Besides this difference in missions, they are subject to distinct regulations that govern their collection and use of PII. Companies have strong incentives to monetize such information, whereas government agencies are generally not-for-profit. The empirical results show that Variation-resistant Q-learning can control and utilize estimation bias for better performance in the experimental tasks.Ĭomparing Privacy Policies of Government Agencies and Companies: A Study using Machine-learning-based Privacy Policy Analysis ToolsĬompanies and government agencies are motivated by different missions when collecting and using Personally Identifiable Information (PII). Finally, we present empirical results from three different experiments, in which we compared the performance of Variation-resistant Q-learning, Q-learning, and Double Q-learning. Secondly, we combine the algorithm with function approximation. Firstly, we present the tabular version of the algorithm and mathematically prove its convergence. In this paper, we propose a new Q-learning variant, called Variation-resistant Q-learning, to control and utilize estimation bias for better performance. Although the overestimation bias of Q-learning is generally considered harmful, a recent study suggests that it could be either harmful or helpful depending on the reinforcement learning problem. Q-learning is a reinforcement learning algorithm that has overestimation bias, because it learns the optimal action values by using a target that maximizes over uncertain action-value estimates. Variation-resistant Q-learning: Controlling and Utilizing Estimation Bias in Reinforcement Learning for Better Performance
You told Grammati and Sarinerk to deliver them quickly.Full Papers Short Papers Area 1 - Artificial Intelligence Full Papers Paper Nr: She asked you to ensure that her medical supplies are ready. Watch Leader Letum plans to clean out the Worgs and Scolopens around the village. Even though I am confined here by a curse, she makes her demands." Summary
I didn't know she employed Daevas! Nyerk-nyerk. For hard jobs, pay in advance." "Aah, Letum sent me." "Letum! Sarinerk wishes she could hide from her. "Uh.right." Reward Dialogue Sarinerk "Need a finder? Sarinerk can find anything. Sarinerk is up at the Sky Temple of Arkanis most nights. Daeva, go ask Sarinerk when they're coming.
She needn't worry, I'll make plenty." "Sorry, Grammati." Letum "Have you been by the old lady, Grammati? Did she say when the potions were coming? Or she just give you grief?" "She was upset, but you'll get them." Tomorrow morning? Sounds good. Looking for something? Just ask! Nothing's too good for our soldiers!" "Letum was wondering." "The potions? Ahhrrr! Oh, I'm sorry, dear, it's not you I'm mad at! A favor, indeed.and for what? threatened me! If I don't produce them, his volunteers won't shop here. She's nice, so don't lean on her too hard." "A pleasure!" Decline "Really, Feathers? You'll just stand there? Watch me bust my mortal butt? You asked to help, but you won't walk across town for me? You blasted swans don't give a Sprigg's toenail about Human needs!" "." Intermediate Dialogue Grammati "You have a kind face, Daeva. Ask when Grammati will have the potions, and how many. I hate to pressure her, but time's running out." Accept "Thank you. Can't have casualties leaving us short-handed! Want to help? Ask Grammati when we'll have the potions.
They owe my brother money, but he's agreed to take the goods instead, fortunately. Grammati and Sarinerk are supplying them. I'm busy laying out strategy and preparing our weapons for combat." "Can I help?" "I have all we need except potions and bandages.
We'll kill all these aggressive Worgs and Scolopens that stalk the villagers. I'm mobilizing my men to sweep the woods of predators. And yet they go out alone, get hurt, and they whine! Why'd I volunteer for this?" "Sense of duty?" "I'm sick of these attacks. They know how few people I can spare to patrol. Report back to Letum, who will then send you to talk to Sarinerk, who can be found during the night after 9 pm near the Sky Temple of Arkanis.ĭialogue Initial Dialogue Letum "Injury after injury. After getting the quest, you will need to talk to Grammati who is also in Alsig Village.