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1. giannisdaras/ambient-omni giannisdaras/ambient-omni Public

   [NeurIPS 2025, Spotlight]: Ambient-o: Training Good models with Bad Data.

   Python 35 3

2. ambient_dataloops ambient_dataloops Public

   [ICML 2026] Ambient Dataloops: Generative Models for Dataset Refinement

   Python 5

3. robustness_input_gradients robustness_input_gradients Public

   [ECCV 2024] Characterizing Robustness via Natural Input Gradients

   Python 13

4. separating_knowledge separating_knowledge Public

   [ICML 2025] Separating Knowledge with Procedural Data

   Jupyter Notebook 4

5. aliasing_is_a_driver aliasing_is_a_driver Public

   Python

6. giannisdaras/ambient-utils giannisdaras/ambient-utils Public

   Implementation of functions related to the Ambient diffusion family of papers.

   Python 7 4