Add some paper links to agents readme and fix MOMPO code link.
@@ -32,9 +32,9 @@ action spaces as well, but here we focus on a discrete-action variant.
Agent | Paper | Code
-------------------------------------------------------- | :----------------------: | :--:
-Deep Q-Networks (DQN) | Horgan et al., 2018 | [![TF](../../docs/logos/tf-small.png)][DQN_TF2] [![JAX](../../docs/logos/jax-small.png)][DQN_JAX]
-Importance-Weighted Actor-Learner Architectures (IMPALA) | Espeholt et al., 2018 | [![TF](../../docs/logos/tf-small.png)][IMPALA_TF2] [![JAX](../../docs/logos/jax-small.png)][IMPALA_JAX]
-Recurrent Replay Distributed DQN (R2D2) | Kapturowski et al., 2019 | [![TF](../../docs/logos/tf-small.png)][R2D2_TF2]
+Deep Q-Networks (DQN) | [Horgan et al., 2018] | [![TF](../../docs/logos/tf-small.png)][DQN_TF2] [![JAX](../../docs/logos/jax-small.png)][DQN_JAX]
+Importance-Weighted Actor-Learner Architectures (IMPALA) | [Espeholt et al., 2018] | [![TF](../../docs/logos/tf-small.png)][IMPALA_TF2] [![JAX](../../docs/logos/jax-small.png)][IMPALA_JAX]
+Recurrent Replay Distributed DQN (R2D2) | [Kapturowski et al., 2019] | [![TF](../../docs/logos/tf-small.png)][R2D2_TF2]
### Batch RL
@@ -63,7 +63,7 @@ RL using a given or learned simulator
Agent | Paper | Code
------------------------------ | :-----------------: | :--:
-Monte-Carlo Tree Search (MCTS) | Silver et al., 2018 | [![TF](../../docs/logos/tf-small.png)][MCTS_TF2]
+Monte-Carlo Tree Search (MCTS) | [Silver et al., 2018] | [![TF](../../docs/logos/tf-small.png)][MCTS_TF2]
<!-- TF agents -->
@@ -75,7 +75,7 @@ Monte-Carlo Tree Search (MCTS) | Silver et al., 2018 | [![TF](../../docs/logos/t
[D4PG_TF2]: tf/d4pg/
[MPO_TF2]: tf/mpo/
[DMPO_TF2]: tf/dmpo/
-<!-- [MOMPO_TF2]: tf/mompo/ -->
+[MOMPO_TF2]: tf/mompo/
[BC_TF2]: tf/bc/
[DQFD_TF2]: tf/dqfd/
[R2D3_TF2]: tf/r2d3/
@@ -85,3 +85,10 @@ Monte-Carlo Tree Search (MCTS) | Silver et al., 2018 | [![TF](../../docs/logos/t
[DQN_JAX]: jax/dqn/
[IMPALA_JAX]: jax/impala/
[D4PG_JAX]: jax/d4pg/
+
+<!-- Papers -->
+
+[Horgan et al., 2018]: https://arxiv.org/abs/1803.00933
+[Silver et al., 2018]: https://science.sciencemag.org/content/362/6419/1140
+[Espeholt et al., 2018]: https://arxiv.org/abs/1802.01561
+[Kapturowski et al., 2019]: https://openreview.net/pdf?id=r1lyTjAqYX
