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My Research

Hi! I’m Anthony Francis, and I design intelligent machines and emotional robots, focusing on deep reinforcement learning for indoor robot navigation. My original research page http://www.dresan.com/research/ details my thesis work on contextual memory. More recently, I’ve focused on robotics, first emotional robotics and later robot navigation. More information can be found in the subpages below:

I am the founder of Logical Robotics, a consulting firm specializing in the design and construction of skilled, interpretable, social and efficient intelligent agents. My research involves organizing and promoting the Embodied AI Workshop, the premiere workshop exploring the science of machine learning applied to interactive worlds, and social robot navigation work such as the Social Navigation Symposium.

Until recently,  I was a researcher (bio pagearchived)  for Robotics at Google, focusing on robotics for reinforcement learning and reinforcement learning for robotics. My work there involved making robot navigation more reliable using approaches that combine deep reinforcement learning, evolutionary computation, and “traditional” probabilistic motion planning approaches which were the snazzy new thing when I started my PhD work, and which still do the job pretty well now.

My PhD research focused on contextual memory: how implicit context helps us retrieve and use information more appropriately. This can include not just memory for facts, but memory for emotion: annotating experiences with the emotions they cause can be used to learn emotional responses that are appropriate for different situations.

My other research interests include programming language design, interactive fiction, natural language understanding, animal cognition, cognitive science, intelligent agents, and physics, particularly general relativity. For more information, check out the subpages, or read recent posts below:

Posts About Intelligence … Broadly Construed 🙂

now

The final session of the Advances in Social Robot Navigation Workshop at ICRA 2025 is happening NOW. It’s been a great conference so far, with lots of great talks and…

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soon

Still at ICRA, and the Advances in Social Robot Navigation workshop is TOMORROW! Which I suppose means that it is good that I found the room. 🙂 https://socialnav2025.pages.dev Lots of…

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Embodied AI 6 Papers are due FRIDAY May 23rd AOE!

Due to a snafu with the way the date and time were programmed into OpenReview, and having NOTHING AT ALL to do with us getting slightly fewer papers than we…

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Advances in Social Robot Navigation @ ICRA 2025

SO! I’m at ICRA, the big robotics conference (okay, okay, ONE of the big robotics conferences, the others being IROS and RSS) and I would be remiss if I didn’t…

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embodied ai six coming in june …

Hey folks, I have been neck deep in preparations for a couple of workshops – the Advances in Social Robot Navigation one I already mentioned, coming up next week, but…

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[twenty twenty-five day ninety-seven]: the biggest problem with communication is the illusion that it took place

So, yes, it’s late and i’m tired, but i couldn’t just leave it at that, because the above quote is so good. I ran across this from George Bernard Shaw…

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[twenty twenty-four day one three two]: what?!

There’s an ongoing debate over whether human emotions are universal: I, like many researchers, think that there was solid work done by Ekman back in the day that demonstrated this…

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[twenty twenty four day one two five]: this is it

This is it. Today, the 4th, is the last day to submit papers to the Embodied AI Workshop 2024, and we are not going to extend this deadline because we’ve gotten…

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[twenty twenty-four day one two four]: last call for embodied ai papers!

Hey folks! Today (Saturday May 4th) is the last day to submit papers to the Embodied AI Workshop 2024! Please send us what you’ve got! Just between you and me…

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[twenty twenty-four day forty-three]: neurodivergence by the numbers

So! While working on The Neurodiversiverse I’ve been reading up a lot on neurodiversity. According to Devon Price’s Unmasking Autism, autism is massively undiagnosed, and for good—well, understandable—reasons. From parents…

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