Hugues Van Assel
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Joint-Embedding vs Reconstruction: When Should You Use Each?

A theoretical analysis revealing when joint-embedding methods outperform reconstruction-based SSL, and vice versa.

9 min read   ·   2025


  • Joint-Embedding vs Reconstruction: When Should You Use Each?

    A theoretical analysis revealing when joint-embedding methods outperform reconstruction-based SSL, and vice versa.

    9 min read   ·   November 20, 2025

    2025   ·   SSL   Theory   NeurIPS

  • Inverse optimal transport does not require unrolling

    A note on the equivalence between inverse OT and minimizing the Monge gap.

    24 min read   ·   February 25, 2024

    2024   ·   OT   DR

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