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David Tao

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@Taodav

final year phd
reinforcement learning
taodav.cc Joined January 2010
216 Following 778 Followers 280 Posts

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David Tao Verified account @Taodav
learn rl (that good bellman stuff)
Jerry Tworek Verified account @MillionInt 4d
Misinterpreting bitter lesson and an incredibly short period when scaling transformers did most of the legwork has reward hacked brains of a whole generation of scientists.

The more compute you’re pouring in training you’re model, the *more* important it is what algorithm you’re using.

There are algorithms that scale and algorithms that don’t and the only bitter lesson is that a lot of energy was spent on directions that were dead ends in the end. At the same time there are whole dimensions of scaling completely unexplored.
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David Tao Verified account @Taodav
It's 2018 again.
Everyone is excited about all these crazy images generated from GANs.
The same guy that made GANs just came out with a deep learning textbook with Bengio.
NIPS just changed their name to NeurIPS and you wonder if that's actually going to stick.
You train your Encoder-Decoder LSTM model with attention.
Some crazy people are starting to use this new model architecture called a Transformer.
Other crazy people are starting to fine-tune with something called REINFORCE to maximize BLEU and ROUGE scores.
OpenAI just solved a Rubik's cube with a robot hand.
Life is good.
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David Tao Verified account @Taodav
THIS. If you can’t even explain it in your own words, then how could you possibly take responsibility for the work?
Michael C. Frank Verified account @mcxfrank Oct 30
New blogpost: my lab's AI policies and norms.

I'm trying to figure out how researchers should make use of AI to accelerate discovery without letting it replace human understanding or falling off the "slop cliff." Here are some ideas.

babieslearninglanguage.blogspot.com/2026/10/my-lab…
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