Continual Instruction Tuning for Large Multimodal Models.

Kuan Zhu

Jinghan He Haiyun Guo Kuan Zhu Ming Tang 0001 Jinqiao Wang Continual Instruction Tuning for Large Multimodal Models. 2026 2699-2713 35 IEEE Trans. Image Process. https://doi.org/10.1109/TIP.2026.3671616 db/journals/tip/tip35.html#HeGZTW26 streams/journals/tip

Tao Yu 0013 Yongqi An Kuan Zhu Guibo Zhu Ming Tang 0001 Jinqiao Wang Improving Generalization in LLM Structured Pruning via Function-Aware Neuron Grouping. 27969-27977 2026 AAAI https://doi.org/10.1609/aaai.v40i33.40021 conf/aaai/2026 db/conf/aaai/aaai2026.html#YuAZZTW26

Yongqi An Chang Lu Kuan Zhu Tao Yu 0013 Chaoyang Zhao Hong Wu Ming Tang 0001 Jinqiao Wang ReST-KV: Robust KV Cache Eviction with Layer-wise Output Reconstruction and Spatial-Temporal Smoothing. 2026 May abs/2605.08840 CoRR https://doi.org/10.48550/arXiv.2605.08840 db/journals/corr/corr2605.html#abs-2605-08840 streams/journals/corr

Jinghan He Kuan Zhu Haiyun Guo Junfeng Fang Zhenglin Hua Yuheng Jia Ming Tang 0001 Tat-Seng Chua Jinqiao Wang Cracking the Code of Hallucination in LVLMs with Vision-aware Head Divergence. 3488-3501 2025 ACL (1) https://doi.org/10.18653/v1/2025.acl-long.175 https://aclanthology.org/2025.acl-long.175/ conf/acl/2025-1 db/conf/acl/acl2025-1.html#HeZGFHJ0CW25 Hongyan An Kuan Zhu Xin He Haiyun Guo Chaoyang Zhao Ming Tang 0001 Jinqiao Wang FOCUS: Fine-grained Optimization with Semantic Guided Understanding for Pedestrian Attributes Recognition. 1-6 2025 ICME https://doi.org/10.1109/ICME59968.2025.11210027 conf/icmcs/2025 db/conf/icmcs/icme2025.html#AnZHGZTW25 streams/conf/icmcs Wei Li 0315 Kuan Zhu Haiyun Guo Honghui Dong Jinqiao Wang Semantic-aware Fine-grained Point Augmentation for 3D Multi-modal Object Detection. 1-6 2025 ICME https://doi.org/10.1109/ICME59968.2025.11209873 conf/icmcs/2025 db/conf/icmcs/icme2025.html#LiZGDW25 streams/conf/icmcs Xiangzhao Hao Kuan Zhu Hongyu Guo Haiyun Guo Ning Jiang Quan Lu Ming Tang 0001 Jinqiao Wang Referring Expression Instance Retrieval and A Strong End-to-End Baseline. 4464-4473 2025 ACM Multimedia https://doi.org/10.1145/3746027.3755457 conf/mm/2025 db/conf/mm/mm2025.html#HaoZGGJL0W25

Xiangzhao Hao Kuan Zhu Hongyu Guo Haiyun Guo Ning Jiang Quan Lu Ming Tang 0001 Jinqiao Wang Referring Expression Instance Retrieval and A Strong End-to-End Baseline. 2025 June abs/2506.18246 CoRR https://doi.org/10.48550/arXiv.2506.18246 db/journals/corr/corr2506.html#abs-2506-18246 streams/journals/corr

Hongyan An Kuan Zhu Xin He Haiyun Guo Chaoyang Zhao Ming Tang 0001 Jinqiao Wang FOCUS: Fine-grained Optimization with Semantic Guided Understanding for Pedestrian Attributes Recognition. 2025 June abs/2506.22836 CoRR https://doi.org/10.48550/arXiv.2506.22836 db/journals/corr/corr2506.html#abs-2506-22836 streams/journals/corr

Hongyu Guo Kuan Zhu Xiangzhao Hao Haiyun Guo Ming Tang 0001 Jinqiao Wang UniFGVC: Universal Training-Free Few-Shot Fine-Grained Vision Classification via Attribute-Aware Multimodal Retrieval. 2025 August abs/2508.04136 CoRR https://doi.org/10.48550/arXiv.2508.04136 db/journals/corr/corr2508.html#abs-2508-04136 streams/journals/corr

