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Linkstream
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Various links I find interesting. Mostly hardcore tech :) // by @oleksandr_now. See @notatky for the personal stuff
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well... i've yet to read this through, but likely this is THE thing that made calculus and linear algebra so hard for me (learning discrete math was definitely worth it too, but still!)

> This is a collection of ambiguous, inconsistent, or just unpleasant conventions in mathematical notation, started by Christian Lawson-Perfect.
https://wz.ax/math-wtf
let here be reactions too.
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Voxel 3D light field rendering, a thing which I dreamed of building since high school, tried to build multiple times back in 2010, somewhat succeeded in 2015. Made possible by neural networks now. IMHO This is the future of 3d art and entertainment. Unlimited detail, lighting effects of any complexity, etc etc.

(Try different rendering modes, it's all glitchy but it's starting to work!)
https://wz.ax/luma-neural-rendering
https://wz.ax/luma-neural-trees
and others on the luma labs website
the dark side of indistinguishability obfuscation: machine learning models can encode arbitrary functions, therefore provably undetectable backdoors as well

https://arxiv.org/abs/2204.06974
hmm, guys from Stanford claim that for instruction-tuning LLaMA 7B is enough. good! waiting for the fine-tuning code 🧐

https://crfm.stanford.edu/2023/03/13/alpaca.html
while the public is ranting, Bellard ships

ts_server is a web server proposing a REST API to large language models. They can be used for example for text completion, question answering, classification, chat, translation, image generation, ...
https://wz.ax/textsynth-server
interesting. the fact that it’s a hybrid embedding/prediction model sounds very… logical.

so you can chug along without attention just fine it seems

https://twitter.com/BlinkDL_AI/status/1638555109373378560?s=20
https://arxiv.org/pdf/2303.11366.pdf

Reflexion: an autonomous agent with dynamic memory and self-reflection
Map of Contemporaries:
The history of the world in famous people’s lifespans. Did you realize that Alessandro Volta was younger than Napoleon? See which famous people shared their time on Earth.
https://ybogdanov.github.io/history-timeline/
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https://twitter.com/_akhaliq/status/1645257919997394945
Dwarf Fortress got a serious competitor!
https://arxiv.org/abs/2302.10866
https://github.com/HazyResearch/safari
Convolutional LMM, hmmm.
> reaching Transformer quality with a 20% reduction in training compute required at sequence length 2K. Hyena operators are twice as fast as highly optimized attention at sequence length 8K, and 100x faster at sequence length 64K.
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Unlimiformer: Long-Range Transformers with Unlimited Length Input
Unlimiformer improves pretrained models such as BART and Longformer by extending them to unlimited inputs without additional learned weights and without modifying their code (via kNN-search)
https://arxiv.org/abs/2305.01625
Insect–Machine Interface Based Neurocybernetics
Spy bugs! 2009!
https://wz.ax/cybugs09
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https://arxiv.org/abs/2305.07759
TinyStories: 3-30M (not G) parameter model with coherent English from a curated dataset.

Don't expect it to code but curious if this is usable as a LoRA or similar baseline - also need to look closer at their tokenizer setup, must be way different from GPT