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Robo Psychology: Using NeuroPsychology to Test AI

Robo Psychology: Using NeuroPsychology to Test AI

A.I. will soon surpass our techniques for testing it as a technology, so it's time to look into how we can test and review cognition in order to grow as a discipline.

*Note: Does not include speaker notes*

Avatar for Rick Tracy

Rick Tracy

June 27, 2019

Other Decks in Technology

Transcript

  1. Who Am I? u Pathfinder for Testing (Jumbo/Spilberg) u Agile

    Strategist (QualityMinds) u Obsessively searching for different ideas u Balancing technology with humanism u MSc in Clinical and Interpersonal Neuropsychology @KITesting
  2. So What Really Is Artificial Intelligence? We Don’t Know AI

    so far is limited by: • Our own tech • Our own culture • Our own values • A lack of the above independent from us @KITesting
  3. So what does the one have to do with the

    other? To help prevent, identify and fix problems in humans, we sometimes treat them like technology To help prevent, identify and fix problems in technology, couldn’t we treat them like humans? @KITesting
  4. Artificial Intelligence is starting to break developers u They do

    what we tell them to, not how we think they should @KITesting
  5. Artificial Intelligence is learning Divergent Thinking u Convergent Intelligence u

    Divergent Intelligence u Examples: u AI plane landing versus measurement ability u Sales Robot Returns u Tower falling rather than walking @KITesting
  6. We don’t know much about the inner workings of Deep

    Learning Deep Patient • Fed 70,000 case files • Able to predict faster than humans on things like liver cancer • Also able to predict mental illnesses like Schizophrenia • While we can’t! @KITesting
  7. We’ve begun to humanize tech We’ve done this for as

    long as we’ve had empathy We do this as children with our toys Bomb disposal bots given medals and funerals @KITesting
  8. Tech has begun to “humanize” us AI can identify different

    things without prompting Like us, they prefer videos of cats AI works to help those around it Unfortunately, like us genetic closeness is still the trigger factor for empathy @KITesting
  9. Technology is starting to map Biology To make lifelike functions,

    we have to study life functions So to create AI, we need to study our brains @KITesting
  10. Artificial brain is due July 22nd, 2019 WE ALREADY HAVE

    A SIMULATED VISUAL CORTEX WE HAVE A SIMULATED MEMORY WE HAVE A SIMULATED EXECUTIVE FUNCTION WE HAVE INSTINCTUAL COMPETITION WE HAVE EMPATHY WE LACK AN ARTIFICIAL NEOCORTEX @KITesting
  11. We already mapped an entire neurological system: a worm u

    Worm system is simple, but effective u Can pilot any simple vehicle u Responds to environment u Can move and move the car AT THE SAME TIME. @KITesting
  12. What does Neuropsychology have to do with AI Testing? AI

    can become mentally ill “Treating” them is very similar to treating people So why not Test the same way as we do humans? @KITesting
  13. Why Neuropsychology can help test AI u Based on human

    models and unknowns and complexity u Structured diagnosis u Forms of intelligence differentiation / interpretation u No single source trust u Evolving definitions @KITesting
  14. Neuropsychological Tests For Tech? u Neuropsychology tests look at attention

    spans and concentration as well as: u Your ability to think, understand, learn, and remember (cognition), u Memory u Motor function (walking, coordination, etc.) u Perception (how well you take in what you see or read) u Problem-solving and decision-making u Verbal ability @KITesting
  15. Neuropsychological Tests For People Memory test: Repeat a list of

    words, sentences, or numbers. Cognition test: Explain how two items are like Verbal communication test: Name some items as the person giving the test points at them Motor tests: These might include tasks such as inserting pegs into a pegboard using one hand and then the other. @KITesting
  16. Intelligence Tests = Functional Tests Basics, expected results and function

    Memory Tests = Connectivity Tests Can you retrieve what you want with the correct identfier in a speedy manner? Language Tests = Unit Tests Can you read and display the proper sequences? Neuropsychological Tests For Tech @KITesting
  17. Neuropsychological Tests For Tech Visual Spacing Tests = Integration /

    Context E2E Tests Does everything function where it needs to and does it recognize what that is? Dementia Specific Tests = Regression Tests Have things reverted to a less valuable / desired state? Executive Function / Complex Thought Tests = Exploratory Testing What do things mean and what value do they have? How are things connected? @KITesting
  18. What Element Are We Missing? Personality! What motivates an AI?

    What are its values, drives, ambitions? @KITesting
  19. Learning Theory u Operant Conditioning u Versus goal oriented learning

    u Start with what you want and work backwards u What makes learning independent? u How can we make it scientific? @KITesting
  20. AI / Testing In The Future Personal Companions AI Lawyers

    / Judges AI Diagnostics AI Education @KITesting
  21. Topics u AI task specificity (Map, 2017) u https://techcrunch.com/2018/12/31/this-clever-ai-hid- data-from-its-creators-to-cheat-at-its-appointed-task/

    u https://arxiv.org/pdf/1712.02950.pdf u AI Values versus Efficiency u https://www.theatlantic.com/ideas/archive/2018/09/can -artificial-intelligence-be-smarter-than-a-human- being/571498/ u Outthinking the developer u https://arxiv.org/abs/1803.03453 u Exposing human actions with AI logic (aka, lying and creating own language) u https://www.newsweek.com/2017/08/18/ai-facebook- artificial-intelligence-machine-learning-robots-robotics- 646944.html u Computers can get psychosis as well: u https://www.popularmechanics.com/science/health/a666 6/how-to-build-a-schizophrenic-computer/
  22. More Topics • https://www.technologyreview.com/s/604087/the-dark-secret-at-the- heart-of-ai/?curator=TechREDEF AI not fully understood (Deep

    Patient) • http://www.washingtonpost.com/wp- dyn/content/article/2007/05/05/AR2007050501009.html • http://www.msnbc.msn.com/id/30868033/ns/technology_and_science- science/ • http://www.washingtonpost.com/wp- dyn/content/article/2007/05/05/AR2007050501009_2.html • Sgt. Talon, a bomb disposal robot with the 737th Ordinance Company, has been awarded no less than three honorary Purple Hearts and a battlefield promotion to staff sergeant by the soldiers. • Simulating empathy: • http://reviews.cnet.com/8301-13746_7-20027209-48.html • Literally: • http://news.bbc.co.uk/2/hi/technology/8164060.stm • And same behavior (cats) • https://www.nytimes.com/2012/06/26/technology/in-a-big-network-of- computers-evidence-of-machine-learning.html?pagewanted=all&_r=0 Humanizing of Robots and AI
  23. Even More Topics u Future: u AI Altruism u http://www.wired.com/wiredscience/2011/05/robot-altruism/

    u Evolution of AI brain u https://www.sciencealert.com/scientists-put-worm-brain-in-lego-robot-openworm- connectome u https://motherboard.vice.com/en_us/article/vba4nj/worm-brain-ai-park-car