Liheng Ma

1. Multi-resolution Time-Series Transformer for Long-term Forecasting
   2023/11/07 by Yitian Zhang, Zhang, Yitian, Liheng Ma +7 · 8 citations
   Computer Science · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Time Series Analysis and Forecasting
2. The Heterophilic Graph Learning Handbook: Benchmarks, Models, Theoretical Analysis, Applications and Challenges
   2024/07/12 by Sitao Luan, Chenqing Hua, Luan, Sitao +25 · 1 voice · 6 citations
   Computer Science · #Advanced Graph Neural Networks #FOS: Computer and information sciences #Machine Learning (cs.LG) #Social and Information Networks (cs.SI) #cs.LG #cs.SI
3. RNN with Particle Flow for Probabilistic Spatio-temporal Forecasting
   2021/06/10 by Soumyasundar Pal, Liheng Ma, Pal, Soumyasundar +5 · 2 citations
   Environmental Science · Engineering · Computer Science · #Air Quality Monitoring and Forecasting #Traffic Prediction and Management Techniques #Time Series Analysis and Forecasting
4. Memory Augmented Graph Neural Networks for Sequential Recommendation
   2019/12/26 by Chen Ma, Ma, Chen, Liheng Ma +9 · 1 citation
   Computer Science · #Advanced Graph Neural Networks #FOS: Computer and information sciences #Information Retrieval (cs.IR) #Recommender Systems and Techniques #Topic Modeling
5. Probabilistic Metric Learning with Adaptive Margin for Top-K Recommendation
   2021/01/13 by Chen Ma, Ma, Chen, Liheng Ma +9 · 1 citation
   Computer Science · Decision Sciences · #Recommender Systems and Techniques #Advanced Graph Neural Networks #Advanced Bandit Algorithms Research
6. CKGConv: General Graph Convolution with Continuous Kernels
   2024/04/21 by Liheng Ma, Ma, Liheng, Soumyasundar Pal +9 · 1 citation
   Computer Science · #Advanced Graph Neural Networks #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
7. Enhancing Logical Reasoning in Large Language Models through Graph-based Synthetic Data
   2024/09/19 by Jiaming Zhou, Zhou, Jiaming, Abbas Ghaddar +17 · 2 citations
   Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Semantic Web and Ontologies #Topic Modeling
8. Omni-Thinker: Scaling Multi-Task RL in LLMs with Hybrid Reward and Task Scheduling
   2025/07/20 by Danrui Li, Li, Derek, Jiaming Zhou +18 · 3 citations
   Computer Science · Engineering · #Artificial Intelligence (cs.AI) #Cloud Computing and Resource Management #FOS: Computer and information sciences #Machine Learning (cs.LG) #Real-Time Systems Scheduling #Scheduling and Optimization Algorithms
9. FinSAgent: Corpus-Aligned Multi-Agent RAG Framework for Evidence-Grounded SEC Filing Question Answering
   2026/07/20 by Jijun Chi, Zhenghan Tai, Hanwei Wu +21
   #cs.IR #cs.CL #cs.MA
10. Anticipate Before Acting: Future-State-Conditioned Vision-Language Navigation
    2026/07/20 by Lingfeng Zhang, Zhanguang Zhang, Liheng Ma +2
    #cs.CV #cs.AI