Haiyun Guo ZhiYan Hou Yu Chen Jinghan He Yandu Sun Yuzhe Zhou Shujing Guo Kuan Zhu Jinqiao Wang MLLM-CBench:A Comprehensive Benchmark for Continual Instruction Tuning of Multimodal LLMs with Chain-of-Thought Reasoning Analysis. 2025 August abs/2508.08275 CoRR https://doi.org/10.48550/arXiv.2508.08275 db/journals/corr/corr2508.html#abs-2508-08275 streams/journals/corr

Tao Yu 0013 Yongqi An Kuan Zhu Guibo Zhu Ming Tang 0001 Jinqiao Wang Improving Generalization in LLM Structured Pruning via Function-Aware Neuron Grouping. 2025 December abs/2512.23014 CoRR https://doi.org/10.48550/arXiv.2512.23014 db/journals/corr/corr2512.html#abs-2512-23014 streams/journals/corr

Kuan Zhu Haiyun Guo Shiliang Zhang Yaowei Wang 0001 Jing Liu 0001 Jinqiao Wang Ming Tang 0001 AAformer: Auto-Aligned Transformer for Person Re-Identification. 17307-17317 2024 December 35 IEEE Trans. Neural Networks Learn. Syst. 12 https://doi.org/10.1109/TNNLS.2023.3301856 db/journals/tnn/tnn35.html#ZhuGZWLWT24 streams/journals/tnn

Jinghan He Haiyun Guo Kuan Zhu Zihan Zhao Ming Tang 0001 Jinqiao Wang SEEKR: Selective Attention-Guided Knowledge Retention for Continual Learning of Large Language Models. 3254-3266 2024 EMNLP https://doi.org/10.18653/v1/2024.emnlp-main.190 https://aclanthology.org/2024.emnlp-main.190 conf/emnlp/2024 db/conf/emnlp/emnlp2024.html#HeGZZ0W24

Jinghan He Haiyun Guo Kuan Zhu Zihan Zhao Ming Tang 0001 Jinqiao Wang SEEKR: Selective Attention-Guided Knowledge Retention for Continual Learning of Large Language Models. 2024 abs/2411.06171 CoRR https://doi.org/10.48550/arXiv.2411.06171 db/journals/corr/corr2411.html#abs-2411-06171 streams/journals/corr

Xin He Haiyun Guo Kuan Zhu Bingke Zhu Xu Zhao 0003 Jianwu Fang Jinqiao Wang Monocular Lane Detection Based on Deep Learning: A Survey. 2024 abs/2411.16316 CoRR https://doi.org/10.48550/arXiv.2411.16316 db/journals/corr/corr2411.html#abs-2411-16316 streams/journals/corr

Jinghan He Kuan Zhu Haiyun Guo Junfeng Fang Zhenglin Hua Yuheng Jia Ming Tang 0001 Tat-Seng Chua Jinqiao Wang Cracking the Code of Hallucination in LVLMs with Vision-aware Head Divergence. 2024 abs/2412.13949 CoRR https://doi.org/10.48550/arXiv.2412.13949 db/journals/corr/corr2412.html#abs-2412-13949 streams/journals/corr

Kuan Zhu Haiyun Guo Songyan Liu Jinqiao Wang Ming Tang 0001 Learning Semantics-Consistent Stripes With Self-Refinement for Person Re-Identification. 8531-8542 2023 November 34 IEEE Trans. Neural Networks Learn. Syst. 11 https://doi.org/10.1109/TNNLS.2022.3151487 db/journals/tnn/tnn34.html#ZhuGLWT23

Mingfei Tu Kuan Zhu Haiyun Guo Qinghai Miao Chaoyang Zhao Guibo Zhu Honglin Qiao Gaopan Huang Ming Tang 0001 Jinqiao Wang Multi-Granularity Mutual Learning Network for Object Re-Identification. 15178-15189 2022 23 IEEE Trans. Intell. Transp. Syst. 9 https://doi.org/10.1109/TITS.2021.3137954 db/journals/tits/tits23.html#TuZGMZZQHTW22

La Zhang Haiyun Guo Kuan Zhu Honglin Qiao Gaopan Huang Sen Zhang Huichen Zhang Jian Sun 0003 Jinqiao Wang Hybrid Modality Metric Learning for Visible-Infrared Person Re-Identification. 25:1-25:15 2022 18 ACM Trans. Multim. Comput. Commun. Appl. 1s https://doi.org/10.1145/3473341 db/journals/tomccap/tomccap18.html#ZhangGZQHZZSW22

