Liane Galanti
Scholar

Liane Galanti

Google Scholar ID: 8jDgDJIAAAAJ
CS PhD Student @ Princeton
Machine LearningDeep LearningNLPArtificial Intelligence
Citations & Impact
All-time
Citations
50
 
H-index
3
 
i10-index
2
 
Publications
6
 
Co-authors
8
list available
Resume (English only)
Academic Achievements
  • "Norm-based Generalization Bounds for Sparse Neural Networks" (NeurIPS, 2023): Derived relatively tight generalization bounds for sparse neural networks (e.g., CNNs), highlighting the critical role of sparsity in generalization
  • "Comparative Generalization Bounds for Deep Neural Networks" (TMLR, 2023): Introduced the concept of "effective depth," showing it is independent of actual depth and adapts to data complexity
  • "On the Expressivity of Selective State-Space Layers: A Multivariate Polynomial Approach" (Under review, 2025): Demonstrated that selective state-space layers are more expressive than linear transformers
  • "From Grounding to Planning: Benchmarking Bottlenecks in Web Agents with Mind2Web" (ECAI, 2025): Evaluated the relative importance of planning vs. grounding capabilities in natural language-based web tasks
  • Recipient of the Francis Robbins Upton Fellowship