conftrace_

Deval Mehta

4 papers · 2023–2025 · 4 conferences · across top CS/AI conferences

Achievements

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🌍 Conference Polyglot (4) 🌉 Interdisciplinary Bridge 🧭 Keyword Pioneer 🐣 Hot Topic Early Bird 🐝 Cross-Pollinator (15)

Conferences

ACL (1) EMNLP (1) MICCAI (1) MIDL (1)

Top co-authors

Zongyuan Ge (4) Yiwen Jiang (3) Jacqueline French (1) Yaling Shen (1) Duy Khoa Pham (1) Patrick Kwan (1) Emma Foster (1) Sarah Barnard (1) Litao Yang (1) Timothy Fazio (1)

Keywords

concept bottleneck model (2) multimodal learning (2) image classification (2) weak supervision (1) multiple instance learning (1) whole slide image (1) digital pathology (1) llm agent (1) conditional concept scoring (1) prototype learning (1) chain-of-thought reasoning (1)

Papers

Enhancing Interpretable Image Classification Through LLM Agents and Conditional Concept Bottleneck Models ACL 2025 WISE: Weak-Supervision-Guided Step-by-Step Explanations for Multimodal LLMs in Image Classification EMNLP 2025 Knowledge Tree Driven Contextualized Instruction Tuning of Foundation Models for Epilepsy Drug Recommendation MICCAI 2025 Trainable Prototype Enhanced Multiple Instance Learning for Whole Slide Image Classification MIDL 2023