2602.02276v1
Feb 02, 2026
cs.CL
키미 K2.5: 시각적 에이전트 지능
Kimi K2.5: Visual Agentic Intelligence
Wei Wang
Wei Wang
Citations:
0
h-index:
0
Angang Du
Angang Du
Citations:
1,179
h-index:
3
Cheng Chen
Cheng Chen
Citations:
1,281
h-index:
7
Cheng Li
Cheng Li
Citations:
1,191
h-index:
5
Chenjun Xiao
Chenjun Xiao
Citations:
1,310
h-index:
5
Chenzhuang Du
Chenzhuang Du
Citations:
2,095
h-index:
8
Congcong Wang
Congcong Wang
Citations:
1,194
h-index:
3
Dehao Zhang
Dehao Zhang
Citations:
1,891
h-index:
8
Enzhe Lu
Enzhe Lu
Citations:
1,781
h-index:
8
Flood Sung
Flood Sung
Citations:
1,648
h-index:
9
Guokun Lai
Guokun Lai
Citations:
1,784
h-index:
8
Haochen Ding
Haochen Ding
Citations:
1,242
h-index:
5
Hao-Xing Hu
Hao-Xing Hu
Citations:
1,442
h-index:
5
Hao Zhang
Hao Zhang
Citations:
1,186
h-index:
4
Haotian Yao
Haotian Yao
Citations:
1,477
h-index:
5
Haoyu Lu
Haoyu Lu
Citations:
1,223
h-index:
5
Huabin Zheng
Huabin Zheng
Citations:
1,728
h-index:
6
Jia Chen
Jia Chen
Citations:
974
h-index:
4
Junjie Yan
Junjie Yan
Citations:
1,824
h-index:
8
Junyan Wu
Junyan Wu
Citations:
1,243
h-index:
3
Long Yu
Long Yu
Citations:
2,023
h-index:
9
Shaowei Liu
Shaowei Liu
Citations:
2,269
h-index:
9
Weiran He
Weiran He
Citations:
2,262
h-index:
10
Weixiao Huang
Weixiao Huang
Citations:
1,491
h-index:
8
Wenhao Wu
Wenhao Wu
Citations:
1,237
h-index:
5
Xinran Xu
Xinran Xu
Citations:
2,030
h-index:
10
Xinxing Zu
Xinxing Zu
Citations:
1,440
h-index:
6
Y. Charles
Y. Charles
Citations:
1,392
h-index:
7
Yang Li
Yang Li
Citations:
1,206
h-index:
4
Yangyang Liu
Yangyang Liu
Citations:
1,361
h-index:
5
Yanru Chen
Yanru Chen
Citations:
1,273
h-index:
6
Yibo Liu
Yibo Liu
Citations:
1,641
h-index:
6
Yiping Bao
Yiping Bao
Citations:
1,433
h-index:
6
Yuzhi Wang
Yuzhi Wang
Citations:
1,959
h-index:
9
Zaida Zhou
Zaida Zhou
Citations:
2,090
h-index:
8
Zhaoji Wang
Zhaoji Wang
Citations:
1,254
h-index:
6
Zhaowei Li
Zhaowei Li
Citations:
1,658
h-index:
9
Zhengxin Zhu
Zhengxin Zhu
Citations:
1,200
h-index:
5
Zheng Zhang
Zheng Zhang
Citations:
1,642
h-index:
7
Zhexu Wang
Zhexu Wang
Citations:
1,255
h-index:
7
Zonghan Yang
Zonghan Yang
Citations:
1,195
h-index:
4
Zichen Wen
Zichen Wen
Citations:
684
h-index:
14
Yanhao Li
Yanhao Li
Citations:
355
h-index:
4
Weihao Zeng
Weihao Zeng
Citations:
154
h-index:
6
Yuhao Wu
Yuhao Wu
Citations:
236
h-index:
6
Yingwei Ma
Yingwei Ma
Citations:
101
h-index:
2
Yichi Zhang
Yichi Zhang
Citations:
2,930
h-index:
8
Zelai Xu
Zelai Xu
Citations:
372
h-index:
7
Xinhao Chen
Xinhao Chen
Citations:
115
h-index:
3
Yuchong Xie
Yuchong Xie
Citations:
114
h-index:
3
Ruihan Yang
Ruihan Yang
Citations:
442
h-index:
7
Xinbo Xu
Xinbo Xu
Citations:
745
h-index:
3
Zhejun Jiang
Zhejun Jiang
Citations:
905
h-index:
6
Dan Ye
Dan Ye
Citations:
144
h-index:
3
Jin Xie
Jin Xie
Citations:
351
h-index:
5
Haitao Li
Haitao Li
Citations:
109
h-index:
3
Yang Yue
Yang Yue
Citations:
149
h-index:
4
