Publications

A collection of my research work.

MemForest: Efficient Agent Memory Management via EventTree Partitioning and Progressive Merging

Junxi Wang, Te Sun, Jiayi Zhu, Chen Zhang, Siyuan Li, Xuyang Liu, Zichen Wen, Xiaobing Tu, Jinkui Ren, Xiantao Zhang, Ziqi Yuan, Linfeng Zhang

NeurIPS 2026

An EventTree-based framework for compressing agent memory through event-centric partitioning and progressive merging.

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Multimodal Knowledge Edit-Scoped Generalization for Online Recursive MLLM Editing

Siyuan Li, Youyuan Zhang, Ruitong Liu, Junxi Wang, Jing Li

Under Review 2026

A scope-aware online editor that controls in-scope cross-modal generalization while preserving out-of-scope locality.

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Modality-Decoupled Online Recursive Editing

Siyuan Li, Youyuan Zhang, Fangming Liu, Jing Li

ICML 2026

A modality-decoupled approach to online recursive model editing for MLLMs.

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Evolving Beyond Snapshots: Harmonizing Structure and Sequence via Entity State Tuning for Temporal Knowledge Graph Forecasting

Siyuan Li, Yunjia Wu, Yiyong Xiao, Pingyang Huang, Peize Li, Ruitong Liu, Yan Wen, Te Sun

ACL Main Conference 2026

An entity-state tuning framework that harmonizes structural and sequential signals for long-horizon temporal knowledge graph forecasting.

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Toward Robust Personalized Alignment for LLMs: Mitigating Persona Drift in Multi-Turn Dialogue

Youyuan Zhang, Siyuan Li, Fangming Liu, Jing Li

EMNLP 2026 Findings 2026

A robust personalized alignment approach for mitigating persona drift in multi-turn dialogue.

PDF arXiv

Multi-Condition Latent Diffusion Network for Semantic-Aware Knowledge Graph Completion

Siyuan Li, Liang Zhang, Bo Jin, Xiaopeng Wei

Knowledge-Based Systems 2026

A multi-condition latent diffusion network for semantic-aware knowledge graph completion.

PDF

From Decoration to Co-Presence: Reconfiguring Human--Plant Relations in Urban Workplaces Through Aesthetic Bio-Feedback

Yibo Meng, Bingyi Liu, Siyuan Li, Xinran Huang

Design Research Society International Conference 2026

A research-through-design study exploring how aesthetic bio-feedback can reconfigure human--plant relations in urban workplaces.

DOI

Mouse Heartbeat: Exploring Perceptual Augmentation for Ethical Awareness

Yibo Meng, Bingyi Liu, Siyuan Li, Yan Guan

Augmented Humans International Conference 2026

An exploration of perceptual augmentation as a means of supporting ethical awareness through heartbeat interaction.

DOI

Heating Load Profiles Analysis and Probabilistic Prediction for a Public Building: A Data-Driven Deep Learning Approach

Yi Xu, Siyuan Li, Xiangli Li, Meng Gao, Weiqiang Kong, Jianhua Fan, Haocheng Zhang

Journal of Building Engineering 2025

A data-driven deep learning approach for analyzing heating load profiles and probabilistic prediction in a public building.

Multimodal Tactile Feedback System for Ankle and Knee Protection during Physical Exercise: A Ubiquitous Computing Approach

Yibo Meng, Zhiming Liu, Siyuan Li, Te Sun

Proceedings of the 2025 ACM International Joint Conference on Pervasive and Ubiquitous Computing and the 2025 ACM International Symposium on Wearable Computing Companion 2025

A multimodal tactile feedback system designed to support ankle and knee protection during physical exercise.

DOI

Flow-Modulated Scoring for Semantic-Aware Knowledge Graph Completion

Siyuan Li, Ruitong Liu, Yan Wen, Te Sun, Andi Zhang, Yanbiao Ma, Xiaoshuai Hao

arXiv preprint arXiv:2506.23137 2025

A flow-modulated scoring framework that combines semantic context learning with conditional flow matching for knowledge graph completion.

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Context-Driven Knowledge Graph Completion with Semantic-Aware Relational Message Passing

Siyuan Li, Ruitong Liu, Te Sun, Yan Wen, Ruihao Zhou, Jingyi Kang, Yunjia Wu

International Conference on Neural Information Processing 2025

A semantic-aware relational message-passing framework that selects relevant graph context for robust knowledge graph completion.

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Beyond Prefixes: Graph-as-Memory Cross-Attention for Knowledge Graph Completion with Large Language Models

Ruitong Liu, Boxu Lin, Peize Li, Yunjia Wu, Te Sun, Chaohan Wu, Siyuan Li

arXiv preprint arXiv:2510.08966 2025

A graph-as-memory cross-attention framework that moves beyond prefix-based knowledge injection for knowledge graph completion with large language models.

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Event USKT: U-State Space Model in Knowledge Transfer for Event Cameras

Yuhui Lin, Jiahao Zhang, Siyuan Li, Jimin Xiao, Ding Xu, Wenjun Wu, Jiaxuan Lu

arXiv preprint arXiv:2411.15276 2024

A U-shaped state space model framework for transferring knowledge from RGB models to event-camera data with minimal parameter tuning.

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