Beyond Prediction: Modeling the Cognitive Roots of Ambiguity
A new framework, Rogue Variable Theory, explores how quantum-inspired mathematics can represent ambiguous pre-event cognitive states, offering a path towards more interpretable and aligned artificial intelligence.
![The system optimizes semantic communication by assigning repetition counts to quantized embeddings-guided by a policy [latex]\pi_{\theta}[/latex]-to minimize semantic distortion [latex]D_{S}[/latex] while adhering to a predetermined channel-use budget [latex]B[/latex].](https://arxiv.org/html/2601.00186v1/x1.png)