Kai Yang
Kai Yang
Citations:
142
h-index:
4
Chuan Wen
Chuan Wen
Citations:
194
h-index:
4
Jin Zhang
Jin Zhang
Citations:
386
h-index:
9
Feng Wang
Feng Wang
Citations:
419
h-index:
6
Yichen Feng
Yichen Feng
Citations:
325
h-index:
3
Ya-Neng Luo
Ya-Neng Luo
Citations:
95
h-index:
1
Lin Xu
Lin Xu
Citations:
607
h-index:
7
Kimi Team Yifan Bai
Kimi Team Yifan Bai
Citations:
311
h-index:
2
Yifan Bai
Yifan Bai
Citations:
150
h-index:
6
S. Cai
S. Cai
Citations:
109
h-index:
3
Yuan Cao
Yuan Cao
Citations:
219
h-index:
8
H. Che
H. Che
Citations:
104
h-index:
2
Guanduo Chen
Guanduo Chen
Citations:
395
h-index:
6
Huarong Chen
Huarong Chen
Citations:
111
h-index:
2
Jiahao Chen
Jiahao Chen
Citations:
391
h-index:
6
Jianlong Chen
Jianlong Chen
Citations:
171
h-index:
4
Jun Chen
Jun Chen
Citations:
578
h-index:
6
Kefan Chen
Kefan Chen
Citations:
190
h-index:
3
Liang Chen
Liang Chen
Citations:
116
h-index:
4
Ruijue Chen
Ruijue Chen
Citations:
332
h-index:
4
Yanxu Chen
Yanxu Chen
Citations:
125
h-index:
4
Yicun Chen
Yicun Chen
Citations:
115
h-index:
2
Yimin Chen
Yimin Chen
Citations:
360
h-index:
4
Yingjian Chen
Yingjian Chen
Citations:
167
h-index:
5
Yuankun Chen
Yuankun Chen
Citations:
366
h-index:
5
Yujie Chen
Yujie Chen
Citations:
109
h-index:
2
Yutian Chen
Yutian Chen
Citations:
415
h-index:
5
Zhirong Chen
Zhirong Chen
Citations:
163
h-index:
5
Ziwei Chen
Ziwei Chen
Citations:
451
h-index:
5
Dazhi Cheng
Dazhi Cheng
Computer Science Department
Citations:
4,042
h-index:
4
Min-Rong Chu
Min-Rong Chu
Citations:
95
h-index:
1
Jialei Cui
Jialei Cui
Citations:
610
h-index:
4
Jiaqi Deng
Jiaqi Deng
Citations:
473
h-index:
4
Muxi Diao
Muxi Diao
Citations:
428
h-index:
7
Mengfan Dong
Mengfan Dong
Citations:
329
h-index:
3
Meng-Wei Dong
Meng-Wei Dong
Citations:
100
h-index:
2
Yuxin Dong
Yuxin Dong
Citations:
127
h-index:
4
Yuhao Dong
Yuhao Dong
Citations:
189
h-index:
4
Dikang Du
Dikang Du
Citations:
605
h-index:
4
Lingxiao Du
Lingxiao Du
Citations:
101
h-index:
2
Yulun Du
Yulun Du
Citations:
372
h-index:
4
Yu Fan
Yu Fan
Citations:
370
h-index:
4
Shengjun Fang
Shengjun Fang
Citations:
149
h-index:
3
Qiulin Feng
Qiulin Feng
Citations:
95
h-index:
1
G. Fu
G. Fu
Citations:
163
h-index:
2
Kelin Fu
Kelin Fu
Citations:
540
h-index:
5
Hongcheng Gao
Hongcheng Gao
Citations:
292
h-index:
3
Tong Gao
Tong Gao
Citations:
460
h-index:
7
Yu-Zheng Ge
Yu-Zheng Ge
Citations:
98
h-index:
2
Shangyi Geng
Shangyi Geng
Citations:
161
h-index:
4
Chengyang Gong
Chengyang Gong
Citations:
95
h-index:
1
Xiaocheng Gong
Xiaocheng Gong
Citations:
138
h-index:
5
Zhuoma Gongque
Zhuoma Gongque
Citations:
465
h-index:
7
Qizheng Gu
Qizheng Gu
Citations:
392
h-index:
3
Xinran Gu
Xinran Gu
Citations:
340
h-index:
3
Yi-Chao Gu
Yi-Chao Gu
Citations:
146
h-index:
3
Longyu Guan
Longyu Guan
Citations:
362
h-index:
3
Yuanying Guo
Yuanying Guo
Citations:
108
h-index:
2
Xiaoru Hao
Xiaoru Hao
Citations:
316
h-index:
3
