Papers by Soonyoung Lee
See It All: Contextualized Late Aggregation for 3D Dense Captioning (2024.findings-acl)
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| Challenge: | Recent approaches to 3D dense captioning struggle with contradicting objectives . SIA generates captions with different region of interest and aggregates them afterwards . |
| Approach: | They propose a transformer pipeline that engages in 3D dense captioning with a new paradigm . SIA decodes two sets of queries—context query and instance query—and then aggregates them afterwards . |
| Outcome: | The proposed pipeline generates captions with different region of interest and aggregates them afterwards to enhance local-global sensitivity. |
AutoAnoEval: Semantic-Aware Model Selection via Tree-Guided LLM Reasoning for Tabular Anomaly Detection (2026.findings-eacl)
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Suhee Yoon, Sanghyu Yoon, Ye Seul Sim, Seungdong Yoa, Dongmin Kim, Soonyoung Lee, Hankook Lee, Woohyung Lim
| Challenge: | Existing approaches to tabular anomaly detection fail to reflect domain specific nature of real-world anomalies. |
| Approach: | They propose a framework that constructs pseudo-evaluation sets with semantically grounded synthetic anomalies. |
| Outcome: | The proposed framework generates pseudo-evaluation sets with semantically grounded synthetic anomalies. |