Hehuan Ma
13 papers · 2021–2026 · 6 conferences · across top CS/AI conferences
Achievements
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π Cross-Pollinator (15) π Conference Polyglot (4) π Interdisciplinary Bridge πΊοΈ Taxonomy Completionist (17) π§ Keyword Pioneer
π
Academic Marathon
(5)
π
Renaissance Researcher
(5)
π€
Dynamic Duo
(10)
π
Century Club
(10)
π
Conference Pioneer
Conferences
AAAI (4)
MICCAI (3)
ICCV (2)
MIDL (2)
ACL (1)
ECCV (1)
Top co-authors
Keywords
graph neural network
(2)
semantic segmentation
(1)
gene function prediction
(1)
image retrieval
(1)
graph classification
(1)
self-supervised learning
(1)
knowledge distillation
(1)
multimodal learning
(1)
multi-label classification
(1)
unsupervised domain adaptation
(1)
instruction tuning
(1)
hierarchical representation
(1)
graph embedding
(1)
causal structure
(1)
adversarial robustness
(1)
disentangled representation
(1)
node embedding
(1)
heterogeneous datum
(1)
feature fusion
(1)
zero-shot learning
(1)
Papers
Guideline-Informed MLLM Reasoning for Pathology-Aware Postoperative Prostate CTV Segmentation
MIDL 2026
Learning from Guidelines: Structured Prompt Optimization for Expert Annotation Tasks
AAAI 2026
Guidelines as Environments: A World Model Approach to Rule Following
ACL 2026
Heterogeneous Aligned Fusion for Survival Classification with Missing Modalities
MIDL 2026
HAGE: Hierarchical Alignment Gene-Enhanced Pathology Representation Learning with Spatial Transcriptomics
MICCAI 2025
GoBERT: Gene Ontology Graph Informed BERT for Universal Gene Function Prediction
AAAI 2025
Zero-Shot Composed Image Retrieval via Dual-Stream Instruction-Aware Distillation
ICCV 2025
Text-Guided Multi-Instance Learning for Scoliosis Screening via Gait Video Analysis
MICCAI 2025
PathM3: A Multimodal Multi-Task Multiple Instance Learning Framework for Whole Slide Image Classification and Captioning
MICCAI 2024
Causal Subgraphs and Information Bottlenecks: Redefining OOD Robustness in Graph Neural Networks
ECCV 2024
Self-Supervised Pre-training for Protein Embeddings Using Tertiary Structures
AAAI 2022
Hierarchical Graph Capsule Network
AAAI 2021
Exploring Robustness of Unsupervised Domain Adaptation in Semantic Segmentation
ICCV 2021