diff --git a/README.md b/README.md
index 28fbd5b4c..81306968c 100644
--- a/README.md
+++ b/README.md
@@ -26,39 +26,44 @@
+
-
+## Jumanji @ ICLR 2024
+
+Jumanji has been accepted at [ICLR 2024](https://iclr.cc/), check out our [research paper](https://arxiv.org/abs/2306.09884).
## Welcome to the Jungle! 🌴
-Jumanji is a diverse suite of scalable reinforcement learning environments written in JAX.
+Jumanji is a diverse suite of scalable reinforcement learning environments written in JAX. It now features 22 environments!
Jumanji is helping pioneer a new wave of hardware-accelerated research and development in the
field of RL. Jumanji's high-speed environments enable faster iteration and large-scale
-experimentation while simultaneously reducing complexity. Originating in the Research Team at
+experimentation while simultaneously reducing complexity. Originating in the research team at
[InstaDeep](https://www.instadeep.com/), Jumanji is now developed jointly with the open-source
community. To join us in these efforts, reach out, raise issues and read our
[contribution guidelines](https://github.com/instadeepai/jumanji/blob/main/CONTRIBUTING.md) or just
@@ -98,6 +103,7 @@ problems.
| 🎨 GraphColoring | Logic | `GraphColoring-v0` | [code](https://github.com/instadeepai/jumanji/tree/main/jumanji/environments/logic/graph_coloring/) | [doc](https://instadeepai.github.io/jumanji/environments/graph_coloring/) |
| 💣 Minesweeper | Logic | `Minesweeper-v0` | [code](https://github.com/instadeepai/jumanji/tree/main/jumanji/environments/logic/minesweeper/) | [doc](https://instadeepai.github.io/jumanji/environments/minesweeper/) |
| 🎲 RubiksCube | Logic | `RubiksCube-v0`
`RubiksCube-partly-scrambled-v0` | [code](https://github.com/instadeepai/jumanji/tree/main/jumanji/environments/logic/rubiks_cube/) | [doc](https://instadeepai.github.io/jumanji/environments/rubiks_cube/) |
+| 🔀 SlidingTilePuzzle | Logic | `SlidingTilePuzzle-v0` | [code](https://github.com/instadeepai/jumanji/tree/main/jumanji/environments/logic/sliding_tile_puzzle/) | [doc](https://instadeepai.github.io/jumanji/environments/sliding_tile_puzzle/) |
| ✏️ Sudoku | Logic | `Sudoku-v0`
`Sudoku-very-easy-v0`| [code](https://github.com/instadeepai/jumanji/tree/main/jumanji/environments/logic/sudoku/) | [doc](https://instadeepai.github.io/jumanji/environments/sudoku/) |
| 📦 BinPack (3D BinPacking Problem) | Packing | `BinPack-v1` | [code](https://github.com/instadeepai/jumanji/tree/main/jumanji/environments/packing/bin_pack/) | [doc](https://instadeepai.github.io/jumanji/environments/bin_pack/) |
| 🧩 FlatPack (2D Grid Filling Problem) | Packing | `FlatPack-v0` | [code](https://github.com/instadeepai/jumanji/tree/main/jumanji/environments/packing/flat_pack/) | [doc](https://instadeepai.github.io/jumanji/environments/flat_pack/) |
@@ -113,7 +119,7 @@ problems.
| 🐍 Snake | Routing | `Snake-v1` | [code](https://github.com/instadeepai/jumanji/tree/main/jumanji/environments/routing/snake/) | [doc](https://instadeepai.github.io/jumanji/environments/snake/) |
| 📬 TSP (Travelling Salesman Problem) | Routing | `TSP-v1` | [code](https://github.com/instadeepai/jumanji/tree/main/jumanji/environments/routing/tsp/) | [doc](https://instadeepai.github.io/jumanji/environments/tsp/) |
| Multi Minimum Spanning Tree Problem | Routing | `MMST-v0` | [code](https://github.com/instadeepai/jumanji/tree/main/jumanji/environments/routing/mmst) | [doc](https://instadeepai.github.io/jumanji/environments/mmst/) |
-| ᗧ•••ᗣ•• PacMan | Routing | `PacMan-v0` | [code](https://github.com/instadeepai/jumanji/tree/main/jumanji/environments/routing/pacman/) | [doc](https://instadeepai.github.io/jumanji/environments/pacman/)
+| ᗧ•••ᗣ•• PacMan | Routing | `PacMan-v0` | [code](https://github.com/instadeepai/jumanji/tree/main/jumanji/environments/routing/pac_man/) | [doc](https://instadeepai.github.io/jumanji/environments/pac_man/)
| 👾 Sokoban | Routing | `Sokoban-v0` | [code](https://github.com/instadeepai/jumanji/tree/main/jumanji/environments/routing/sokoban/) | [doc](https://instadeepai.github.io/jumanji/environments/sokoban/) |
Installation 🎬
@@ -121,7 +127,7 @@ problems.
