EN
Edith C. H. Ngai
cs.AIcs.LGcs.IRcs.CLcs.CRcs.DCcs.HCcs.NIcs.SDeess.AS
On Valency
published · living versionsW_xymw9cdm·v1 · currentpublished
SWE-Residual: Evaluating Starting-State Robustness of Coding Agents
with Jinze Li, Weijie Liu, Jinfeng Xu, Shuo Yang +4
1 version
Preprints & journals
70 papers in the corpus · 2016–2026SWE-Residual: Evaluating Starting-State Robustness of Coding Agents2610.25899v1 · Jinze Li, Weijie Liu, Jinfeng Xu et al.2026 · 0 citationsarXivon Valency
Dude: A Dual-Detection Multi-Agent System for Paper-Code Discrepancy Detection2609.03416v2 · Weijie Liu, Running Zhao, Wenhao Yuan et al.2026 · 0 citationsarXiv
Beyond Memory Majority: Latent-Source Reasoning for Multi-Agent Memory Arbitration2608.19701v1 · Chenchen Lin, Wenhao Yuan, Xuehe Wang et al.2026 · 0 citationsarXiv
Learning What to Activate: Combinatorial Capability Allocation for Long-Horizon Multimodal Agents2609.27869v1 · Wenhao Yuan, Chenchen Lin, Jian Chen et al.2026 · 0 citationsarXiv
When Is Shallow Enough? Adaptive Split Federated Learning with Client-Specific Sufficiency Estimation2608.15639v2 · Wenhao Yuan, Chenchen Lin, Wentao Hu et al.2026 · 0 citationsarXiv
Neural Tree Collaborative Filtering: Rethinking Graph Collaborative Filtering as Tree Collaborative Filtering with Curvature-Aware Propagation Depth2608.10297v1 · Jinfeng Xu, Zheyu Chen, Ziyue Peng et al.2026 · 0 citationsarXiv
From Cloud to Crowd: Democratizing LLM Service with Decentralized Edge Collaboration for RAG2608.00922v1 · Jiaxing Li, Hengzhi Wang, Feng Wang et al.2026 · 0 citationsarXiv
Fisher-Routed Mixture of Experts for Federated Class-Incremental Learning2606.28835v1 · Wenhao Yuan, Chenchen Lin, Jian Chen et al.2026 · 0 citationsarXiv
LATTE: Forecasting Peer Anchored Preference Trajectories for Personalized LLM Generation2605.26612v1 · Jinze Li, Xiaoyan Yang, Shuo Yang et al.2026 · 0 citationsarXiv
Beyond the Target: From Imitation to Collaboration in Speculative Decoding2605.24793v1 · Jinze Li, Yixing Xu, Guanchen Li et al.2026 · 0 citationsarXiv
Belief-Guided Inference Control for Large Language Model Services via Verifiable Observations2604.27536v1 · Wenhao Yuan, Chenchen Lin, Jian Chen et al.2026 · 0 citationsarXiv
OCR-Memory: Optical Context Retrieval for Long-Horizon Agent Memory2604.26622v1 · Jinze Li, Yang Zhang, Xin Yang et al.2026 · 0 citationsarXiv
Well Begun is Half Done: Training-Free and Model-Agnostic Semantically Guaranteed User Representation Initialization for Multimodal Recommendation2604.14839v1 · Jinfeng Xu, Zheyu Chen, Shuo Yang et al.2026 · 0 citationsarXiv
DBGL: Decay-aware Bipartite Graph Learning for Irregular Medical Time Series Classification2604.11842v1 · Jian Chen, Yuzhu Hu, Xiaoyan Yuan et al.2026 · 0 citationsarXiv
Verify Before You Commit: Towards Faithful Reasoning in LLM Agents via Self-Auditing2604.08401v1 · Wenhao Yuan, Chenchen Lin, Jian Chen et al.2026 · 0 citationsarXiv
CAMMSR: Category-Guided Attentive Mixture of Experts for Multimodal Sequential Recommendation2603.04320v1 · Jinfeng Xu, Zheyu Chen, Shuo Yang et al.2026 · 1 citationarXiv
