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Context and average best linear mappings [D]

AI·The Reddit post explores how the context-aware viewpoint of neural networks leads to a simplified view of layers as average best linear mappings.

Holographic Neural PCFG for Unsupervised Parsing

AI·Holographic Neural PCFG induces latent constituency trees from raw text using holographic memory and neural rule scoring for unsupervised parsing.

LEXIC: Lightweight Eye-tracking eXtension via Injected Complexity

AI·LEXIC pushes gaze-only reading comprehension prediction on EyeBench with lightweight language-model-free conditioning and injected complexity.

Talos-XII: hand-written autograd + small RL/MLP stack in Rust, applied to gacha probability modeling (no tch-rs/ndarray/PyTorch) — looking for benchmark help on ARM/AVX-512/GPU [P]

What it is Talos-XII is a CLI simulator for the gacha system in Arknights: Endfield. Rather than sampling from a static probability table, it trains a small set of neural nets to model environment uncertainty and pull-decision policy, then uses them to answer questions a static table can’t easily express — e.g. “as a F2P player, what’s my probability of getting the rate-up unit on free currency a…