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2508.00414
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Cognitive Kernel-Pro: A Framework for Deep Research Agents and Agent Foundation Models Training
1 August 2025
Tianqing Fang
Z. Zhang
Xiaoyang Wang
Rui Wang
Can Qin
Yuxuan Wan
Jun-Yu Ma
C. Zhang
Jiaqi Chen
Xiyun Li
H. Zhang
Haitao Mi
Dong Yu
Re-assign community
ArXiv (abs)
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HuggingFace (73 upvotes)
Github (335★)
Papers citing
"Cognitive Kernel-Pro: A Framework for Deep Research Agents and Agent Foundation Models Training"
12 / 12 papers shown
MiroThinker: Pushing the Performance Boundaries of Open-Source Research Agents via Model, Context, and Interactive Scaling
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Lidong Bing
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Guanzheng Chen
...
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Xizhou Zhu
Yanpeng Zhou
Y. Zhang
Zhi Zhu
LLMAG
LRM
VLM
317
7
0
14 Nov 2025
DeepWideSearch: Benchmarking Depth and Width in Agentic Information Seeking
Tian Lan
Bin Zhu
Qianghuai Jia
Junyang Ren
Haijun Li
Longyue Wang
Zhao Xu
Weihua Luo
Kaifu Zhang
84
3
0
23 Oct 2025
Agentic Entropy-Balanced Policy Optimization
Guanting Dong
Licheng Bao
Zhongyuan Wang
Kangzhi Zhao
Xiaoxi Li
...
Kun Gai
Guorui Zhou
Yutao Zhu
Ji-Rong Wen
Zhicheng Dou
97
7
0
16 Oct 2025
DeepPlanner: Scaling Planning Capability for Deep Research Agents via Advantage Shaping
Wei Fan
Wenlin Yao
Zheng Li
Feng Yao
Xin Liu
Liang Qiu
Qingyu Yin
Yangqiu Song
Bing Yin
LLMAG
OffRL
137
1
0
14 Oct 2025
ACADREASON: Exploring the Limits of Reasoning Models with Academic Research Problems
Xin Gui
King Zhu
J. Ren
Qianben Chen
Zekun Wang
...
Jiaheng Liu
Yuchen Eleanor Jiang
Minghao Liu
Ge Zhang
Wangchunshu Zhou
ELM
LRM
103
1
0
13 Oct 2025
Understanding DeepResearch via Reports
Tianyu Fan
Xinyao Niu
Yuxiang Zheng
Fengji Zhang
Chengen Huang
B. Chen
Junyang Lin
Chao Huang
LLMAG
126
1
0
09 Oct 2025
Non-Stationary Online Structured Prediction with Surrogate Losses
Shinsaku Sakaue
Han Bao
Yuzhou Cao
139
2
0
08 Oct 2025
Towards Self-Evolving Benchmarks: Synthesizing Agent Trajectories via Test-Time Exploration under Validate-by-Reproduce Paradigm
Dadi Guo
Tianyi Zhou
Dongrui Liu
Chen Qian
Qihan Ren
...
Zhiyuan Fan
Yi R. Fung
Kun Wang
Linfeng Zhang
Jing Shao
153
0
0
01 Oct 2025
Automatically Generating Web Applications from Requirements Via Multi-Agent Test-Driven Development
Yuxuan Wan
Tingshuo Liang
Jiakai Xu
Jingyu Xiao
Yintong Huo
Michael R. Lyu
LLMAG
430
3
0
29 Sep 2025
Scaling Agents via Continual Pre-training
L. Su
Zhen Zhang
Guangyu Li
Zhuo Chen
Chenxi Wang
...
Chenxiong Qian
Yong Jiang
Pengjun Xie
Fei Huang
Jingren Zhou
LLMAG
AIFin
CLL
LM&Ro
LRM
140
21
0
16 Sep 2025
Open Data Synthesis For Deep Research
Ziyi Xia
Kun Luo
Hongjin Qian
Zheng Liu
OffRL
RALM
LRM
244
4
0
30 Aug 2025
Anemoi: A Semi-Centralized Multi-agent System Based on Agent-to-Agent Communication MCP server from Coral Protocol
Xinxing Ren
Caelum Forder
Qianbo Zang
Ahsen Tahir
Roman J. Georgio
Suman Deb
Peter Carroll
Önder Gürcan
Zekun Guo
216
0
0
23 Aug 2025
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