"knowledge integration" Papers

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A$^3$E: Towards Compositional Model Editing

Hongming Piao, Hao Wang, Dapeng Wu et al.

Are Transformers Able to Reason by Connecting Separated Knowledge in Training Data?

Yutong Yin, Zhaoran Wang

ICLR 2025arXiv:2501.15857

Beyond Accuracy: Dissecting Mathematical Reasoning for LLMs Under Reinforcement Learning

Jiayu Wang, Yifei Ming, Zixuan Ke et al.

NEURIPS 2025arXiv:2506.04723

Curriculum Model Merging: Harmonizing Chemical LLMs for Enhanced Cross-Task Generalization

Baoyi He, Luotian Yuan, Ying Wei et al.

Optimize Incompatible Parameters Through Compatibility-aware Knowledge Integration

Zheqi Lv, Keming Ye, Zishu Wei et al.

AAAI 2025paperarXiv:2501.07596

Towards Minimizing Feature Drift in Model Merging: Layer-wise Task Vector Fusion for Adaptive Knowledge Integration

Wenju Sun, Qingyong Li, Wen Wang et al.

NEURIPS 2025arXiv:2505.23859

MEMORYLLM: Towards Self-Updatable Large Language Models

Yu Wang, Yifan Gao, Xiusi Chen et al.

ICML 2024arXiv:2402.04624