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Brian Summa

5 papers hereh-index 211 citations10 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • middle author1
  • last author3

Across the 4 of 5 papers where every author was matched, so the position is known.

fields
  • cs.LG3
  • cs.CV2

identity via Semantic Scholar / OpenAlex

collaborators
Showing cs.CVShow all

2 papers · 1 filter

cs.CV2026

Attention Sinks in Diffusion Transformers: A Causal Analysis

Fangzheng Wu, Brian Summa

Attention sinks -- tokens that receive disproportionate attention mass -- are assumed to be functionally important in autoregressive language models, but their role in diffusion tr…

cs.CV2026

Model-Centric Diagnostics: A Framework for Internal State Readouts

Fangzheng Wu, Brian Summa

We present a model-centric diagnostic framework that treats training state as a latent variable and unifies a family of internal readouts -- head-gradient norms, confidence, entrop…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.