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README.md

@@ -8,15 +8,15 @@ tags:
 
 # DISCO model checkpoints
 
-Pretrained checkpoints for the ICML 2026 paper *Test-time Generalization for
-Physics through Neural Operator Splitting* (Serrano, Han, Oyallon, Ho, Morel).
+Pretrained checkpoints for the ICML 2026 paper *Test-Time Generalization via Neural
+Operator Splitting* (Serrano et al.).
 
 | Equation | Checkpoint |
 |---|---|
 | Advection-diffusion (1D) | `advection-diffusion/last.ckpt` |
 | Combined equation (1D) | `combined-equation/last.ckpt` |
 | Reaction-diffusion (Gray-Scott, 2D) | `reaction-diffusion/last.ckpt` |
-| Navier-Stokes / Euler (2D) | `navier-stokes/best-checkpoint.ckpt` |
+| Navier-Stokes / Euler (2D) | `navier-stokes/last.ckpt` |
 
 Load with PyTorch Lightning:
 
@@ -25,4 +25,4 @@ from train.train_generic import DISCOLitModule
 model = DISCOLitModule.load_from_checkpoint("last.ckpt")
 ```
 
-Code: https://github.com/LouisSerrano/disco-ttg
+Code: https://github.com/LouisSerrano/neural-operator-splitting