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cs.AI2026
The Cognitive Categorical Transformer: Category-Theoretic Inductive Biases for Language Modeling
Al Kari
The Cognitive Categorical Transformer (CCT) is a 306M-parameter architecture that augments a pretrained GPT-2 Small backbone with cognitively grounded components derived from categ…
cs.AI2025
Activation Manifold Projection: Liberating Task-Specific Behaviors from LLM Architectures
Al Kari
The proliferation of Large Language Model (LLM) architectures presents a fundamental challenge: valuable, task-specific behaviors learned through fine-tuning methods like Low-Rank…