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cs.LG2026
Distinct mechanisms underlying in-context learning in transformers
Cole Gibson, Wenping Cui, Gautam Reddy
Modern distributed networks, notably transformers, acquire a remarkable ability (termed `in-context learning') to adapt their computation to input statistics, such that a fixed net…
cond-mat.dis-nn2026
Impact of heavy-tailed synaptic strength distributions on self-sustained activity in networks of spiking neurons
Ralf Tönjes, Chunming Zheng, Wenping Cui +1
We analyze states of stationary activity in randomly coupled quadratic integrate-and-fire neurons using stochastic mean-field theory. Specifically, we consider the two cases of Gau…