Reasoning

Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact

A review connecting AI with cognitive science, with a focus on memory, reasoning, representation, and the architectural questions behind more general intelligence.

Layer Importance for Mathematical Reasoning is Forged in Pre-Training and Invariant after Post-Training

Studying which layers support mathematical reasoning and how their roles persist after post-training.

Seq-VCR: Preventing Collapse in Intermediate Transformer Representations for Enhanced Reasoning

Regularizing intermediate representations to reduce collapse and support sequential reasoning.