Peng Han
17 papers · 2015–2026 · 3 venues · across top CS/AI venues
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Achievements
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πΊοΈ Taxonomy Completionist (38) π Academic Marathon Β· Half π Conference Polyglot Β· Bronze π Interdisciplinary Bridge Β· Silver π£ Hot Topic Early Bird
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Dynamic Duo
(13)
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Prolific Year Β· Productive
π₯
Unstoppable Β· Bronze
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The Questioner
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Century Club Β· Bronze
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Renaissance Researcher
(6)
ποΈ
Keyword Collector
(86)
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Research topics
Machine Learning
(12)
Deep Learning
(10)
Core Methods
(9)
Artificial Intelligence
(7)
Architectures
(7)
Core AI
(7)
Application Areas
(5)
Learning Types Β· Machine Learning
(5)
Data Science & Analytics
(4)
Applications
(4)
Learning Types Β· Deep Learning
(3)
Knowledge & Reasoning
(2)
Natural Language Processing
(2)
Optimization & Theory
(2)
Representation
(2)
Keywords
graph neural network
(3)
knowledge graph embedding
(3)
large language model
(2)
recurrent neural network
(2)
prompt learning
(2)
recommender system
(2)
trajectory similarity
(2)
point-of-interest recommendation
(2)
image restoration
(1)
relation extraction
(1)
catastrophic forgetting
(1)
information extraction
(1)
semantic analysis
(1)
transformer architecture
(1)
data augmentation
(1)
attention mechanism
(1)
contrastive learning
(1)
adaptive inference
(1)
alternating optimization
(1)
episodic memory
(1)
Papers
If an LLM Were a Character, Would It Know Its Own Story? Evaluating Lifelong Learning in LLMs
ACL 2026
Disentangled and Personalized Representation Learning for Next Point-of-Interest Recommendation
IJCAI 2025
Not All Layers of LLMs Are Necessary During Inference
IJCAI 2025
Position-Aware Depth Decay Decoding (D3): Boosting Large Language Model Inference Efficiency
ACL 2025
SSL-STMFormer Self-Supervised Learning Spatio-Temporal Entanglement Transformer for Traffic Flow Prediction
AAAI 2025
ST-TAR: An Efficient Spatio-Temporal Learning Framework for Traffic Accident Risk Forecasting
IJCAI 2025
KGTS: Contrastive Trajectory Similarity Learning over Prompt Knowledge Graph Embedding
AAAI 2024
Prior and Prediction Inverse Kernel Transformer for Single Image Defocus Deblurring
AAAI 2024
GRLSTM: Trajectory Similarity Computation with Graph-Based Residual LSTM
AAAI 2023
Heterogeneous Region Embedding with Prompt Learning
AAAI 2023
Next POI Recommendation with Dynamic Graph and Explicit Dependency
AAAI 2023
FOGS: First-Order Gradient Supervision with Learning-based Graph for Traffic Flow Forecasting
IJCAI 2022
GNN-Retro: Retrosynthetic Planning with Graph Neural Networks
AAAI 2022
Interactive Information Extraction by Semantic Information Graph
IJCAI 2022
Contextualized Point-of-Interest Recommendation
IJCAI 2020
Learning Personalized Itemset Mapping for Cross-Domain Recommendation
IJCAI 2020
Weakly Supervised Matrix Factorization for Noisily Tagged Image Parsing
IJCAI 2015