Zhang, Yang Xinyu and X. Bai, "Crop the Way You Like: Personalized Image Cropping by Integrating Subjective and Objective Features," in IEEE Transactions on Multimedia, doi: 10.1109/TMM.2026.3651046.(CCF-A,TMM)

Zhang S, Yang Xinyu. RetouchAgent: Towards Interactive and Explainable Image Retouching with MLLM Agents[C]//Proceedings of the AAAI Conference on Artificial Intelligence. 2026, 40(35): 29901-29910.(CCF-A,AAAI)

Chen H, Yang Xinyu, Zhu J, et al. Skill Path: Unveiling Language Skills from Circuit Graphs[C]//Proceedings of the AAAI Conference on Artificial Intelligence. 2026, 40(36): 30210-30217.(CCF-A,AAAI)

Chen H, Zhu J, Yang Xinyu, et al. CLUE: Conflict-guided Localization for LLM Unlearning Framework[C]//The Fourteenth International Conference on Learning Representations.(CCF-A,ICLR)

Du K, Kang Y, Yang Xinyu, et al. ST-HHOL: Spatio-Temporal Hierarchical Hypergraph Online Learning for Crime Prediction[C]//The Fourteenth International Conference on Learning Representations.(CCF-A,ICLR)

Du K, Yang Xinyu, Chen H. CaASR: A Causal Lens for Refining Temporal Action Segmentation[J]. IEEE Transactions on Multimedia, 2026.(CCF-A,TMM)

Li C, Yang Xinyu, Yang W, et al. VaF-LangSplat: Voxel-Aware Fusion Language Gaussian Splatting[C]//Proceedings of the 33rd ACM International Conference on Multimedia. 2025: 4952-4961.(CCF-A,MM)

Chen H, Yang Xinyu, Zhu J, et al. Quantifying semantic emergence in language models[C]//Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers). 2025: 12041-12054.(CCF-A,ACL)

Chen H, Zhu J, Yang Xinyu, et al. Rethinking Circuit Completeness in Language Models: AND, OR, and ADDER Gates[C]//The Thirty-ninth Annual Conference on Neural Information Processing Systems.(CCF-A,NeurIPS)

Zhao D, Yang Xinyu, Chen H. Debiasing the Fine-Grained Classification Task in LLMs with Bias-Aware PEFT[C]//Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers). 2025: 14731-14746.(CCF-A,ACL)

Hu G, Kollias D, Yang Xinyu. Grounding Emotion Recognition with Visual Prototypes: VEGA-Revisiting CLIP in MERC[C]//Proceedings of the 33rd ACM International Conference on Multimedia. 2025: 5667-5676.(CCF-A,MM)

Mu Z, Yang Xinyu, Wang G. SepALM: Audio Language Models Are Error Correctors for Robust Speech Separation[C]//Proceedings of the 34th International Joint Conference on Artificial Intelligence, IJCAI 2025. International Joint Conferences on Artificial Intelligence, 2025: 8204-8212.(CCF-A,IJCAI)

Mu Z, Chen R, Li A, et al. From Continuous to Discrete: Cross-Domain Collaborative General Speech Enhancement via Hierarchical Language Models[C]//Proceedings of the 33rd ACM International Conference on Multimedia. 2025: 219-228.(CCF-A,MM)