Peking University · Computer Science北京大学 · 计算机学院
Yuanpeng He.何垣鹏。
何垣鹏 / Ph.D. StudentYuanpeng He / 博士研究生
I study multimodal learning, generative AI, trustworthy machine learning, and spatial intelligence.
我的研究聚焦于多模态学习、生成式人工智能、可信机器学习与空间智能。
I am pursuing my Ph.D. at Peking University, advised by Professors Wenpin Jiao and Zhi Jin, in the Key Laboratory of High Confidence Software Technologies, Ministry of Education. Previously, I received my B.S. in Software Engineering from Southwest University.
我目前在北京大学计算机学院攻读博士学位,师从焦文品教授与金芝教授,所在实验室为高可信软件技术教育部重点实验室。本科毕业于西南大学软件工程专业。

Learning across modalities.
Reasoning under uncertainty.跨越模态的学习。
面向不确定性的推理。
Last synced最近同步
01 / Research研究
Selected work代表性研究
02 / Publications学术论文
Research archive论文集37
An evolving body of work.
2021 — 2026持续探索,积累新知。
2021 — 2026
TPAMI 2026
Dual Uncertainty-Aware Guidance for Test-Time Visual Retrieval under Distributional Variations
IEEE Transactions on Pattern Analysis and Machine Intelligence (2026).
NeurIPS 2026
BAT3R: Robust Online 3D Reconstruction with Bayesian Adaptive State Updates
Advances in Neural Information Processing Systems (2026).
NeurIPS 2026
KVFocus: A Perturbation-Theoretic Token-Risk Score for Selective KV Cache Reuse in RAG
Advances in Neural Information Processing Systems (2026).
TKDE 2026
Consensus-Guided Multi-Match Adaptation with Uncertainty-Calibrated Thresholding for Test-Time Cross-Modal Retrieval
IEEE Transactions on Knowledge and Data Engineering (2026).
TASLP 2026
A²DA: Alignment-Distillation Synergistic Data Augmentation for Multilingual Knowledge Graph Completion
IEEE Transactions on Audio, Speech and Language Processing (2026).
TSE 2026
A Needle in a Haystack: Intent-driven Reusable Artifacts Recommendation with LLMs
IEEE Transactions on Software Engineering (2026).
RE 2026
From Chat to Interview: Agentic Requirements Elicitation with an Experience Ontology
IEEE International Requirements Engineering Conference (2026).
MM 2026
When modalities remember: Continual learning for multimodal knowledge graphs
ACM International Conference on Multimedia (2026).
ACL 2026
Your Inference Request will become a black box: Confidential Inference for Cloud-based Large Language Models
Annual Meeting of the Association for Computational Linguistics (2026).
PR 2026
Complementarity-driven Representation Learning for Multi-modal Knowledge Graph Completion
Pattern Recognition (2026).
WWW 2026
Learning to Evolve: Bayesian-Guided Continual Knowledge Graph Embedding
The Web Conference (2026).
AAAI 2026
DEFNet: Multitasks-based Deep Evidential Fusion Network for Blind Image Quality Assessment
AAAI Conference on Artificial Intelligence (2026).
ICIC 2026
HEAF-Net with OALoss: A Hybrid Expert Attention Fusion Network for Ordinal Multi-Actuator Time Series Control: A Case Study of Building HVAC Valve Regulation
International Conference on Intelligent Computing (2026).
KDD 2025
Evidential Prototype Learning for Semi-supervised Medical Image Segmentation
ACM SIGKDD Conference on Knowledge Discovery and Data Mining (2025).
PR 2025
Co-evidential fusion with information volume for semi-supervised medical image segmentation
Pattern Recognition (2025).
TMC 2025
UniTrans A Unified Vertical Federated Knowledge Transfer Framework for Enhancing Edge Healthcare Collaboration
IEEE Transactions on Mobile Computing (2025).
IEEE TPAMI 2025
Time evidence fusion network: Multi-source view in long-term time series forecasting
IEEE Transactions on Pattern Analysis and Machine Intelligence (2025).
ACL 2025
Revisit Self-Debugging with Self-Generated Tests for Code Generation
Annual Meeting of the Association for Computational Linguistics (2025).
