Jianxin Li

Global-Recent Semantic Reasoning on Dynamic Text-Attributed Graphs with Large Language Models

UniARM: Towards a Unified Autoregressive Reward Model for Multi-Objective Test-Time Alignment

Controllable Logical Hypothesis Generation for Abductive Reasoning in Knowledge Graphs

Winformer: Transcending pairwise similarity for time-series generation

LLMBoost: Make Large Language Models Stronger with Boosting

Adam Can Mitigate Class Imbalance Without Element-Wise Gradient Normalization

Reinforcement Reward Model with Policy Feedback

Understanding Input Transformation-Based Attacks via Target Function Space Expansion

FractalFold: Towards Fractal Structure Modeling for Hierarchical Inverse Protein Folding

Robust Graph Condensation via Classification Complexity Mitigation

Toward a Unified Geometry Understanding : Riemannian Diffusion Framework for Graph Generation and Prediction

IGL-Bench: Establishing the Comprehensive Benchmark for Imbalanced Graph Learning

GRAVER: Generative Graph Vocabularies for Robust Graph Foundation Models Fine-tuning

How Much Can Transfer? BRIDGE: Bounded Multi-Domain Graph Foundation Model with Generalization Guarantees

Adaptive Batch-Wise Sample Scheduling for Direct Preference Optimization

GraphKeeper: Graph Domain-Incremental Learning via Knowledge Disentanglement and Preservation

ST-GCond: Self-supervised and Transferable Graph Dataset Condensation

OmniArch: Building Foundation Model for Scientific Computing

Activating More Advantageous Neurons Can Improve Adversarial Transferability

PINNsAgent: Automated PDE Surrogation with Large Language Models