Songning Lai
4 papers · 2024–2025 · 4 venues · across top CS/AI venues
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Achievements
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Conference Polyglot ยท Bronze
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Interdisciplinary Bridge ยท Bronze
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Hot Topic Early Bird
Venues
Top co-authors
Research topics
Keywords
causal inference
(1)
self-supervised learning
(1)
interpretable machine learning
(1)
autonomous driving
(1)
trajectory prediction
(1)
medical image analysis
(1)
saliency map
(1)
spurious correlation
(1)
vision-language model
(1)
masked autoencoder
(1)
concept bottleneck model
(1)
concept alignment
(1)
model stability
(1)
neural-symbolic reasoning
(1)
irregular multivariate time series
(1)
faithful model
(1)
cross-channel dependencies
(1)
few-shot capability
(1)
visual mae
(1)
Papers
Beyond Patterns: Harnessing Causal Logic for Autonomous Driving Trajectory Prediction
IJCAI 2025
IMTS is Worth Time ร Channel Patches: Visual Masked Autoencoders for Irregular Multivariate Time Series Prediction
ICML 2025
Faithful Vision-Language Interpretation via Concept Bottleneck Models
ICLR 2024
Towards Multi-dimensional Explanation Alignment for Medical Classification
NeurIPS 2024