Wen-Lin He
Wen-Lin He
Citations:
95
h-index:
1
Yun He
Yun He
Citations:
280
h-index:
8
Chao Hong
Chao Hong
Citations:
503
h-index:
5
Jiaxi Hu
Jiaxi Hu
Citations:
285
h-index:
6
Yan-Ni Hu
Yan-Ni Hu
Citations:
543
h-index:
3
Zhenxing Hu
Zhenxing Hu
Citations:
111
h-index:
2
Ke Huang
Ke Huang
Citations:
111
h-index:
3
Ruiyuan Huang
Ruiyuan Huang
Citations:
98
h-index:
2
Zhiqi Huang
Zhiqi Huang
Citations:
321
h-index:
3
Tao Jiang
Tao Jiang
Citations:
2,780
h-index:
3
Xinyi Jin
Xinyi Jin
Citations:
314
h-index:
2
Yu Jing
Yu Jing
Citations:
105
h-index:
3
Aidi Li
Aidi Li
Citations:
103
h-index:
2
C. Li
C. Li
Citations:
110
h-index:
4
Fang Li
Fang Li
Citations:
629
h-index:
6
Guanghe Li
Guanghe Li
Citations:
145
h-index:
3
Guanyu Li
Guanyu Li
Citations:
100
h-index:
2
Haoyang Li
Haoyang Li
Citations:
375
h-index:
7
Jia Li
Jia Li
Citations:
109
h-index:
3
Jingwei Li
Jingwei Li
Citations:
268
h-index:
5
Junxiong Li
Junxiong Li
Citations:
170
h-index:
4
Lincan Li
Lincan Li
Citations:
225
h-index:
6
Weihong Li
Weihong Li
Citations:
95
h-index:
1
Wentao Li
Wentao Li
Citations:
381
h-index:
4
Xinhang Li
Xinhang Li
Citations:
95
h-index:
1
Xinhao Li
Xinhao Li
Citations:
128
h-index:
4
Yiwei Li
Yiwei Li
Citations:
497
h-index:
6
Yuxiao Li
Yuxiao Li
Citations:
97
h-index:
2
Zheming Li
Zheming Li
Citations:
616
h-index:
4
Wei Liao
Wei Liao
Citations:
98
h-index:
2
Jiawei Lin
Jiawei Lin
Citations:
134
h-index:
4
Xiaohan Lin
Xiaohan Lin
Citations:
541
h-index:
7
Zhishan Lin
Zhishan Lin
Citations:
181
h-index:
4
Zi-Cong Lin
Zi-Cong Lin
Citations:
122
h-index:
2
Chengyi Liu
Chengyi Liu
Citations:
315
h-index:
3
Chenyu Liu
Chenyu Liu
Citations:
99
h-index:
2
Hongzhang Liu
Hongzhang Liu
Citations:
1,076
h-index:
6
Liang Liu
Liang Liu
Citations:
319
h-index:
4
Shudong Liu
Shudong Liu
Citations:
385
h-index:
9
Shuran Liu
Shuran Liu
Citations:
115
h-index:
2
Tian-Bo Liu
Tian-Bo Liu
Citations:
322
h-index:
4
Tianyu Liu
Tianyu Liu
Citations:
108
h-index:
2
Weizhou Liu
Weizhou Liu
Citations:
362
h-index:
3
Xiangyan Liu
Xiangyan Liu
Citations:
168
h-index:
5
Yanming Liu
Yanming Liu
Citations:
137
h-index:
3
Yuanxin Liu
Yuanxin Liu
Citations:
122
h-index:
4
Yue Liu
Yue Liu
Citations:
413
h-index:
5
Zhengying Liu
Zhengying Liu
Citations:
339
h-index:
4
Zhongnuo Liu
Zhongnuo Liu
Citations:
102
h-index:
2
Zhiyuan Lu
Zhiyuan Lu
Citations:
96
h-index:
1
Jun Luo
Jun Luo
Citations:
166
h-index:
6
Tongxu Luo
Tongxu Luo
Citations:
365
h-index:
8
Long Ma
Long Ma
Citations:
134
h-index:
5
S. Mao
S. Mao
Citations:
639
h-index:
7
Y. Mei
Y. Mei
Citations:
99
h-index:
2
Xinhong Men
Xinhong Men
Citations:
111
h-index:
2
Fanqing Meng
Fanqing Meng
Citations:
164
h-index:
4
Z. Meng
Z. Meng
Citations:
95
h-index:
1
Yibo Miao
Yibo Miao
Citations:
952
h-index:
10
Mi Ni
Mi Ni
Citations:
130
h-index:
4
Kun Ouyang
Kun Ouyang
Citations:
560
h-index:
9
Siyuan Pan
Siyuan Pan
Citations:
394
h-index:
5
Bo Pang
