2605.26494v1
May 26, 2026
cs.AI
The MiniMax-M2 Series: Mini Activations Unleashing Max Real-World Intelligence
Yujia Liu
Yujia Liu
Citations:
0
h-index:
0
Junjie Yan
Junjie Yan
Citations:
2,333
h-index:
9
Qihan Ren
Qihan Ren
Citations:
382
h-index:
7
Yulin Hu
Yulin Hu
Citations:
257
h-index:
10
Wei Cheng
Wei Cheng
Citations:
601
h-index:
13
Wenqian Zhao
Wenqian Zhao
Citations:
6
h-index:
2
Aonian Li
Aonian Li
Citations:
328
h-index:
2
Wei Liu
Wei Liu
Citations:
26
h-index:
3
Chenyang Zhang
Chenyang Zhang
Tongji University
Citations:
22
h-index:
3
Ruize Zhang
Ruize Zhang
Tsinghua University
Citations:
101
h-index:
3
Yehui Tang
Yehui Tang
Citations:
18
h-index:
3
Chang Yu
Chang Yu
Citations:
15
h-index:
3
Zhi Zhang
Zhi Zhang
Citations:
142
h-index:
2
Ling Yang
Ling Yang
Citations:
3,474
h-index:
9
Ming Li
Ming Li
Citations:
91
h-index:
5
Mingyuan Chi
Mingyuan Chi
Citations:
363
h-index:
4
Yu Zhang
Yu Zhang
Citations:
126
h-index:
4
Zhaochen Su
Zhaochen Su
Citations:
317
h-index:
5
Jingbo Zhu
Jingbo Zhu
Citations:
515
h-index:
11
Tian Xie
Tian Xie
Citations:
18
h-index:
2
Deming Ding
Deming Ding
Citations:
187
h-index:
3
Chengjun Xiao
Chengjun Xiao
Citations:
183
h-index:
2
Qidi Xu
Qidi Xu
Citations:
533
h-index:
8
Binyan Jiang
Binyan Jiang
Citations:
262
h-index:
4
Chao Wang
Chao Wang
Citations:
3
h-index:
1
Chengyi Yang
Chengyi Yang
Citations:
149
h-index:
3
Zhanpeng Zhou
Zhanpeng Zhou
Citations:
79
h-index:
5
Keyu Duan
Keyu Duan
Citations:
35
h-index:
3
Chengyu Du
Chengyu Du
Citations:
293
h-index:
6
Junteng Liu
Junteng Liu
Citations:
1,542
h-index:
10
Pengyu Zhao
Pengyu Zhao
Citations:
74
h-index:
3
Weitao Li
Weitao Li
Citations:
341
h-index:
4
Yusen Zhang
Yusen Zhang
Citations:
2
h-index:
1
Baichuan Zhou
Baichuan Zhou
Citations:
205
h-index:
2
Haonan Lu
Haonan Lu
Citations:
160
h-index:
6
Jian Zhang
Jian Zhang
Citations:
3
h-index:
1
Hao Zhang
Hao Zhang
Citations:
489
h-index:
5
Chi Zhang
Chi Zhang
Citations:
24
h-index:
3
Zijian Zhou
Zijian Zhou
Citations:
188
h-index:
5
Yubo Wang
Yubo Wang
University of Waterloo
Citations:
2,588
h-index:
9
Junxian He
Junxian He
Citations:
600
h-index:
5
Yutong Zhang
Yutong Zhang
Citations:
858
h-index:
9
Tengfei Li
Tengfei Li
Citations:
2
h-index:
1
Yang Xu
Yang Xu
Citations:
57
h-index:
4
Yang Wang
Yang Wang
Citations:
12
h-index:
2
Qibing Ren
Qibing Ren
Citations:
207
h-index:
3
Chen Zhu
Chen Zhu
Citations:
438
h-index:
6
MiniMax Aili Chen
MiniMax Aili Chen
Citations:
177
h-index:
2
Bangwei Gong
Bangwei Gong
Citations:
325
h-index:
2
Chengzhi Zhong
Chengzhi Zhong
Citations:
56
h-index:
2
Chuang Huang
Chuang Huang
Citations:
3
h-index:
1
Chunhui Du
Chunhui Du
Citations:
13
h-index:
2
Chunyu Zhao
Chunyu Zhao
Citations:
66
h-index:
2
Cong Guo
