Csaba Szepesvari

@skiandsolve.bsky.social

⛷️ ML Theorist carving equations and mountain trails | 🚴‍♂️ Biker, Climber, Adventurer | 🧠 Reinforcement Learning: Always seeking higher peaks, steeper walls and better policies. https://ualberta.ca/~szepesva

First position paper I ever wrote. "Beyond Statistical Learning: Exact Learning Is Essential for General Intelligence" arxiv.org/abs/2506.23908 Background: I'd like LLMs to help me do math, but statistical learning seems inadequate to make this happen. What do you all think?

Beyond Statistical Learning: Exact Learning Is Essential for General Intelligence

Sound deductive reasoning -- the ability to derive new knowledge from existing facts and rules -- is an indisputably desirable aspect of general intelligence. Despite the major advances of AI systems ...

arxiv.org

It appears I still make it to this year's Neurips just before it end. And if you want to say hello, and/or are curious about the latest and greatest results for ensemble sampling, join me at the poster session in the afternoon. Or at the climbing session after the poster session😜🧗🏼‍♂️

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Wow, o1 seems to have the biggest ego of any LLM I ever tested before. It gives me incorrect solutions to simple math problems and then insists on that I misunderstand things. And it cannot be swayed! Wow, just wow.