04 Oct 2025
Researchers at Birla AI Labs introduce "activation transplantation," a causal intervention method to manipulate hidden states in Time Series Foundation Models (TSFMs), enabling the simulation of rare events like market crashes. This approach demonstrates that TSFMs internalize high-level semantic concepts, allowing deterministic control over forecasts and revealing a nuanced, quantitatively encoded understanding of event severity.
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