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4 results for "discrete"
- ai · arxiv/cs.LG · 8 min
Neural Networks and ODEs Compute Primitive Recursion via Dynamics, Not Composition
Bournez proves recurrent ReLU networks, polynomial ODEs, and discrete maps all express primitive recursive functions through continuous-time trajectories rather than symbolic subroutine chaining.
Apr 28, 2026 Read → - ai · arxiv/cs.AI · 5 min
StyleVAR: Autoregressive Style Transfer via Discrete Latent Codes
Researchers build conditional image synthesis into VAR framework using blended cross-attention, achieving texture transfer while preserving content structure across multiple scales.
Apr 25, 2026 Read → - ai · arxiv/cs.LG · 8 min
Three diffusion methods unified under population genetics framework
Researchers connect discrete, Gaussian, and simplicial diffusion models through Wright-Fisher theory, enabling stable cross-domain sequence generation.
Apr 21, 2026 Read → - ai · arxiv/cs.LG · 4 min
Neural CTMC decouples discrete diffusion into timing and direction
A new parameterization for discrete diffusion models separates when and where tokens jump, aligning training with mathematical structure.
Apr 20, 2026 Read →