TinnitusLLM: A Multimodal Large Language Model Framework for Tinnitus Diagnosis Through EEG-fMRI Fusion Learning.41774621 · Du, Yipeng, Chen, Xiaohui, Liu, Zewei et al.2026 · 1 citationIEEE journal of biomedical and health informatics. 2026;PP
Reinforced Curriculum Pre-Alignment for Domain-Adaptive VLMs2602.10740v1 · Yuming Yan, Shuo Yang, Kai Tang et al.2026 · 0 citationsarXiv
VI-MMRec: Similarity-Aware Training Cost-free Virtual User-Item Interactions for Multimodal Recommendation2512.08702v1 · Jinfeng Xu, Zheyu Chen, Shuo Yang et al.2025 · 0 citationsarXiv
Learning and Editing Universal Graph Prompt Tuning via Reinforcement Learning2512.08763v1 · Jinfeng Xu, Zheyu Chen, Shuo Yang et al.2025 · 1 citationarXiv
Training-Free Loosely Speculative Decoding: Accepting Semantically Correct Drafts Beyond Exact Match2511.22972v3 · Jinze Li, Yixing Xu, Guanchen Li et al.2025 · 0 citationsarXiv
Multi-modal Dynamic Proxy Learning for Personalized Multiple Clustering2511.07274v1 · Jinfeng Xu, Zheyu Chen, Shuo Yang et al.2025 · 0 citationsarXiv
Asynchronous and focal federated learning for skin lesion classification under local data scarcity and class imbalance.40945001 · Ma, Shichao, Chan, Yun-Hin, Ngai, Edith C H et al.2025 · 2 citationsComputer methods and programs in biomedicine. 2025;272:109073
LiFeChain: Lightweight Blockchain for Secure and Efficient Federated Lifelong Learning in IoT2509.01434v2 · Handi Chen, Jing Deng, Xiuzhe Wu et al.2025 · 0 citationsarXiv
NoteIt: A System Converting Instructional Videos to Interactable Notes Through Multimodal Video Understanding2508.14395v1 · Running Zhao, Zhihan Jiang, Xinchen Zhang et al.2025 · 6 citationsarXiv
The Best is Yet to Come: Graph Convolution in the Testing Phase for Multimodal Recommendation2507.18489v1 · Jinfeng Xu, Zheyu Chen, Shuo Yang et al.2025 · 8 citationsarXiv
RAMA: Retrieval-Augmented Multi-Agent Framework for Misinformation Detection in Multimodal Fact-Checking2507.09174v1 · Shuo Yang, Zijian Yu, Zhenzhe Ying et al.2025 · 3 citationsarXiv
NLGCL: Naturally Existing Neighbor Layers Graph Contrastive Learning for Recommendation2507.07522v1 · Jinfeng Xu, Zheyu Chen, Shuo Yang et al.2025 · 12 citationsarXiv
Large Language Models for Network Intrusion Detection Systems: Foundations, Implementations, and Future Directions2507.04752v1 · Shuo Yang, Xinran Zheng, Xinchen Zhang et al.2025 · 1 citationarXiv
Valence-Arousal Disentangled Representation Learning for Emotion Recognition in SSVEP-Based BCIs.40067717 · Du, Yipeng, Chen, Jie, Liu, Zhengwu et al.2025 · 3 citationsIEEE journal of biomedical and health informatics. 2025;29(7):4820-4833
Generative AI for Vulnerability Detection in 6G Wireless Networks: Advances, Case Study, and Future Directions2506.20488v1 · Shuo Yang, Xinran Zheng, Jinfeng Xu et al.2025 · 2 citationsarXiv
RealFactBench: A Benchmark for Evaluating Large Language Models in Real-World Fact-Checking2506.12538v1 · Shuo Yang, Yuqin Dai, Guoqing Wang et al.2025 · 4 citationsarXiv
MDVT: Enhancing Multimodal Recommendation with Model-Agnostic Multimodal-Driven Virtual Triplets2505.16665v1 · Jinfeng Xu, Zheyu Chen, Jinze Li et al.2025 · 8 citationsarXiv
