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Ninghao Liu — most-cited papers & profile · Multimodal
← authors
·
overview
Ninghao Liu
23
papers ·
203
citations ·
32
h-index
Hong Kong Polytechnic University · Sichuan University
Google Scholar ↗
Semantic Scholar ↗
OpenAlex ↗
Most-cited papers
An Embarrassingly Simple Approach for Trojan Attack in Deep Neural Networks
2020 · 165 citations
MGAE: Masked Autoencoders for Self-Supervised Learning on Graphs
2022 · 17 citations
AutoSCORE: Enhancing Automated Scoring with Multi-Agent Large Language Models via Structured Component Recognition
2025 · 7 citations
DEGREE: Decomposition Based Explanation For Graph Neural Networks
2023 · 6 citations
Did You Train on My Dataset? Towards Public Dataset Protection with Clean-Label Backdoor Watermarking
2023 · 3 citations
Interpreting Unfairness in Graph Neural Networks via Training Node Attribution
2022 · 2 citations
Rethinking Independent Cross-Entropy Loss For Graph-Structured Data
2024 · 1 citations
MobileGUI-RL: Advancing Mobile GUI Agent through Reinforcement Learning in Online Environment
2025
TRON: Targeted Rule-Verifiable Online Environments for Visual Reasoning RL
2026
Reasoning or Memorization? Direction-Aware Diversity Exploration in LLM Reinforcement Learning
2026
Less is Enough: Synthesizing Diverse Data in Feature Space of LLMs
2026
MITS: Enhanced Tree Search Reasoning for LLMs via Pointwise Mutual Information
2025
SearchRAG: Can Search Engines Be Helpful for LLM-based Medical Question Answering?
2025
MITS: Enhanced Tree Search Reasoning for LLMs via Pointwise Mutual Information
2025
Beyond Input Activations: Identifying Influential Latents by Gradient Sparse Autoencoders
2025
Topics
GNN Architectures
Evaluation
Theory & Expressivity
Code
Model Architecture
Training Techniques
Adversarial ML
cs.AI
knowledge
Vulnerability Detection