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20212026
most citedComparative Validation of Machine Learning Algorithms for Surgical Workflow and Skill Analysis with the HeiChole Benchmark

6 citations · 15 across the 5 of their papers we have counts for

collaborators

6 papers

cs.CL2026

System1-Arena: Which Decisions Can Be Left to System 1?

Tianyu Chen, Xinyang Liu, Ruyi An +2

Large language models (LLMs) often make discrete decisions, such as flagging phishing or escalating to a human. System-1 models, such as Jev and the OpenAI Decisions API, return pr…

cs.CV2023★ 2 cited

Tuning Multi-mode Token-level Prompt Alignment across Modalities

Dongsheng Wang, Miaoge Li, Xinyang Liu +3

Advancements in prompt tuning of vision-language models have underscored their potential in enhancing open-world visual concept comprehension. However, prior works only primarily f…

cs.CV2023★ 1 cited

PatchCT: Aligning Patch Set and Label Set with Conditional Transport for Multi-Label Image Classification

Miaoge Li, Dongsheng Wang, Xinyang Liu +4

Multi-label image classification is a prediction task that aims to identify more than one label from a given image. This paper considers the semantic consistency of the latent spac…

cs.CV2023★ 5 cited

Patch-Prompt Aligned Bayesian Prompt Tuning for Vision-Language Models

Xinyang Liu, Dongsheng Wang, Bowei Fang +5

For downstream applications of vision-language pre-trained models, there has been significant interest in constructing effective prompts. Existing works on prompt engineering, whic…

eess.IV2021★ 6 cited

Comparative Validation of Machine Learning Algorithms for Surgical Workflow and Skill Analysis with the HeiChole Benchmark

Martin Wagner, Beat-Peter Müller-Stich, Anna Kisilenko +38

PURPOSE: Surgical workflow and skill analysis are key technologies for the next generation of cognitive surgical assistance systems. These systems could increase the safety of the…

cs.CL2021★ 1 cited

Empirical Study of Named Entity Recognition Performance Using Distribution-aware Word Embedding

Xin Chen, Qi Zhao, Xinyang Liu

With the fast development of Deep Learning techniques, Named Entity Recognition (NER) is becoming more and more important in the information extraction task. The greatest difficult…