Exploring Multimodal Foundation AI and Expert-in-the-Loop for Sustainable Management of Wild Salmon Fisheries in Indigenous Rivers2505.06637v1 · Chi Xu, Yili Jin, Sami Ma et al.2025 · 2 citationsarXiv
TACO: Tackling Over-correction in Federated Learning with Tailored Adaptive Correction2504.17528v1 · Weijie Liu, Ziwei Zhan, Carlee Joe-Wong et al.2025 · 1 citationarXiv
COHESION: Composite Graph Convolutional Network with Dual-Stage Fusion for Multimodal Recommendation2504.04452v2 · Jinfeng Xu, Zheyu Chen, Wei Wang et al.2025 · 22 citationsarXiv
Gumiho: A Hybrid Architecture to Prioritize Early Tokens in Speculative Decoding2503.10135v2 · Jinze Li, Yixing Xu, Haiduo Huang et al.2025 · 0 citationsarXiv
LiteChain: A Lightweight Blockchain for Verifiable and Scalable Federated Learning in Massive Edge Networks2503.04140v1 · Handi Chen, Rui Zhou, Yun-Hin Chan et al.2025 · 18 citationsarXiv
TIF: Learning Temporal Invariance in Android Malware Detectors2502.05098v3 · Xinran Zheng, Shuo Yang, Edith C.H. Ngai et al.2025 · 0 citationsarXiv
DietGlance: Dietary Monitoring and Personalized Analysis at a Glance with Knowledge-Empowered AI Assistant2502.01317v4 · Zhihan Jiang, Running Zhao, Lin Lin et al.2025 · 8 citationsarXiv
A Survey on Multimodal Recommender Systems: Recent Advances and Future Directions2502.15711v1 · Jinfeng Xu, Zheyu Chen, Shuo Yang et al.2025 · 21 citationsarXiv
Continual Learning with Strategic Selection and Forgetting for Network Intrusion Detection2412.16264v4 · Xinchen Zhang, Running Zhao, Zhihan Jiang et al.2024 · 30 citationsarXiv
PEFT-as-an-Attack! Jailbreaking Language Models during Federated Parameter-Efficient Fine-Tuning2411.19335v2 · Shenghui Li, Edith C.-H. Ngai, Fanghua Ye et al.2024 · 1 citationarXiv
Wearable Signals for Diagnosing Attention-Deficit/Hyperactivity Disorder in Adolescents: A Feasibility Study.41367997 · Jiang, Zhihan, Chan, Adrienne Y L, Lum, Dawn et al.2025 · 8 citationsJAACAP open. 2025;3(4):875-889
BF-Meta: Secure Blockchain-enhanced Privacy-preserving Federated Learning for Metaverse2410.21675v1 · Wenbo Liu, Handi Chen, Edith C.H. Ngai2024 · 4 citationsarXiv
USpeech: Ultrasound-Enhanced Speech with Minimal Human Effort via Cross-Modal Synthesis2410.22076v2 · Luca Jiang-Tao Yu, Running Zhao, Sijie Ji et al.2024 · 3 citationsarXiv
Towards Edge General Intelligence via Large Language Models: Opportunities and Challenges2410.18125v3 · Handi Chen, Weipeng Deng, Shuo Yang et al.2024 · 27 citationsarXiv
AlignGroup: Learning and Aligning Group Consensus with Member Preferences for Group Recommendation2409.02580v1 · Jinfeng Xu, Zheyu Chen, Jinze Li et al.2024 · 24 citationsarXiv
Synergizing Foundation Models and Federated Learning: A Survey2406.12844v2 · Shenghui Li, Fanghua Ye, Meng Fang et al.2024 · 2 citationsarXiv
Enhancing Graph Collaborative Filtering with FourierKAN Feature Transformation2406.01034v3 · Jinfeng Xu, Zheyu Chen, Jinze Li et al.2024 · 30 citationsarXiv
Career total: 292 works. 70 are in this corpus.Showing the 50 most recent.
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