Robotic process automation resources

Robotic process automation

Intros about learning

• Reinforcement learning example to teach machines tasks.
• More recent publication on this topic
• AI plays starcraft really well
• Learning to navigate in Cities without a Map

• Supplemental paper describing the network architecture (cov net + LSTM)

• IMPALA - Importance-Weighted Actor-Learner Architectures
• Curiosity driven exploration: data efficient model based RL through unsupervised object discovery and curiosity driven exploration

(Guided) Exploration

• Real World Graphs to accelerate reinforcement learning
• Workflow-Guided Exploration: sample-efficient RL agent for web tasks
• Further interesting avenues to explore: random walk exploration vs. curiosity-driven goal-conditioned policy

General articles about task completion

• Micro tasks, is the way people complete tasks changing? Microtasks and distraction, by Jaime
• Attach and detach from work

Concepts to explore

• Recurrent variational auto-encoder

Things to learn from autonomous driving

• Learning by cheating - decomposing learning into two stages (one with prvileged information, then prvilieged agent trains another agent)