Intelligent and Learning Agents: Four Investigations

Kalyanakrishnan, Shivaram

doi:10.24963/ijcai.2021/700

Intelligent and Learning Agents: Four Investigations

Shivaram Kalyanakrishnan

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Proceedings of the Thirtieth International Joint Conference on Artificial Intelligence. Early Career. Pages 4946-4950.

https://doi.org/10.24963/ijcai.2021/700

Keywords

AI Ethics, Trust, Fairness: Societal Impact of AI
Planning and Scheduling: Applications of Planning
Machine Learning: Online Learning
Planning and Scheduling: Markov Decisions Processes

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.

Shivaram Kalyanakrishnan. 2021. Intelligent and Learning Agents: Four Investigations. In Proceedings of the Thirtieth International Joint Conference on Artificial Intelligence, IJCAI-21. IJCAI, 4946–4950. https://doi.org/10.24963/ijcai.2021/700

@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    = {Prof. 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},
}

TY  - CPAPER
TI  - Intelligent and Learning Agents: Four Investigations
AU  - Kalyanakrishnan, Shivaram
T2  - Proceedings of the Thirtieth International Joint Conference on Artificial Intelligence, IJCAI-21
PB  - International Joint Conferences on Artificial Intelligence Organization
PY  - 2021
SP  - 4946
EP  - 4950
DO  - 10.24963/ijcai.2021/700
UR  - https://doi.org/10.24963/ijcai.2021/700
ER  -