Bo Pang
Citations:
105
h-index:
2
Yuchao Qian
Yuchao Qian
Citations:
99
h-index:
2
Ruoyu Qin
Ruoyu Qin
Citations:
620
h-index:
5
Zeyu Qin
Zeyu Qin
Citations:
158
h-index:
3
Jiezhong Qiu
Jiezhong Qiu
Citations:
512
h-index:
4
Bowen Qu
Bowen Qu
Citations:
734
h-index:
7
Zeyu Shang
Zeyu Shang
Citations:
486
h-index:
4
Youbo Shao
Youbo Shao
Citations:
96
h-index:
1
Tianxiao Shen
Tianxiao Shen
Citations:
2,785
h-index:
3
Zhennan Shen
Zhennan Shen
Citations:
112
h-index:
3
Juanfeng Shi
Juanfeng Shi
Citations:
418
h-index:
2
Li-Xiu Shi
Li-Xiu Shi
Citations:
95
h-index:
1
Sheng-Peng Shi
Sheng-Peng Shi
Citations:
97
h-index:
2
Feifan Song
Feifan Song
Citations:
519
h-index:
4
Pengwei Song
Pengwei Song
Citations:
97
h-index:
2
Tianhui Song
Tianhui Song
Citations:
331
h-index:
3
Xiaoxi Song
Xiaoxi Song
Citations:
95
h-index:
1
Hongjin Su
Hongjin Su
Citations:
1,976
h-index:
13
Jian-Fei Su
Jian-Fei Su
Citations:
315
h-index:
3
Zhaochen Su
Zhaochen Su
Citations:
143
h-index:
4
Linpeng Sui
Linpeng Sui
Citations:
100
h-index:
2
Jinsong Sun
Jinsong Sun
Citations:
183
h-index:
6
Jun-Feng Sun
Jun-Feng Sun
Citations:
99
h-index:
2
T. Sun
T. Sun
Citations:
97
h-index:
1
Y. Tai
Y. Tai
Citations:
117
h-index:
3
Chuning Tang
Chuning Tang
Citations:
102
h-index:
2
Heyi Tang
Heyi Tang
Citations:
632
h-index:
4
X. Tang
X. Tang
Citations:
100
h-index:
2
Zhe-Chen Tang
Zhe-Chen Tang
Citations:
109
h-index:
2
Ji-Hua Tao
Ji-Hua Tao
Citations:
371
h-index:
4
S. Teng
S. Teng
Citations:
213
h-index:
5
Chao Tian
Chao Tian
Citations:
122
h-index:
4
Pengfei Tian
Pengfei Tian
Citations:
104
h-index:
2
Ao Wang
Ao Wang
Citations:
194
h-index:
6
Bowen Wang
Bowen Wang
Citations:
205
h-index:
5
Chensi Wang
Chensi Wang
Citations:
312
h-index:
2
Chuang Wang
Chuang Wang
Citations:
189
h-index:
6
Dingkun Wang
Dingkun Wang
Citations:
349
h-index:
9
Dinglu Wang
Dinglu Wang
Citations:
325
h-index:
3
Dongliang Wang
Dongliang Wang
Citations:
359
h-index:
4
Hailong Wang
Hailong Wang
Citations:
97
h-index:
2
Haiming Wang
Haiming Wang
Citations:
160
h-index:
4
Heng Wang
Heng Wang
Citations:
162
h-index:
3
Huaqing Wang
Huaqing Wang
Citations:
125
h-index:
3
Hui Wang
Hui Wang
Citations:
266
h-index:
6
Jiahao Wang
Jiahao Wang
Citations:
150
h-index:
4
Jinhong Wang
Jinhong Wang
Citations:
609
h-index:
5
Jiuzheng Wang
Jiuzheng Wang
Citations:
107
h-index:
3
Kaixin Wang
Kaixin Wang
Citations:
171
h-index:
6
Linian Wang
Linian Wang
Citations:
107
h-index:
3
Qibin Wang
Qibin Wang
Citations:
134
h-index:
4
Shengjie Wang
Shengjie Wang
Citations:
314
h-index:
3
Shuyi Wang
Shuyi Wang
Citations:
488
h-index:
6
Si-Cheng Wang
Si-Cheng Wang
Citations:
128
h-index:
5
Xiaochen Wang
Xiaochen Wang
Citations:
210
h-index:
7
Xinyuan Wang
Xinyuan Wang
Citations:
230
h-index:
9
Yao Wang
Yao Wang
Citations:
789
h-index:
10
Yejie Wang
Yejie Wang
Citations:
356
h-index:
5
Yipu Wang
Yipu Wang
Citations:
158
h-index:
2
Yiqin Wang
