zero-shot learning
(2)
macro placement
(2)
visual question answering
(1)
domain adaptation
(1)
sample efficiency
(1)
preference optimization
(1)
tree search
(1)
visual reasoning
(1)
visual representation
(1)
efficient inference
(1)
semantic alignment
(1)
question answering
(1)
robot control
(1)
contextual retrieval
(1)
conversational ai
(1)
iterative refinement
(1)
instruction tuning
(1)
Papers
Easy for Children, Hard for AI: The Limits of Multimodal LLMs in Early Childhood Learning
AAAI 2026
Evo-1: Lightweight Vision-Language-Action Model with Preserved Semantic Alignment
CVPR 2026
From Selection to Refinement: Iterative Optimization for Instruction Data
ACL 2026
MirrorQA: Benchmarking Multimodal LLMs on Mirror-Orientation Reasoning
ACL 2026
Tiny Scales, Great Challenges: The Limits of Multimodal LLMs in Scale Recognition
ACL 2026
Can Multimodal Large Language Models Understand Spatial Relations?
ACL 2025
LaMPlace: Learning to Optimize Cross-Stage Metrics in Macro Placement
ICLR 2025
LLaVA-SP: Enhancing Visual Representation with Visual Spatial Tokens for MLLMs
ICCV 2025
MIND: A Multi-agent Framework for Zero-shot Harmful Meme Detection
ACL 2025
RedOne: Revealing Domain-specific LLM Post-Training in Social Networking Services
EMNLP 2025
Reinforcement Learning within Tree Search for Fast Macro Placement
ICML 2024