Tengfei Ma

Expert-Inspired Multi-Agent Coordination for Multi-Objective Molecular Optimization AAAI 2026 TRACE: Transformation-Aware Graph Refinement for Reaction Condition Prediction AAAI 2026 CAML: A Conflict-Aware Molecular Language Model Merging Framework for Multi-Constraint Molecular Generation ACL 2026 Enhancing Graph Representation Learning with Localized Topological Features JMLR 2025 Towards Synergistic Path-based Explanations for Knowledge Graph Completion: Exploration and Evaluation ICLR 2025 Shedding Light on Time Series Classification using Interpretability Gated Networks ICLR 2025 Uncovering LLM-Generated Code: A Zero-Shot Synthetic Code Detector via Code Rewriting AAAI 2025 Blend the Separated: Mixture of Synergistic Experts for Data-Scarcity Drug-Target Interaction Prediction AAAI 2025 S²DN: Learning to Denoise Unconvincing Knowledge for Inductive Knowledge Graph Completion AAAI 2025 NBDESCRIB: A Dataset for Text Description Generation from Tables and Code in Jupyter Notebooks with Guidelines ACL 2025 From Knowledge to Treatment: Large Language Model Assisted Biomedical Concept Representation for Drug Repurposing EMNLP 2025 FAC2E: Better Understanding Large Language Model Capabilities by Dissociating Language and Cognition EMNLP 2024 Abstracted Shapes as Tokens - A Generalizable and Interpretable Model for Time-series Classification NIPS 2024 AdaCCD: Adaptive Semantic Contrasts Discovery Based Cross Lingual Adaptation for Code Clone Detection AAAI 2024 TrojVLM: Backdoor Attack Against Vision Language Models ECCV 2024 What Improves the Generalization of Graph Transformers? A Theoretical Dive into the Self-attention and Positional Encoding ICML 2024 Tram: A Token-level Retrieval-augmented Mechanism for Source Code Summarization NAACL 2024 Knowledge Graph Compression Enhances Diverse Commonsense Generation EMNLP 2023 Federated learning of models pre-trained on different features with consensus graphs UAI 2023 SyncTREE: Fast Timing Analysis for Integrated Circuit Design through a Physics-informed Tree-based Graph Neural Network NIPS 2023 Weighted Clock Logic Point Process ICLR 2023 CP-BCS: Binary Code Summarization Guided by Control Flow Graph and Pseudo Code EMNLP 2023 Neural Approximation of Graph Topological Features NIPS 2022 Cycle Representation Learning for Inductive Relation Prediction ICML 2022 Improving Inductive Link Prediction Using Hyper-Relational Facts (Extended Abstract) IJCAI 2022 A Study of the Attention Abnormality in Trojaned BERTs NAACL 2022 Constructing contrastive samples via summarization for text classification with limited annotations EMNLP 2021 Unsupervised Learning of Graph Hierarchical Abstractions with Differentiable Coarsening and Optimal Transport AAAI 2021 Link Prediction with Persistent Homology: An Interactive View ICML 2021 Timeline Summarization based on Event Graph Compression via Time-Aware Optimal Transport EMNLP 2021 Online Planner Selection with Graph Neural Networks and Adaptive Scheduling AAAI 2020 KGNN: Knowledge Graph Neural Network for Drug-Drug Interaction Prediction IJCAI 2020 Curvature Graph Network ICLR 2020 Unsupervised Reference-Free Summary Quality Evaluation via Contrastive Learning EMNLP 2020 EvolveGCN: Evolving Graph Convolutional Networks for Dynamic Graphs AAAI 2020 Pre-Training BERT on Domain Resources for Short Answer Grading EMNLP 2019 Pre-Training BERT on Domain Resources for Short Answer Grading IJCNLP 2019 Graph Enhanced Cross-Domain Text-to-SQL Generation EMNLP 2019 GAMENet: Graph Augmented MEmory Networks for Recommending Medication Combination AAAI 2019 MINA: Multilevel Knowledge-Guided Attention for Modeling Electrocardiography Signals IJCAI 2019 RDPD: Rich Data Helps Poor Data via Imitation IJCAI 2019 Pre-training of Graph Augmented Transformers for Medication Recommendation IJCAI 2019 Constrained Generation of Semantically Valid Graphs via Regularizing Variational Autoencoders NIPS 2018 FastGCN: Fast Learning with Graph Convolutional Networks via Importance Sampling ICLR 2018 Drug Similarity Integration Through Attentive Multi-view Graph Auto-Encoders IJCAI 2018 Multilingual Training of Crosslingual Word Embeddings EACL 2017 Inverted Bilingual Topic Models for Lexicon Extraction from Non-parallel Data IJCAI 2017 Learning Crosslingual Word Embeddings without Bilingual Corpora EMNLP 2016 Automatically Determining a Proper Length for Multi-Document Summarization: A Bayesian Nonparametric Approach EMNLP 2013 Named Entity Recognition in Chinese News Comments on the Web IJCNLP 2011 Opinion Target Extraction in Chinese News Comments COLING 2010