Publications

• Random Process Flow Matching: Generative Implicit Representations of Multivariate Random Fields
  • Authors: Julien Lalanne, David Picard, Lionel Boillot, Lina-María Guayacán-Carrillo, Leon Barens, Jean-Michel Pereira
  • Journal/Conference: 43rd International Conference on Machine Learning
  • 2026
  • Link: arXiv
• A Brief Comparative Analysis of Geostatistics and Deep Learning for Seismic Data Interpolation
  • Authors: Julien Lalanne, Lionnel Boillot and Leon Barens
  • Journal/Conference: 86th EAGE Annual Conference & Exhibition
  • 2025
  • Link: EarthDoc
• Semantic frame aggregation-based Transformer for live video comment generation
  • Authors: Anam Fatima, Yi Yu, Janak Kapuriya, Julien Lalanne and Jainendra Shukla
  • Journal/Conference: IEEE Transactions on Multimedia
  • 2025
  • Link: arXiv
• Machine Learning Method Benchmark for Shear Velocity Estimation from Geotechnical Logs
  • Authors: Julien Lalanne, Lionnel Boillot and Leon Barens
  • Journal/Conference: Fourth EAGE Digitalization Conference & Exhibition
  • 2024
  • Link: EarthDoc
• LiveChat: Video Comment Generation from Audio-Visual Multimodal Contexts
  • Authors: Julien Lalanne, Raphael Bournet and Yi Yu
  • Journal/Conference: arXiv preprint
  • 2023