IJCAI 2021poster0 citations

Intelligent and Learning Agents: Four Investigations

Shivaram Kalyanakrishnan

Abstract

My research is driven by my curiosity about the nature of intelligence. Of the several aspects that characterise the behaviour of intelligent agents, I primarily study sequential decision making, learning, and exploration. My interests also extend to broader questions on the effects of AI on life and society. In this paper, I present four distinct investigations drawn from my recent work, which range from theoretical to applied, and which involve both analysis and design. I also share my outlook as an early-career researcher.

Planning and Scheduling: Markov Decisions ProcessesMachine Learning: Online LearningPlanning and Scheduling: Applications of PlanningAI Ethics, Trust, Fairness: Societal Impact of AI
BibTeX
@inproceedings{ijcai2021p700,
  title     = {Intelligent and Learning Agents: Four Investigations},
  author    = {Kalyanakrishnan, Shivaram},
  booktitle = {Proceedings of the Thirtieth International Joint Conference on
               Artificial Intelligence, {IJCAI-21}},
  publisher = {International Joint Conferences on Artificial Intelligence Organization},
  editor    = {Zhi-Hua Zhou},
  pages     = {4946--4950},
  year      = {2021},
  month     = {8},
  note      = {Early Career},
  doi       = {10.24963/ijcai.2021/700},
  url       = {https://doi.org/10.24963/ijcai.2021/700},
}
Intelligent and Learning Agents: Four Investigations · IJCAI 2021