Cong Guo
Citations:
127
h-index:
6
Daocheng Chen
Daocheng Chen
Citations:
2
h-index:
1
Dianjun Sun
Dianjun Sun
Citations:
216
h-index:
2
Enhui Yang
Enhui Yang
Citations:
17
h-index:
2
F. Yu
F. Yu
Citations:
69
h-index:
4
Guangxuan Zheng
Guangxuan Zheng
Citations:
3
h-index:
1
Guodong Zheng
Guodong Zheng
Citations:
7
h-index:
2
Guohong Li
Guohong Li
Citations:
27
h-index:
3
Haichao Zhu
Haichao Zhu
Harbin Institute of Technology
Citations:
694
h-index:
12
Han Ding
Han Ding
Citations:
539
h-index:
4
Hao Lyu
Hao Lyu
Citations:
62
h-index:
5
Huajie Shi
Huajie Shi
Citations:
2
h-index:
1
Jiacheng Chen
Jiacheng Chen
Citations:
250
h-index:
8
Jiaqi Zhuang
Jiaqi Zhuang
Citations:
327
h-index:
2
Jia Song
Jia Song
Citations:
2
h-index:
1
Jihao Gu
Jihao Gu
Citations:
112
h-index:
6
Jing Zhuang
Jing Zhuang
Citations:
17
h-index:
2
Jun Ruan
Jun Ruan
Citations:
2
h-index:
1
Jun-Feng Xu
Jun-Feng Xu
Citations:
49
h-index:
2
Kang Xu
Kang Xu
Citations:
86
h-index:
4
Ke Ji
Ke Ji
Citations:
73
h-index:
3
Ke Yang
Ke Yang
Citations:
11
h-index:
2
Kecheng Xiao
Kecheng Xiao
Citations:
86
h-index:
4
Letian Ruan
Letian Ruan
Citations:
2
h-index:
1
Lin Yuan
Lin Yuan
Citations:
105
h-index:
5
Lijie Mo
Lijie Mo
Citations:
54
h-index:
4
Lin Bao
Lin Bao
Citations:
2
h-index:
1
Loki
Loki
Citations:
2
h-index:
1
Lu-Chuan Ceng
Lu-Chuan Ceng
Citations:
6
h-index:
2
Ming Zhong
Ming Zhong
Citations:
77
h-index:
3
Ming Tao
Ming Tao
Citations:
29
h-index:
3
Mu-Han Lin
Mu-Han Lin
Citations:
112
h-index:
6
Nan Hu
Nan Hu
Citations:
2
h-index:
1
Ningxin Chen
Ningxin Chen
Citations:
4
h-index:
1
Peiyin Zhu
Peiyin Zhu
Citations:
9
h-index:
2
Peng Gao
Peng Gao
Citations:
9
h-index:
2
Qin Wang
Qin Wang
Citations:
10
h-index:
2
Quan Chen
Quan Chen
Citations:
94
h-index:
4
Qunhong Ceng
Qunhong Ceng
Citations:
2
h-index:
1
Rong Tian
Rong Tian
Citations:
31
h-index:
2
Rui Dong
Rui Dong
Citations:
107
h-index:
6
Ruitao Leng
Ruitao Leng
Citations:
353
h-index:
4
Sheng Jia
Sheng Jia
Citations:
184
h-index:
3
Shun Yao
Shun Yao
Citations:
25
h-index:
2
Shu Yu
Shu Yu
Citations:
352
h-index:
3
Sicheng Pan
Sicheng Pan
Citations:
38
h-index:
3
S. Zhu
S. Zhu
Citations:
332
h-index:
3
Tian Qin
Tian Qin
Citations:
63
h-index:
3
Tianrun Liang
Tianrun Liang
Citations:
325
h-index:
2
Xihao Song
Xihao Song
Citations:
4
h-index:
2
Xinyu Guan
Xinyu Guan
Citations:
370
h-index:
2
Xunhao Lai
Xunhao Lai
Citations:
306
h-index:
4
Yan Gong
Yan Gong
Citations:
244
h-index:
5
Yicheng Chen
Yicheng Chen
Citations:
86
h-index:
4
Y. Qiu
Y. Qiu
Citations:
2
h-index:
1
Yong Hu
Yong Hu
Citations:
413
h-index:
4
Yu Gao
Yu Gao
Citations:
481
h-index:
5
Yuanxiang Ying
Yuanxiang Ying
Citations:
40
h-index:
2
Yuhang Meng
Yuhang Meng
Citations:
3
h-index:
1
