Yibo Yan

23 papers · 2023–2026 · 6 conferences · across top CS/AI conferences

Achievements

🐝 Cross-Pollinator (10) 🗺️ Taxonomy Completionist (41) 🌉 Interdisciplinary Bridge 🧭 Keyword Pioneer 🌈 Renaissance Researcher (8) 🌍 Conference Polyglot (6) 🤝 Dynamic Duo (18) 🔬 Deep Specialist (11) 🗃️ Keyword Collector (97) ⚡ Prolific Year (19) 💎 Century Club (22)

Conferences

ACL (8) EMNLP (8) ICML (3) AAAI (2) ICLR (1) JMLR (1)

Top co-authors

Xuming Hu (19) Xin Zou (8) Kun Wang (6) Qingsong Wen (6) Jia Liu (5) Jiahao Huo (5) Peijie Jiang (5) Aiwei Liu (4) Huiyu Zhou (4) Yuanhuiyi Lyu (4)

Research topics

Education (2) Privacy (1)

Keywords

multimodal large language model (7) large language model (5) multimodal learning (4) benchmark evaluation (3) educational technology (3) mathematical reasoning (2) tutoring system (2) attention pattern (2) machine unlearning (2) visual question answering (2) data augmentation (1) visual reasoning (1) instruction following (1) model safety (1) video understanding (1) text classification (1) privacy preservation (1) scene graph (1) confidence calibration (1) prompt learning (1)

Papers

Sharp Eyes and Memory for VideoLLMs: Information-Aware Visual Token Pruning for Efficient and Reliable VideoLLM Reasoning AAAI 2026

MathAgent: Leveraging a Mixture-of-Math-Agent Framework for Real-World Multimodal Mathematical Error Detection ACL 2025

Reefknot: A Comprehensive Benchmark for Relation Hallucination Evaluation, Analysis and Mitigation in Multimodal Large Language Models ACL 2025

EssayJudge: A Multi-Granular Benchmark for Assessing Automated Essay Scoring Capabilities of Multimodal Large Language Models ACL 2025

MMUnlearner: Reformulating Multimodal Machine Unlearning in the Era of Multimodal Large Language Models ACL 2025

Unlocking Speech Instruction Data Potential with Query Rewriting ACL 2025

A Survey of Mathematical Reasoning in the Era of Multimodal Large Language Model: Benchmark, Method & Challenges ACL 2025

SafeEraser: Enhancing Safety in Multimodal Large Language Models through Multimodal Machine Unlearning ACL 2025

A Survey on Proactive Defense Strategies Against Misinformation in Large Language Models ACL 2025

Pierce the Mists, Greet the Sky: Decipher Knowledge Overshadowing via Knowledge Circuit Analysis EMNLP 2025

OneForecast: A Universal Framework for Global and Regional Weather Forecasting ICML 2025

RealRAG: Retrieval-augmented Realistic Image Generation via Self-reflective Contrastive Learning ICML 2025

Look Twice Before You Answer: Memory-Space Visual Retracing for Hallucination Mitigation in Multimodal Large Language Models ICML 2025

UrbanVLP: Multi-Granularity Vision-Language Pretraining for Urban Socioeconomic Indicator Prediction AAAI 2025

Position: LLMs Can be Good Tutors in English Education EMNLP 2025

Exploring Response Uncertainty in MLLMs: An Empirical Evaluation under Misleading Scenarios EMNLP 2025

VLA-Mark: A cross modal watermark for large vision-language alignment models EMNLP 2025

LLM Agents for Education: Advances and Applications EMNLP 2025

PhysicsArena: The First Multimodal Physics Reasoning Benchmark Exploring Variable, Process, and Solution Dimensions EMNLP 2025

Mitigating Modality Prior-Induced Hallucinations in Multimodal Large Language Models via Deciphering Attention Causality ICLR 2025

FastMem: Fast Memorization of Prompt Improves Context Awareness of Large Language Models EMNLP 2024

MMNeuron: Discovering Neuron-Level Domain-Specific Interpretation in Multimodal Large Language Model EMNLP 2024

Confidence Intervals and Hypothesis Testing for High-dimensional Quantile Regression: Convolution Smoothing and Debiasing JMLR 2023