diff --git a/README.md b/README.md
index a8479f689..219ee356a 100644
--- a/README.md
+++ b/README.md
@@ -121,8 +121,8 @@ You may also use a prebuilt development environment hosted in Gitpod:
 | |  [`ppo_continuous_action.py`](https://github.com/vwxyzjn/cleanrl/blob/master/cleanrl/ppo_continuous_action.py),   [docs](https://docs.cleanrl.dev/rl-algorithms/ppo/#ppo_continuous_actionpy)
 | |  [`ppo_atari_lstm.py`](https://github.com/vwxyzjn/cleanrl/blob/master/cleanrl/ppo_atari_lstm.py),   [docs](https://docs.cleanrl.dev/rl-algorithms/ppo/#ppo_atari_lstmpy)
 | |  [`ppo_atari_envpool.py`](https://github.com/vwxyzjn/cleanrl/blob/master/cleanrl/ppo_atari_envpool.py),   [docs](https://docs.cleanrl.dev/rl-algorithms/ppo/#ppo_atari_envpoolpy)
-| | [`ppo_atari_envpool_xla_jax.py`](https://github.com/vwxyzjn/cleanrl/blob/master/cleanrl/ppo_atari_envpool_xla_jax.py), [docs](/rl-algorithms/ppo/#ppo_atari_envpool_xla_jaxpy)
-| | [`ppo_atari_envpool_xla_jax_scan.py`](https://github.com/vwxyzjn/cleanrl/blob/master/cleanrl/ppo_atari_envpool_xla_jax_scan.py), [docs](/rl-algorithms/ppo/#ppo_atari_envpool_xla_jax_scanpy)
+| | [`ppo_atari_envpool_xla_jax.py`](https://github.com/vwxyzjn/cleanrl/blob/master/cleanrl/ppo_atari_envpool_xla_jax.py), [docs](https://docs.cleanrl.dev/rl-algorithms/ppo/#ppo_atari_envpool_xla_jaxpy)
+| | [`ppo_atari_envpool_xla_jax_scan.py`](https://github.com/vwxyzjn/cleanrl/blob/master/cleanrl/ppo_atari_envpool_xla_jax_scan.py), [docs](https://docs.cleanrl.dev/rl-algorithms/ppo/#ppo_atari_envpool_xla_jax_scanpy))
 | |  [`ppo_procgen.py`](https://github.com/vwxyzjn/cleanrl/blob/master/cleanrl/ppo_procgen.py),   [docs](https://docs.cleanrl.dev/rl-algorithms/ppo/#ppo_procgenpy)
 | |  [`ppo_atari_multigpu.py`](https://github.com/vwxyzjn/cleanrl/blob/master/cleanrl/ppo_atari_multigpu.py),  [docs](https://docs.cleanrl.dev/rl-algorithms/ppo/#ppo_atari_multigpupy)
 | | [`ppo_pettingzoo_ma_atari.py`](https://github.com/vwxyzjn/cleanrl/blob/master/cleanrl/ppo_pettingzoo_ma_atari.py),  [docs](https://docs.cleanrl.dev/rl-algorithms/ppo/#ppo_pettingzoo_ma_ataripy)