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Pengtao Xie

6 papers hereh-index 570 citations7 works total

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

author position
  • middle author5

Across the 5 of 6 papers where every author was matched, so the position is known.

fields
  • cs.LG3
  • cs.CV2
  • eess.IV1
same name
  • Pengtao Xie — 68 papers, h 34
  • Pengtao Xie — 10 papers, h 6
  • Pengtao Xie — 8 papers, h 7
  • Pengtao Xie — 2 papers
  • Pengtao Xie — 2 papers, h 3
  • Pengtao Xie — 1 paper, h 2

Either other researchers who publish under this name, or the same person where the external sources have not merged their records.

identity via Semantic Scholar / OpenAlex

activity
20232026
most citedOn the Out of Distribution Robustness of Foundation Models in Medical Image Segmentation

4 citations · 7 across the 6 of their papers we have counts for

collaborators
Showing cs.LGShow all

3 papers · 1 filter

cs.LG2025★ 2 cited

S-Chain: Structured Visual Chain-of-Thought For Medicine

Khai Le-Duc, Duy M. H. Nguyen, Phuong T. H. Trinh +21

Faithful reasoning in medical vision-language models (VLMs) requires not only accurate predictions but also transparent alignment between textual rationales and visual evidence. Wh…

cs.LG2024

ExGra-Med: Extended Context Graph Alignment for Medical Vision-Language Models

Duy M. H. Nguyen, Nghiem T. Diep, Trung Q. Nguyen +10

State-of-the-art medical multi-modal LLMs (med-MLLMs), such as LLaVA-Med and BioMedGPT, primarily depend on scaling model size and data volume, with training driven largely by auto…

cs.LG2024★ 1 cited

Accelerating Transformers with Spectrum-Preserving Token Merging

Hoai-Chau Tran, Duy M. H. Nguyen, Duy M. Nguyen +7

Increasing the throughput of the Transformer architecture, a foundational component used in numerous state-of-the-art models for vision and language tasks (e.g., GPT, LLaVa), is an…

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