Lixinyu Xu
3 papers · 2024–2025 · 3 conferences · across top CS/AI conferences
Achievements
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🌍
Conference Polyglot
(2)
🌈
Renaissance Researcher
(5)
🌉
Interdisciplinary Bridge
🧭
Keyword Pioneer
🐝
Cross-Pollinator
(15)
Conferences
AACL (1)
EMNLP (1)
IJCNLP (1)
Top co-authors
Keywords
large language model
(2)
accuracy variation
(2)
diffusion model
(1)
clip embedding
(1)
api-based model
(1)
perceptual variability
(1)
prompt reusability
(1)
human calibration
(1)
hosted environment
(1)
api-based llm
(1)
deterministic setting
(1)
prompt engineering
(1)
determinism metrics
(1)
text-to-image generation
(1)
Papers
Non-Determinism of “Deterministic” LLM System Settings in Hosted Environments
IJCNLP 2025
Non-Determinism of “Deterministic” LLM System Settings in Hosted Environments
AACL 2025
Words Worth a Thousand Pictures: Measuring and Understanding Perceptual Variability in Text-to-Image Generation
EMNLP 2024