Yiqin Wang
Citations:
581
h-index:
5
Yucheng Wang
Yucheng Wang
Citations:
104
h-index:
2
Zhaowei Wang
Zhaowei Wang
Citations:
126
h-index:
3
Zhengtao Wang
Zhengtao Wang
Citations:
555
h-index:
5
Zihan Wang
Zihan Wang
Citations:
224
h-index:
7
Zizhe Wang
Zizhe Wang
Citations:
104
h-index:
2
C. Wei
C. Wei
Citations:
773
h-index:
6
Ming Wei
Ming Wei
Citations:
128
h-index:
5
Chengjie Wu
Chengjie Wu
Citations:
227
h-index:
6
Haoning Wu
Haoning Wu
Citations:
139
h-index:
3
Rucong Wu
Rucong Wu
Citations:
95
h-index:
1
Yuefeng Wu
Yuefeng Wu
Citations:
105
h-index:
2
Yuxin Wu
Yuxin Wu
Citations:
418
h-index:
5
Zijian Wu
Zijian Wu
Citations:
139
h-index:
3
Xiao-Ming Xie
Xiao-Ming Xie
Citations:
351
h-index:
4
Yifei Xin
Yifei Xin
Citations:
289
h-index:
3
Bo-Kai Xing
Bo-Kai Xing
Citations:
119
h-index:
4
Boyu Xu
Boyu Xu
Citations:
348
h-index:
5
Jianfan Xu
Jianfan Xu
Citations:
95
h-index:
1
Jing Xu
Jing Xu
Citations:
321
h-index:
3
Jinjing Xu
Jinjing Xu
Citations:
380
h-index:
6
L. H. Xu
L. H. Xu
Citations:
99
h-index:
2
Suting Xu
Suting Xu
Citations:
445
h-index:
3
Weixin Xu
Weixin Xu
Citations:
784
h-index:
6
Yangchuan Xu
Yangchuan Xu
Citations:
488
h-index:
6
Yichang Xu
Yichang Xu
Citations:
805
h-index:
16
Yuemeng Xu
Yuemeng Xu
Citations:
97
h-index:
2
Zi-Yang Xu
Zi-Yang Xu
Citations:
335
h-index:
3
Yuzi Yan
Yuzi Yan
Citations:
542
h-index:
3
Guang-Fu Yang
Guang-Fu Yang
Citations:
95
h-index:
1
Hao Yang
Hao Yang
Citations:
1,178
h-index:
6
Junwei Yang
Junwei Yang
Citations:
267
h-index:
5
Ning Yang
Ning Yang
Citations:
112
h-index:
3
Xiaofei Yang
Xiaofei Yang
Citations:
361
h-index:
5
Ying Yang
Ying Yang
Citations:
366
h-index:
5
Yi Yang
Yi Yang
Citations:
222
h-index:
4
Zhen Yang
Zhen Yang
Citations:
97
h-index:
2
Zhilin Yang
Zhilin Yang
Citations:
851
h-index:
7
Wen-guang Ye
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Zhuorui Ye
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Bohong Yin
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4
T. Yu
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10
Tianxiang Yu
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6
Mengjie Yuan
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337
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4
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327
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2
Dunyuan Zha
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1
Haobing Zhan
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Pu Zhang
Pu Zhang
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164
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3
Qiao Zhang
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4
Rui Zhang
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4
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Xiaobin Zhang
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352