You can install the latest release of Jumanji from PyPI:
```bash
-pip install jumanji
+pip install -U jumanji
```
Alternatively, you can install the latest development version directly from GitHub:
@@ -229,17 +235,10 @@ details on how to submit pull requests, our Contributor License Agreement, and c
If you use Jumanji in your work, please cite the library using:
```
-@misc{bonnet2023jumanji,
+@misc{bonnet2024jumanji,
title={Jumanji: a Diverse Suite of Scalable Reinforcement Learning Environments in JAX},
- author={
- Clément Bonnet and Daniel Luo and Donal Byrne and Shikha Surana and Vincent Coyette and
- Paul Duckworth and Laurence I. Midgley and Tristan Kalloniatis and Sasha Abramowitz and
- Cemlyn N. Waters and Andries P. Smit and Nathan Grinsztajn and Ulrich A. Mbou Sob and
- Omayma Mahjoub and Elshadai Tegegn and Mohamed A. Mimouni and Raphael Boige and
- Ruan de Kock and Daniel Furelos-Blanco and Victor Le and Arnu Pretorius and
- Alexandre Laterre
- },
- year={2023},
+ author={Clément Bonnet and Daniel Luo and Donal Byrne and Shikha Surana and Sasha Abramowitz and Paul Duckworth and Vincent Coyette and Laurence I. Midgley and Elshadai Tegegn and Tristan Kalloniatis and Omayma Mahjoub and Matthew Macfarlane and Andries P. Smit and Nathan Grinsztajn and Raphael Boige and Cemlyn N. Waters and Mohamed A. Mimouni and Ulrich A. Mbou Sob and Ruan de Kock and Siddarth Singh and Daniel Furelos-Blanco and Victor Le and Arnu Pretorius and Alexandre Laterre},
+ year={2024},
eprint={2306.09884},
url={https://arxiv.org/abs/2306.09884},
archivePrefix={arXiv},
diff --git a/mkdocs.yml b/mkdocs.yml
index 5adc18f9e..928da794b 100644
--- a/mkdocs.yml
+++ b/mkdocs.yml
@@ -37,11 +37,11 @@ nav:
- Maze: environments/maze.md
- MMST: environments/mmst.md
- MultiCVRP: environments/multi_cvrp.md
+ - PacMan: environments/pac_man.md
- RobotWarehouse: environments/robot_warehouse.md
+ - Sokoban: environments/sokoban.md
- Snake: environments/snake.md
- TSP: environments/tsp.md
- - Sokoban: environments/sokoban.md
- - PacMan: environments/pac_man.md
- User Guides:
- Advanced Usage: guides/advanced_usage.md
- Registration: guides/registration.md
@@ -70,11 +70,11 @@ nav:
- Maze: api/environments/maze.md
- MMST: api/environments/mmst.md
- MultiCVRP: api/environments/multi_cvrp.md
+ - PacMan: api/environments/pac_man.md
- RobotWarehouse: api/environments/robot_warehouse.md
+ - Sokoban: api/environments/sokoban.md
- Snake: api/environments/snake.md
- TSP: api/environments/tsp.md
- - Sokoban: api/environments/sokoban.md
- - PacMan: api/environments/pac_man.md
- Wrappers: api/wrappers.md
- Types: api/types.md
diff --git a/requirements/requirements-train.txt b/requirements/requirements-train.txt
index 087ca0369..890d0f983 100644
--- a/requirements/requirements-train.txt
+++ b/requirements/requirements-train.txt
@@ -1,4 +1,4 @@
-dm-haiku==0.0.9
+dm-haiku
hydra-core==1.3
neptune-client==0.16.15
optax>=0.1.4