Update README.md

README.md

@@ -159,39 +159,41 @@ python3 examples/CFD/cavity2d.py
 ### Work in Progress (WIP)
 *Note: Some of the work-in-progress features can be found in the branches of the XLB repository. For contributions to these features, please reach out.*
 
-🚀 **Warp Backend:** Achieving state-of-the-art performance by leveraging the [Warp](https://github.com/NVIDIA/warp) framework in combination with JAX.
+- 🚀 **Warp Backend:** Achieving state-of-the-art performance by leveraging the [Warp](https://github.com/NVIDIA/warp) framework in combination with JAX.
 
-🌐 **Grid Refinement:** Implementing adaptive mesh refinement techniques for enhanced simulation accuracy.
+ - 🌐 **Grid Refinement:** Implementing adaptive mesh refinement techniques for enhanced simulation accuracy.
 
-⚡ **Multi-GPU Acceleration using [Neon](https://github.com/Autodesk/Neon) + Warp:** Using Neon's data structure for better overlapping computation and communication.
+- ⚡ **Multi-GPU Acceleration using [Neon](https://github.com/Autodesk/Neon) + Warp:** Using Neon's data structure for improved scaling.
 
-💾 **Out-of-Core Computations:** Enabling simulations that exceed available GPU memory, suitable for CPU+GPU coherent memory models such as NVIDIA's Grace Superchips.
+- 💾 **Out-of-Core Computations:** Enabling simulations that exceed available GPU memory, suitable for CPU+GPU coherent memory models such as NVIDIA's Grace Superchips.
 
-🗜️ **GPU Accelerated Lossless Compression and Decompression**: Implementing high-performance lossless compression and decompression techniques for larger-scale simulations and improved performance.
+- 🗜️ **GPU Accelerated Lossless Compression and Decompression**: Implementing high-performance lossless compression and decompression techniques for larger-scale simulations and improved performance.
 
-🌡️ **Fluid-Thermal Simulation Capabilities:** Incorporating heat transfer and thermal effects into fluid simulations.
+- 🌡️ **Fluid-Thermal Simulation Capabilities:** Incorporating heat transfer and thermal effects into fluid simulations.
 
-🎯 **Adjoint-based Shape and Topology Optimization:** Implementing gradient-based optimization techniques for design optimization.
+- 🎯 **Adjoint-based Shape and Topology Optimization:** Implementing gradient-based optimization techniques for design optimization.
 
-🧠 **Machine Learning Accelerated Simulations:** Leveraging machine learning to speed up simulations and improve accuracy.
+- 🧠 **Machine Learning Accelerated Simulations:** Leveraging machine learning to speed up simulations and improve accuracy.
 
-📉 **Reduced Order Modeling using Machine Learning:** Developing data-driven reduced-order models for efficient simulations.
+- 📉 **Reduced Order Modeling using Machine Learning:** Developing data-driven reduced-order models for efficient and accurate simulations.
 
 
 ### Wishlist
 *Contributions to these features are welcome. Please submit PRs for the Wishlist items.*
 
-🌊 **Free Surface Flows:** Simulating flows with free surfaces, such as water waves and droplets.
+- 🌊 **Free Surface Flows:** Simulating flows with free surfaces, such as water waves and droplets.
 
-📡 **Electromagnetic Wave Propagation:** Simulating the propagation of electromagnetic waves.
+- 📡 **Electromagnetic Wave Propagation:** Simulating the propagation of electromagnetic waves.
 
-🛩️ **Supersonic Flows:** Simulating supersonic flows based on the techniques described in [this paper](https://royalsocietypublishing.org/doi/10.1098/rsta.2019.0559).
+- 🛩️ **Supersonic Flows:** Simulating supersonic flows.
 
-🤝 **Fluid-Solid Interaction (Using Immersed Boundary Method):** Modeling the interaction between fluids and solid objects.
+- 🌊🧱 **Fluid-Solid Interaction:** Modeling the interaction between fluids and solid objects.
 
-🧩 **Multiphase Flow Simulation:** Simulating flows with multiple immiscible fluids.
+- 🧩 **Multiphase Flow Simulation:** Simulating flows with multiple immiscible fluids.
 
-🪨 **Particle Flows and Discrete Element Method:** Incorporating particle-based methods for granular and particulate flows.
+- 🔥 **Combustion:** Simulating combustion processes and reactive flows.
 
-🔧 **Better Geometry Processing Pipelines:** Improving the handling and preprocessing of complex geometries for simulations.
+- 🪨 **Particle Flows and Discrete Element Method:** Incorporating particle-based methods for granular and particulate flows.
+
+- 🔧 **Better Geometry Processing Pipelines:** Improving the handling and preprocessing of complex geometries for simulations.