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cs.LG2026
The E-MHC-Geo Transformer: Adaptive Geodesic Operations with Guaranteed Orthogonality
Arash Shahmansoori
We present the E-MHC-Geo Transformer, a novel architecture that unifies Manifold-Constrained Hyper-Connections (mHC), Deep Delta Learning (DDL), and the Cayley transform to obta…
cs.AI2026
PRECEPT: Planning Resilience via Experience, Context Engineering & Probing Trajectories A Unified Framework for Test-Time Adaptation with Compositional Rule Learning and Pareto-Guided Prompt Evolution
Arash Shahmansoori
LLM agents that store knowledge as natural language suffer steep retrieval degradation as condition count grows, often struggle to compose learned rules reliably, and typically lac…