SPICE: Submodular Penalized Information-Conflict Selection for Efficient Large Language Model Training.

Yukang Gao

Powei Chang Jinpeng Zhang Bowen Chen Chenyu Wang Chenlu Guo Yixing Zhang Yukang Gao JianXiang Xiang Yue Gao Chaoqun Sun Yiyi Chen Dongying Kong SPICE: Submodular Penalized Information-Conflict Selection for Efficient Large Language Model Training. 2026 January abs/2601.23155 CoRR https://doi.org/10.48550/arXiv.2601.23155 db/journals/corr/corr2601.html#abs-2601-23155 streams/journals/corr

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Yifeng Zhou Shuheng Wang Wenfa Li Chao Zhang 0116 Li Rao Pu Cheng Yi Xu Jinle Ke Wenduo Feng Wen Zhou 0026 Hao Xu Yukang Gao Yang Ding Weixuan Tang Shaohui Jiao Live4D: A Real-time Capture System for Streamable Volumetric Video. 23:1-23:4 2023 SIGGRAPH Asia Technical Communications https://doi.org/10.1145/3610543.3626178 https://www.wikidata.org/entity/Q130934033 conf/siggrapha/2023tc db/conf/siggrapha/siggrapha2023tc.html#ZhouWLZRCXKFZXG23 Yukang Gao Hua Yang 0001 Crowd Counting Via Multi-Level Regression With Latent Gaussian Maps. 1970-1974 2021 ICASSP https://doi.org/10.1109/ICASSP39728.2021.9414256 conf/icassp/2021 db/conf/icassp/icassp2021.html#GaoY21 Yukang Gao Hua Yang 0001 Scalable Receptive Field GAN: An End-to-End Adversarial Learning Framework for Crowd Counting. 429-440 2019 PRCV (2) https://doi.org/10.1007/978-3-030-31723-2_36 conf/prcv/2019-2 db/conf/prcv/prcv2019-2.html#GaoY19 Powei Chang Bowen Chen Xingyu Chen Yiyi Chen Pu Cheng Yang Ding Wenduo Feng Yixiao Feng Yue Gao Yi Gu Chenlu Guo Shaohui Jiao Jinle Ke Dongying Kong Lianrui Li Wenfa Li Yunyang Mo Li Rao Chaoqun Sun Weixuan Tang MiniWell Tsao Chenyu Wang Shuheng Wang Zhaorui Wang 0006 JianXiang Xiang Hao Xu Lixin Xu Renjing Xu Yi Xu Hua Yang 0001 Chao Zhang 0116 Jinpeng Zhang Yixing Zhang Mingle Zhao Wen Zhou 0026 Yangchen Zhou Yifeng Zhou