Yu Miao
Yu Miao
Citations:
248
h-index:
2
Yu Liao
Yu Liao
Citations:
3
h-index:
1
Yuze Wenren
Yuze Wenren
Citations:
177
h-index:
2
Zeyu Jin
Zeyu Jin
Citations:
126
h-index:
2
Zeyu Sun
Zeyu Sun
Citations:
34
h-index:
3
Zhengmao Zhu
Zhengmao Zhu
Citations:
245
h-index:
3
Z. Peng
Z. Peng
Citations:
2
h-index:
1
Zhi Lv
Zhi Lv
Citations:
43
h-index:
2
Zibo Gao
Zibo Gao
Citations:
5
h-index:
2
Zijian Wu
Zijian Wu
Citations:
123
h-index:
4
Zijian Song
Zijian Song
Citations:
37
h-index:
4
Zijun Sun
Zijun Sun
Citations:
6
h-index:
2
Zi Huang
Zi Huang
Citations:
12
h-index:
2
Ziyu Ge
Ziyu Ge
Citations:
20
h-index:
2
Shu Zhao
Shu Zhao
Citations:
20
h-index:
2
J. Dong
J. Dong
Citations:
26
h-index:
3
Xiaohan Su
Xiaohan Su
Citations:
3
h-index:
1
Chengnuo Ma
Chengnuo Ma
Citations:
10
h-index:
2
Chunhao Zhang
Chunhao Zhang
Citations:
2
h-index:
1
Dongyu Zhang
Dongyu Zhang
Citations:
11
h-index:
2
Haigang Zhou
Haigang Zhou
Citations:
179
h-index:
2
Haimo Zhang
Haimo Zhang
Citations:
181
h-index:
2
Hao Sun
Hao Sun
Citations:
2
h-index:
1
Haoyu Wang
Haoyu Wang
Citations:
138
h-index:
4
Huiyan Li
Huiyan Li
Citations:
4
h-index:
2
Jia Cai
Jia Cai
Citations:
17
h-index:
2
Jiaxin Pan
Jiaxin Pan
Citations:
29
h-index:
2
Jiayao Li
Jiayao Li
Citations:
8
h-index:
2
Jichuan Zhang
Jichuan Zhang
Citations:
14
h-index:
2
Jie Wang
Jie Wang
Citations:
94
h-index:
3
Jingyang Li
Jingyang Li
Citations:
32
h-index:
3
Jingyuan Zhang
Jingyuan Zhang
Citations:
17
h-index:
2
Jinhao Tian
Jinhao Tian
Citations:
186
h-index:
2
Jinli Liu
Jinli Liu
Citations:
9
h-index:
2
Jinyi Hu
Jinyi Hu
Citations:
224
h-index:
2
Jun Tao
Jun Tao
Citations:
50
h-index:
2
Jun Zhang
Jun Zhang
Citations:
35
h-index:
4
Ke Li
Ke Li
Citations:
106
h-index:
3
Le Han
Le Han
Citations:
10
h-index:
2
Lianfei Yu
Lianfei Yu
Citations:
11
h-index:
2
Li Feng
Li Feng
Citations:
188
h-index:
2
Lin Li
Lin Li
Citations:
253
h-index:
4
Lin N. Zhou
Lin N. Zhou
Citations:
4
h-index:
2
Lu Chen
Lu Chen
Citations:
104
h-index:
4
Penglin Li
Penglin Li
Citations:
2
h-index:
1
Qile Li
Qile Li
Citations:
181
h-index:
2
Shanqi Liu
Shanqi Liu
Citations:
4
h-index:
2
Shaoyu Chen
Shaoyu Chen
Citations:
184
h-index:
3
Sichen Li
Sichen Li
Citations:
2
h-index:
1
Weiqi Xu
Weiqi Xu
Citations:
1,033
h-index:
10
Weixiang Chen
Weixiang Chen
Citations:
2
h-index:
1
Weiyue Zhang
Weiyue Zhang
Citations:
3
h-index:
1
Wenhui Chen
Wenhui Chen
Citations:
12
h-index:
2
Xiancai Chen
Xiancai Chen
Citations:
306
h-index:
7
Xiangjun Song
Xiangjun Song
Citations:
343
h-index:
4
Xiao Luo
Xiao Luo
Citations:
133
h-index:
7
Xiaobo Li
Xiaobo Li
Citations:
180
h-index:
2
Xiaodong Han
Xiaodong Han
Citations:
89
h-index:
4
Xiaojie Wu
Xiaojie Wu
Citations:
3
h-index:
1
Xing Han
Xing Han
Citations:
