4/Douwe Kiela points out key directions: Multimodality, grounding, and interaction so AI understands us better; alignment, attribution, and uncertainty to make models safer; data-centric AI to improve scaling; and better ways to evaluate AI models.
SAFETY
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Robotic Buoy Rescues Drowning Victims Without Endangering Rescuers
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Innovation at its best!
— Pascal Bornet (@pascal_bornet) 3 janvier 2023
This lifesaving #robotic buoy can bring a drowning person to safety without endangering the rescuer
It weighs 13kg, navigates at a top speed of 15km/h, and can operate for 30 minutes under any conditions#innovation #technology #tech4good pic.twitter.com/CRz38IUiyeInnovation at its best! This lifesaving #robotic buoy can bring a drowning person to safety without endangering the rescuer It weighs 13kg, navigates at a top speed of 15km/h, and can operate for 30 minutes under any conditions #innovation #technology #tech4good
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Differential Privacy and Secure Aggregation in Federated Learning
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It's a bit complicated. Methods like differential privacy and secure aggregation on top of FL generally help, but there are some caveats. See "Is it possible to Prevent Our Passive and Active Attacks?" of http://
cleverhans.io/2022/04/17/fl-
privacy.html
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AI as Cognitive Automation, Not Intelligence Leap
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"Much like dramatically improving clock technology does not lead to a time travel device. Intelligence and automation are simply two different categories." BLOG F.Chollet sobre IA y Automatización Cognitiva https://
fchollet.substack.com/p/ai-is-cognit
ive-automation-not-cognitive
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Neural Networks Exploiting Background Correlations in Price Predictions
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Fun! "It appears that, even though the model predicts the same make/model for all of the images, the background can influence the predicted price by almost $10k!" Haha, neural nets are happy and eager to take advantage of all the easy correlations you allow them to latch on to 🙂
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NVIDIA Releases Extended Model Cards for Trustworthy AI
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We made further headway towards enabling trustworthy AI at scale. We released extended model cards at @nvidia with model-specific information concerning bias, explainability, privacy, safety, and security.
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Generative AI Safety Debate: Open versus Closed Models
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10. Open or Closed: Negative applications and real-world vulnerabilities of Generative AI will come to the fore. This will fuel the debate around ‘safety’ and whether these technologies should be open or closed.
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AI Model Behavior with Inappropriate Prompts and Content Filtering
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I’m pretty sure that happens for inappropriate content at least. If you construct a prompt that looks benign in isolation but produces offensive output it spins for an unusually long time before saying “Sorry, can’t do that.”
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AI Tools Reliability: Understanding Current Limitations and Accuracy
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Es literal lo primero que te dice la propia herramienta cada vez que la vas a utilizar. Por ahora, no es una herramienta pensada para ser 100% correcta en sus respuestas.