ICASSP 2025
An Adaptive Framework for Multi-View Clustering Leveraging Conditional Entropy Optimization
IEEE International Conference on Acoustics, Speech and Signal Processing (2025).
TMM 2025
Towards Structure-aware Model for Multi-modal Knowledge Graph Completion
IEEE Transactions on Multimedia (2025).
ICASSP 2025
Multi-Prototype-based Embedding Refinement for Medical Image Segmentation
IEEE International Conference on Acoustics, Speech and Signal Processing (2025).
COAM 2025
Transfer Graph in the Context of Evidence Theory
Computational and Applied Mathematics (2025).
BIBM 2024
Mutual Evidential Deep Learning for Semi-supervised Medical Image Segmentation
IEEE International Conference on Bioinformatics and Biomedicine (2024).
ICASSP 2024
Generalized Uncertainty-Based Evidential Fusion with Hybrid Multi-Head Attention for Weak-Supervised Temporal Action Localization
IEEE International Conference on Acoustics, Speech and Signal Processing (2024).
BIBM 2024
Efficient Prototype Consistency Learning in Semi-Supervised Medical Image Segmentation via Joint Uncertainty and Data Augmentation
IEEE International Conference on Bioinformatics and Biomedicine (2024).
TFS 2023
Differential convolutional fuzzy time series forecasting
IEEE Transactions on Fuzzy Systems (2023).
RS 2023
Spatio-Temporal Variability Analysis of Vegetation Dynamics in China from 2000 to 2022 Based on Leaf Area Index: A Multi-Temporal Image Classification Perspective
Remote Sensing (2023).
APIN 2022
A new base function in basic probability assignment for conflict management
Applied Intelligence (2022).
COAM 2022
MMGET: a Markov model for generalized evidence theory
Computational and Applied Mathematics (2022).
KSEM 2022
NNDF: A new neural detection network for aspect-category sentiment analysis
International Conference on Knowledge Science, Engineering and Management (2022).
IJIS 2021
Conflicting management of evidence combination from the point of improvement of basic probability assignment
International Journal of Intelligent Systems (2021).
arXiv 2021
A Matrix-based Distance of Pythagorean Fuzzy Set and its Application in Medical Diagnosis
arXiv (2021).
No publications match your search.没有找到匹配的论文。
03 / Experience经历
A continuing journey求学与探索
Education教育经历
2023.09 — 2028.06 In progress在读
Peking University北京大学 ↗
Ph.D. in Computer Science计算机科学 · 博士
2019.09 — 2023.06
Southwest University西南大学 ↗
B.S. in Software Engineering软件工程 · 学士
2016.09 — 2019.06
Chengdu Shishi High School四川省成都市石室中学 ↗
High school高中
Research projects科研项目8
National Natural Science Foundation of China under Grant 62436006 (Participant)
国家自然科学基金项目 62436006(参与)
National Natural Science Foundation of China under Grant 62192730 (Participant)
国家自然科学基金项目 62192730(参与)
National Natural Science Foundation of China under Grant 62192731 (Participant)
国家自然科学基金项目 62192731(参与)
National Key Research and Development Program of China under Grant 2023YFC3502900 (Participant)
国家重点研发计划项目 2023YFC3502900(参与)
Science and Technology Development Fund, Macau SAR, under Grant 0141/2023/RIA2 (Participant)
澳门特别行政区科学技术发展基金 0141/2023/RIA2(参与)
Science and Technology Development Fund, Macau SAR, under Grant 0193/2023/RIA3 (Participant)
澳门特别行政区科学技术发展基金 0193/2023/RIA3(参与)
Science and Technology Development Fund, Macau SAR, under Grant 0079/2025/AFJ (Participant)
澳门特别行政区科学技术发展基金 0079/2025/AFJ(参与)
