computational efficiency 1depth recurrence 1fixed point convergence 1token-level analysis 1transformers 1
From the 1 of 2 linked papers with an AI index.
2 papers
cs.AI2026
Per-Token Fixed-Point Convergence in Depth-Recurrent Transformers
Joe Logan
The paper investigates how depth‑recurrent transformers reach a per‑token fixed point during repeated application of a weight‑tied core, showing that most tokens converge quickly w…
cs.AI2026
Continuum Memory Architectures for Long-Horizon LLM Agents
Joe Logan
Retrieval-augmented generation (RAG) has become the default strategy for providing large language model (LLM) agents with contextual knowledge. Yet RAG treats memory as a stateless…