Lixin Ma
3 papers · 2025–2025 · 3 venues · across top CS/AI venues
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Achievements
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🌍
Conference Polyglot · Bronze
🌉
Interdisciplinary Bridge · Bronze
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Research topics
Keywords
benchmark evaluation
(1)
sparse coding
(1)
multimodal learning
(1)
image reconstruction
(1)
vector quantization
(1)
latent representation
(1)
variational autoencoder
(1)
vision-language model
(1)
multimodal large language model
(1)
structural information
(1)
spatial reasoning
(1)
hierarchical evaluation
(1)
spatial perception
(1)
context-aware generation
(1)
creative generation
(1)
spatial cognition
(1)
discrete latent representation
(1)
creative capabilities
(1)
Papers
Creation-MMBench: Assessing Context-Aware Creative Intelligence in MLLMs
ICCV 2025
SPHERE: Unveiling Spatial Blind Spots in Vision-Language Models Through Hierarchical Evaluation
ACL 2025
SSC-VAE: Structured Sparse Coding Based Variational Autoencoder for Detail Preserved Image Reconstruction
AAAI 2025