Innovative Entrepreneurial Training Plan Program of College Students in Chongqing (Project lead)
重庆市大学生创新创业训练计划项目(主持)
04 / Community荣誉与服务
Recognition & service荣誉与学术服务
Honors & awards荣誉与奖励
Huawei Scholarship for PhD Students (2026, School of Computer Science, Peking University, ¥20000)
计算机学院华为奖学金(博士,2026,北京大学,¥20000)
Merit Student Award (2026, Peking University)
三好学生(2026,北京大学)
National Scholarship of P. R. China for Graduate Students (2025, Peking University, ¥30000, ~Top 2%)
国家奖学金(研究生,2025,北京大学,¥30000,约前 2%)
Merit Student Award (2025, Peking University)
三好学生(2025,北京大学)
Outstanding Scientific Research Award (2024, Peking University)
优秀科研奖(2024,北京大学)
Earlier honors · 17 more更早的荣誉 · 另 17 项
Outstanding Graduates of Colleges and Universities Award in Chongqing (2023, Chongqing Municipal Education Commission)
重庆市普通高等学校优秀毕业生(2023,重庆市教育委员会)
Outstanding Graduates Award (2023, Southwest University)
优秀毕业生(2023,西南大学)
Xiaomi Grand Scholarship (2023, Southwest University, ¥20000)
小米特等奖学金(2023,西南大学,¥20000)
National Scholarship of P. R. China for Undergraduate Students (2022, Southwest University, ¥8000, ~Top 1%)
国家奖学金(本科生,2022,西南大学,¥8000,约前 1%)
Merit Student Award (2022, Southwest University)
三好学生(2022,西南大学)
Academic Technology Award (2022, Southwest University)
学术科技奖(2022,西南大学)
Innovation and Entrepreneurship Award (2022, Southwest University)
创新创业奖(2022,西南大学)
Literary and Artistic Activities Award (2022, Southwest University)
文体活动奖(2022,西南大学)
Advanced Individual Award for Innovation Capacity Enhancement (2022, Chongqing Municipal Education Commission)
创新能力提升先进个人(2022,重庆市教育委员会)
First Prize Scholarship (2021, Southwest University, ¥5000, ~Top 2%)
一等奖学金(2021,西南大学,¥5000,约前 2%)
Merit Student Award (2021, Southwest University)
三好学生(2021,西南大学)
Academic Technology Award (2021, Southwest University)
学术科技奖(2021,西南大学)
Innovation and Entrepreneurship Award (2021, Southwest University)
创新创业奖(2021,西南大学)
Literary and Artistic Activities Award (2021, Southwest University)
文体活动奖(2021,西南大学)
The Stars of Self-improvement of Chinese College Students (2021, The Communist Youth League of China, The Sole Recipient)
中国大学生自强之星(2021,中国共青团,唯一获评者)
Third Prize Scholarship (2020, Southwest University, ¥2000)
三等奖学金(2020,西南大学,¥2000)
Academic Technology Award (2020, Southwest University)
学术科技奖(2020,西南大学)
Academic reviewing学术审稿
Reviewer for conferences and journals across machine learning, computer vision, and artificial intelligence.为机器学习、计算机视觉与人工智能领域的学术会议和期刊提供审稿服务。
All conferences & journals · 27全部会议与期刊 · 27 项
Artificial Intelligence CAS Q1 CCF A
人工智能(Artificial Intelligence, AIJ) CAS Q1 CCF A
IEEE Transactions on Fuzzy Systems CAS Q1 CCF B
IEEE 模糊系统汇刊(IEEE Transactions on Fuzzy Systems, TFS) CAS Q1 CCF B
IEEE Transactions on Cybernetics CAS Q1 CCF B
IEEE 控制论汇刊(IEEE Transactions on Cybernetics, TCYB) CAS Q1 CCF B
Pattern Recognition CAS Q1 CCF B
模式识别(Pattern Recognition, PR) CAS Q1 CCF B
Information Sciences CAS Q1 CCF B
信息科学(Information Sciences, INS) CAS Q1 CCF B
International Journal of Intelligent Systems CAS Q1 CCF B
Neurocomputing CCF C
神经计算(Neurocomputing) CCF C
Applied Intelligence CCF C
05 / Contact联系
Let’s connect.保持联系。
heyuanpeng@stu.pku.edu.cnSchool of Computer Science, Peking University
Beijing, 100871, China北京大学计算机学院
中国北京市,100871
To recognize that what is past cannot be amended, and that what is to come may yet be pursued.悟已往之不谏,
知来者之可追。