Mingyu Derek Ma

18 papers · 2019–2026 · 8 venues · across top CS/AI venues

Authors are matched by name, so researchers who share a name ("Yang Liu", "Wei Wang") appear as a single profile and their paper counts, venues and achievements are combined. How identity is handled.

Achievements

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🗺️ Taxonomy Completionist (46) 🌍 Conference Polyglot · Silver 🏃 Academic Marathon · Sprint 🌉 Interdisciplinary Bridge · Silver 🐣 Hot Topic Early Bird

👥 Mega-Team · Squad 🧬 Topic Evolution 🏆 Grand Slam ⚡ Prolific Year · Productive 🔥 Unstoppable · Bronze ❓ The Questioner (2) 💎 Century Club · Bronze 🌈 Renaissance Researcher (8) 🗃️ Keyword Collector (97)

Venues

ACL (5) AAAI (4) EMNLP (3) NAACL (2) ICLR (1) ICML (1) Interspeech (1) NeurIPS (1)

Top co-authors

Wei Wang (9) Nanyun Peng (6) Muhao Chen (6) Wenxuan Zhou (3) Wenna Qin (2) Diyi Yang (2) Keming Lu (2) Yanchen Liu (2) Qin Liu (2) I-Hung Hsu (2)

Research topics

Natural Language Processing (10) Machine Learning (9) Artificial Intelligence (8) Deep Learning (7) Applications (7) Core AI (7) Models (6) Learning Types (5) Generation (4) Healthcare & Medicine (3) Knowledge & Reasoning (3) Clinical (3) Core Methods (3) Representation (3) Application Areas (2)

Keywords

large language model (6) low-resource learning (3) knowledge graph (3) relation extraction (3) named entity recognition (2) contrastive learning (2) indirect supervision (2) event extraction (2) information extraction (2) natural language inference (1) multimodal learning (1) preference optimization (1) text summarization (1) visual reasoning (1) interpretability (1) few-shot learning (1) information retrieval (1) dialogue state tracking (1) visual question answering (1) social network analysis (1)

Papers

iSeal: Encrypted Fingerprinting for Reliable LLM Ownership Verification AAAI 2026 GIVE: Structured Reasoning of Large Language Models with Knowledge Graph Inspired Veracity Extrapolation ICML 2025 Inferring from Logits: Exploring Best Practices for Decoding-Free Generative Candidate Selection ACL 2025 Memorize and Rank: Elevating Large Language Models for Clinical Diagnosis Prediction AAAI 2025 MetaScientist: A Human-AI Synergistic Framework for Automated Mechanical Metamaterial Design NAACL 2025 MuirBench: A Comprehensive Benchmark for Robust Multi-image Understanding ICLR 2025 Decoding Susceptibility: Modeling Misbelief to Misinformation Through a Computational Approach EMNLP 2024 GraphVis: Boosting LLMs with Visual Knowledge Graph Integration NeurIPS 2024 MIDDAG: Where Does Our News Go? Investigating Information Diffusion via Community-Level Information Pathways AAAI 2024 STAR: Boosting Low-Resource Information Extraction by Structure-to-Text Data Generation with Large Language Models AAAI 2024 Can NLI Provide Proper Indirect Supervision for Low-resource Biomedical Relation Extraction? ACL 2023 DICE: Data-Efficient Clinical Event Extraction with Generative Models ACL 2023 Multi-hop Evidence Retrieval for Cross-document Relation Extraction ACL 2023 Parameter-Efficient Low-Resource Dialogue State Tracking by Prompt Tuning Interspeech 2023 Summarization as Indirect Supervision for Relation Extraction EMNLP 2022 EventPlus: A Temporal Event Understanding Pipeline NAACL 2021 HyperExpan: Taxonomy Expansion with Hyperbolic Representation Learning EMNLP 2021 Implicit Discourse Relation Identification for Open-domain Dialogues ACL 2019