21
h-index:
3
Xuan Lu
Xuan Lu
Citations:
666
h-index:
4
Xun Zou
Xun Zou
Citations:
6
h-index:
2
Xutong Li
Xutong Li
Citations:
23
h-index:
2
Yiqi Shi
Yiqi Shi
Citations:
217
h-index:
2
Yiting Guo
Yiting Guo
Citations:
36
h-index:
2
Yiwen Huang
Yiwen Huang
Citations:
9
h-index:
2
Yixuan Wang
Yixuan Wang
Citations:
12
h-index:
2
Yuchen Song
Yuchen Song
Citations:
5
h-index:
2
Yufeng Yang
Yufeng Yang
Citations:
9
h-index:
2
Yuhao Li
Yuhao Li
Citations:
156
h-index:
5
Yujie Liu
Yujie Liu
Citations:
6
h-index:
2
Yun Huang
Yun Huang
Citations:
5,493
h-index:
43
Yunji Li
Yunji Li
Citations:
180
h-index:
2
Yun Huang
Yun Huang
Citations:
2
h-index:
1
Yusu Hong
Yusu Hong
Citations:
81
h-index:
4
Yu Xie
Yu Xie
Citations:
50
h-index:
2
Yuxuan Shi
Yuxuan Shi
Citations:
86
h-index:
3
Ze Li
Ze Li
Citations:
265
h-index:
10
Zehan Li
Zehan Li
Citations:
31
h-index:
4
Zejian Luo
Zejian Luo
Citations:
8
h-index:
2
Zhendong Li
Zhendong Li
Citations:
17
h-index:
2
Zhen Fan
Zhen Fan
Citations:
19
h-index:
2
Zhichao Xu
Zhichao Xu
Citations:
90
h-index:
4
Z. Xu
Z. Xu
Citations:
3
h-index:
1
Zhitao He
Zhitao He
Citations:
184
h-index:
5
Zhiwei He
Zhiwei He
Citations:
364
h-index:
7
Zhong-yuan Li
Zhong-yuan Li
Citations:
2
h-index:
1
Ziying Chen
Ziying Chen
Citations:
24
h-index:
3
Xiang Wang
Xiang Wang
Citations:
77
h-index:
2
Yuanzhen Zhang
Yuanzhen Zhang
Citations:
329
h-index:
5
Bo Dan
Bo Dan
Citations:
0
h-index:
0
We introduce the MiniMax-M2 series, a family of Mixture-of-Experts language models built around the principle that mini activations can unleash maximum real-world intelligence. The flagship M2 contains 229.9B total parameters with only 9.8B activated per token. Designed end-to-end for agentic deployment, the M2 series rests on three components: (i) agent-driven data pipelines producing large-scale, verifiable trajectories across agentic coding and agentic cowork, each grounded in an executable workspace and an artifact-aligned reward; (ii) Forge, a scalable agent-native RL system that adapts to long-horizon agent trajectories, paired with windowed-FIFO scheduling, prefix-tree merging, inference optimization, and a clean training-inference-agent decoupling that supports both white-box and black-box agents; (iii) the latest M2.7 checkpoint takes an early step toward self-evolution -- autonomously debugging training runs and modifying its own scaffold. Across M2 through M2.7, this combination translates a mini-activation footprint into frontier-tier performance on agentic coding, deep search, office-task, and reasoning benchmarks.
4
Citations
0
Influential
21.5
Altmetric
111.5
Score
No Analysis Report Yet
This paper hasn't been analyzed by Gemini yet.
Log in to request an AI analysis.