Kuan Zhu Haiyun Guo Tianyi Yan Yousong Zhu Jinqiao Wang Ming Tang 0001 PASS: Part-Aware Self-Supervised Pre-Training for Person Re-Identification. 198-214 2022 ECCV (14) https://doi.org/10.1007/978-3-031-19781-9_12 conf/eccv/2022-14 db/conf/eccv/eccv2022-14.html#ZhuGYZWT22

Kuan Zhu Haiyun Guo Tianyi Yan Yousong Zhu Jinqiao Wang Ming Tang 0001 Part-Aware Self-Supervised Pre-Training for Person Re-Identification. 2022 abs/2203.03931 CoRR https://doi.org/10.48550/arXiv.2203.03931 db/journals/corr/corr2203.html#abs-2203-03931

Tianyi Yan Kuan Zhu Haiyun Guo Guibo Zhu Ming Tang 0001 Jinqiao Wang Plug-and-Play Pseudo Label Correction Network for Unsupervised Person Re-identification. 2022 abs/2206.06607 CoRR https://doi.org/10.48550/arXiv.2206.06607 db/journals/corr/corr2206.html#abs-2206-06607

Songyan Liu Haiyun Guo Kuan Zhu Jinqiao Wang Ming Tang 0001 Unsupervised cycle-consistent person pose transfer. 502-511 2021 453 Neurocomputing https://doi.org/10.1016/j.neucom.2020.10.059 db/journals/ijon/ijon453.html#LiuGZWT21

Kuan Zhu Haiyun Guo Shiliang Zhang Yaowei Wang 0001 Gaopan Huang Honglin Qiao Jing Liu 0001 Jinqiao Wang Ming Tang 0001 AAformer: Auto-Aligned Transformer for Person Re-Identification. 2021 abs/2104.00921 CoRR https://arxiv.org/abs/2104.00921 db/journals/corr/corr2104.html#abs-2104-00921

Kuan Zhu Haiyun Guo Zhiwei Liu 0004 Ming Tang 0001 Jinqiao Wang Identity-Guided Human Semantic Parsing for Person Re-identification. 346-363 2020 ECCV (3) https://doi.org/10.1007/978-3-030-58580-8_21 conf/eccv/2020-3 db/conf/eccv/eccv2020-3.html#ZhuGLTW20

Kuan Zhu Haiyun Guo Zhiwei Liu 0004 Ming Tang 0001 Jinqiao Wang Identity-Guided Human Semantic Parsing for Person Re-Identification. 2020 abs/2007.13467 CoRR https://arxiv.org/abs/2007.13467 db/journals/corr/corr2007.html#abs-2007-13467

Haiyun Guo Kuan Zhu Ming Tang 0001 Jinqiao Wang Two-Level Attention Network With Multi-Grain Ranking Loss for Vehicle Re-Identification. 4328-4338 2019 28 IEEE Trans. Image Process. 9 https://doi.org/10.1109/TIP.2019.2910408 https://www.wikidata.org/entity/Q93176020 db/journals/tip/tip28.html#GuoZTW19

Xingan Ma Kuan Zhu Haiyun Guo Jinqiao Wang Min Huang 0009 Qinghai Miao Vehicle Re-Identification with Refined Part Model. 603-606 2019 ICME Workshops https://doi.org/10.1109/ICMEW.2019.00110 conf/icmcs/2019w db/conf/icmcs/icmew2019.html#MaZGWHM19 Hongyan An Yongqi An Yu Chen Tat-Seng Chua Honghui Dong Jianwu Fang Junfeng Fang Haiyun Guo Hongyu Guo Shujing Guo Xiangzhao Hao Jinghan He Xin He ZhiYan Hou Zhenglin Hua Gaopan Huang Min Huang 0009 Yuheng Jia Ning Jiang Wei Li 0315 Jing Liu 0001 Songyan Liu Zhiwei Liu 0004 Chang Lu Quan Lu Xingan Ma Qinghai Miao Honglin Qiao Jian Sun 0003 Yandu Sun Ming Tang 0001 Mingfei Tu Jinqiao Wang Yaowei Wang 0001 Hong Wu Tianyi Yan Tao Yu 0013 Huichen Zhang La Zhang Sen Zhang Shiliang Zhang Chaoyang Zhao Xu Zhao 0003 Zihan Zhao Yuzhe Zhou Bingke Zhu Guibo Zhu Yousong Zhu