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@@ -54,7 +54,7 @@ The current list of challenges is below. Check out the notebooks for ready-to-go
 
 - The **bayer sorter** chhallenge involves the design of metasurface that replaces the color filter in an image sensor, and is based on "[Pixel-level Bayer-type colour router based on metasurfaces](https://www.nature.com/articles/s41467-022-31019-7)" by Zou et al.
 - The **diffractive splitter** challenge involves designing a non-paraxial diffractive beamsplitter useful for 3D sensing, as discussed in [LightTrans documentation](https://www.lighttrans.com/use-cases/application/design-and-rigorous-analysis-of-non-paraxial-diffractive-beam-splitter.html).
-- The **ceviche** challenges are jax-wrapped versions of the [Ceviche Challenges](https://github.com/google/ceviche-challenges) open-sourced by Google, with defaults matching [Inverse Design of Photonic Devices with Strict Foundry Fabrication Constraints](https://pubs.acs.org/doi/10.1021/acsphotonics.2c00313) by Schubert et al. These were also studied by Ferber et al. in [SurCo: Learning Linear SURrogates for COmbinatorial Nonlinear Optimization Problems](https://proceedings.mlr.press/v202/ferber23a/ferber23a.pdf).
+- The **ceviche** challenges are jax-wrapped versions of the [Ceviche Challenges](https://github.com/google/ceviche-challenges) open-sourced by Google, with defaults matching "[Inverse Design of Photonic Devices with Strict Foundry Fabrication Constraints](https://pubs.acs.org/doi/10.1021/acsphotonics.2c00313)" by Schubert et al. These were also studied by Ferber et al. in "[SurCo: Learning Linear SURrogates for COmbinatorial Nonlinear Optimization Problems](https://proceedings.mlr.press/v202/ferber23a/ferber23a.pdf)" by Ferber et al.
 - The **meta-atom library** challenge is baed on "[Dispersion-engineered metasurfaces reaching broadband 90% relative diffraction efficiency](https://www.nature.com/articles/s41467-023-38185-2)" by Chen et al., and involves the design of 8 meta-atoms for
 - The **metagrating** challenge is a re-implementation of the [Metagrating3D](https://github.com/NanoComp/photonics-opt-testbed/tree/main/Metagrating3D) problem using the [fmmax](https://github.com/facebookresearch/fmmax) simulator.
 - The **metalens** challenge is a re-implemenation of the [RGB Metalens](https://github.com/NanoComp/photonics-opt-testbed/tree/main/RGB_metalens) problem using the [fmmax](https://github.com/facebookresearch/fmmax) simulator.