Ananke: Contractive Torus Attractor Networks

arXiv:2609.24737 · cs.CV · Submitted 2026-09-21 · Read on arXiv

cs.CV

Submitted: 2026-09-21

Updated: 2026-09-21

Comments: 17 pages

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

Accuracy — 11× in this paper · explained in 1 episode
Parameter Efficiency — 7× in this paper · explained in 3 episodes
Scaffolding — 6× in this paper · explained in 3 episodes
Transformer — 5× in this paper · explained in 2 episodes
Benchmark — 4× in this paper · explained in 2 episodes
Contractive Torus Attractor Networks — 4× in this paper
Exact Log-Symplectic Flow — 4× in this paper
Latent Space — 4× in this paper · explained in 7 episodes
Representation Learning — 4× in this paper · explained in 3 episodes
Ablation — 3× in this paper · explained in 1 episode
Conference on Computer Vision and Pattern Recognition — 3× in this paper
Clustering — 2× in this paper · explained in 2 episodes
Core — 2× in this paper · explained in 2 episodes
Decoupling — 2× in this paper · explained in 2 episodes
In International Conference on Learning Representations — 2× in this paper
Normally Hyperbolic Invariant Manifold — 2× in this paper
Alignment — 1× in this paper
Flow Matching — 1× in this paper · explained in 19 episodes
Fused Multiply-Add — 1× in this paper
Gradient Flow — 1× in this paper · explained in 2 episodes
Grounding — 1× in this paper · explained in 3 episodes
In International Conference on Machine Learning — 1× in this paper
Langevin Dynamics — 1× in this paper · explained in 3 episodes
Latent Representation — 1× in this paper · explained in 2 episodes
Latent Representations — 1× in this paper · explained in 3 episodes
Lyapunov function — 1× in this paper · explained in 2 episodes
Ordinary Differential Equations (ODEs) — 1× in this paper · explained in 2 episodes
Theoretical Guarantees — 1× in this paper · explained in 2 episodes

Ananke: Contractive Torus Attractor Networks

Terminology

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