H-Res steers token trajectories via a learned vector field on the activation manifold to adapt associative memories while preserving entropy and avoiding weight changes or prompt overhead.
Recognizing a relatively hyperbolic group by its Dehn fillings
1 Pith paper cite this work. Polarity classification is still indexing.
abstract
Dehn fillings for relatively hyperbolic groups generalize the topological Dehn surgery on a non-compact hyperbolic $3$-manifold such as a hyperbolic knot complement. We prove a rigidity result saying that if two non-elementary relatively hyperbolic groups without suitable splittings have sufficiently many isomorphic Dehn fillings, then these groups are in fact isomorphic. Our main application is a solution to the isomorphism problem in the class of non-elementary relatively hyperbolic groups with residually finite parabolic groups and with no suitable splittings.
fields
cs.LG 1years
2026 1verdicts
UNVERDICTED 1representative citing papers
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Parallel Manifold Steering: Efficient Adaptation of Large Associative Memories via Residual Energy Shaping
H-Res steers token trajectories via a learned vector field on the activation manifold to adapt associative memories while preserving entropy and avoiding weight changes or prompt overhead.