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Y. Zhang
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1
Yadong Zhang
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Yangkun Zhang
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Yizhi Zhang
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2
Yongting Zhang
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Yu Zhang
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Yushun Zhang
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3
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Jinxiang Zhao
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Shuai Zhao
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3
Xiangyu Zhao
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1
Yikai Zhao
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13
Zijia Zhao
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7
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Runjie Zhou
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Xinyu Zhou
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Jinguo Zhu
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220
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Liya Zhu
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112
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Mo Li
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12
본 논문에서는 일반적인 에이전트 지능을 발전시키기 위해 설계된 오픈 소스 멀티모달 에이전트 모델인 키미 K2.5를 소개합니다. K2.5는 텍스트와 비전의 상호 보완적인 최적화를 강조하며, 이를 위해 텍스트-비전 사전 훈련, 제로-비전 지도 학습(SFT), 텍스트-비전 강화 학습 등 다양한 기술을 사용합니다. 이러한 멀티모달 기반을 바탕으로, K2.5는 Agent Swarm이라는 자체적으로 작동하는 병렬 에이전트 오케스트레이션 프레임워크를 도입합니다. Agent Swarm은 복잡한 작업을 동적으로 이질적인 하위 문제로 분해하고 동시에 실행합니다. 광범위한 평가 결과, 키미 K2.5는 코딩, 비전, 추론 및 에이전트 관련 작업 등 다양한 분야에서 최첨단 성능을 달성했습니다. 또한 Agent Swarm은 단일 에이전트 기반 모델에 비해 최대 4.5배의 지연 시간 감소를 보여줍니다. 향후 에이전트 지능 연구 및 실제 응용 분야를 촉진하기 위해, 사전 훈련된 키미 K2.5 모델 체크포인트를 공개합니다.
Original
Abstract
We introduce Kimi K2.5, an open-source multimodal agentic model designed to advance general agentic intelligence. K2.5 emphasizes the joint optimization of text and vision so that two modalities enhance each other. This includes a series of techniques such as joint text-vision pre-training, zero-vision SFT, and joint text-vision reinforcement learning. Building on this multimodal foundation, K2.5 introduces Agent Swarm, a self-directed parallel agent orchestration framework that dynamically decomposes complex tasks into heterogeneous sub-problems and executes them concurrently. Extensive evaluations show that Kimi K2.5 achieves state-of-the-art results across various domains including coding, vision, reasoning, and agentic tasks. Agent Swarm also reduces latency by up to $4.5\times$ over single-agent baselines. We release the post-trained Kimi K2.5 model checkpoint to facilitate future research and real-world applications of agentic intelligence.
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