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Nova: An Iterative Planning and Search Approach to Enhance Novelty and
  Diversity of LLM Generated Ideas
v1v2 (latest)

Nova: An Iterative Planning and Search Approach to Enhance Novelty and Diversity of LLM Generated Ideas

18 October 2024
Xiang Hu
Hongyu Fu
Jinge Wang
Yifeng Wang
Zhikun Li
Renjun Xu
Yu Lu
Yaochu Jin
Lili Pan
Zhenzhong Lan
    LRM
ArXiv (abs)PDFHTML

Papers citing "Nova: An Iterative Planning and Search Approach to Enhance Novelty and Diversity of LLM Generated Ideas"

17 / 17 papers shown
A Survey of AI Scientists
A Survey of AI Scientists
Guiyao Tie
P. Zhou
Lichao Sun
AI4TS
367
1
0
27 Oct 2025
FML-bench: A Benchmark for Automatic ML Research Agents Highlighting the Importance of Exploration Breadth
FML-bench: A Benchmark for Automatic ML Research Agents Highlighting the Importance of Exploration Breadth
Qiran Zou
Hou Hei Lam
Wenhao Zhao
Yiming Tang
Tingting Chen
S. Yu
Tianyi Zhang
Chang Liu
X. Ji
Dianbo Liu
LLMAG
144
0
0
12 Oct 2025
IoDResearch: Deep Research on Private Heterogeneous Data via the Internet of Data
IoDResearch: Deep Research on Private Heterogeneous Data via the Internet of Data
Zhuofan Shi
Zijie Guo
Xinjian Ma
Gang Huang
Yun Ma
Xiang Jing
61
0
0
02 Oct 2025
GEAR: A General Evaluation Framework for Abductive Reasoning
GEAR: A General Evaluation Framework for Abductive Reasoning
Kaiyu He
Peilin Wu
Mian Zhang
Kun Wan
Wentian Zhao
Xinya Du
Zhiyu Zoey Chen
ELMLRM
112
0
0
28 Sep 2025
Inclusion Arena: An Open Platform for Evaluating Large Foundation Models with Real-World Apps
Inclusion Arena: An Open Platform for Evaluating Large Foundation Models with Real-World Apps
Kangyu Wang
Hongliang He
Lin Liu
Ruiqi Liang
Zhenzhong Lan
Jianguo Li
ALMELM
148
0
0
15 Aug 2025
Bayes-Entropy Collaborative Driven Agents for Research Hypotheses Generation and Optimization
Bayes-Entropy Collaborative Driven Agents for Research Hypotheses Generation and Optimization
Shiyang Duan
Yuan Tian
Qi Bing
Xiaowei Shao
108
1
0
03 Aug 2025
How Far Are AI Scientists from Changing the World?
How Far Are AI Scientists from Changing the World?
Qiujie Xie
Yixuan Weng
Minjun Zhu
Fuchen Shen
Shulin Huang
...
Zilan Mao
Zijie YANG
Linyi Yang
Jian Wu
Yue Zhang
AI4CE
319
6
0
31 Jul 2025
AI Scientists Fail Without Strong Implementation Capability
AI Scientists Fail Without Strong Implementation Capability
Minjun Zhu
Qiujie Xie
Yixuan Weng
Jian Wu
Zhen Lin
Linyi Yang
Yue Zhang
ELM
347
8
0
02 Jun 2025
From Reasoning to Learning: A Survey on Hypothesis Discovery and Rule Learning with Large Language Models
From Reasoning to Learning: A Survey on Hypothesis Discovery and Rule Learning with Large Language Models
Kaiyu He
Zhiyu Chen
ReLMLRMELM
353
3
0
28 May 2025
Exploring Consciousness in LLMs: A Systematic Survey of Theories, Implementations, and Frontier Risks
Exploring Consciousness in LLMs: A Systematic Survey of Theories, Implementations, and Frontier Risks
Sirui Chen
Shuqin Ma
Shu Yu
Hanwang Zhang
Shengjie Zhao
Chaochao Lu
752
3
0
26 May 2025
MOOSE-Chem2: Exploring LLM Limits in Fine-Grained Scientific Hypothesis Discovery via Hierarchical Search
MOOSE-Chem2: Exploring LLM Limits in Fine-Grained Scientific Hypothesis Discovery via Hierarchical Search
Zonglin Yang
Wanhao Liu
Ben Gao
Y. Liu
Wei-Hong Li
Tong Xie
Lidong Bing
Xuming He
Erik Cambria
Dongzhan Zhou
298
3
0
25 May 2025
Toward Reliable Scientific Hypothesis Generation: Evaluating Truthfulness and Hallucination in Large Language Models
Toward Reliable Scientific Hypothesis Generation: Evaluating Truthfulness and Hallucination in Large Language ModelsInternational Joint Conference on Artificial Intelligence (IJCAI), 2025
Guangzhi Xiong
Eric Xie
Corey Williams
Myles Kim
Amir Hassan Shariatmadari
Sikun Guo
Stefan Bekiranov
Aidong Zhang
HILMLM&MA
394
0
0
20 May 2025
From Automation to Autonomy: A Survey on Large Language Models in Scientific Discovery
From Automation to Autonomy: A Survey on Large Language Models in Scientific Discovery
Tianshi Zheng
Zheye Deng
Hong Ting Tsang
Weiqi Wang
Jiaxin Bai
Zihao Wang
Yangqiu Song
LLMAGLM&Ro
457
31
0
19 May 2025
IRIS: Interactive Research Ideation System for Accelerating Scientific Discovery
IRIS: Interactive Research Ideation System for Accelerating Scientific Discovery
Aniketh Garikaparthi
Manasi Patwardhan
Lovekesh Vig
Arman Cohan
VLMLRM
381
7
0
23 Apr 2025
Enabling AI Scientists to Recognize Innovation: A Domain-Agnostic Algorithm for Assessing Novelty
Enabling AI Scientists to Recognize Innovation: A Domain-Agnostic Algorithm for Assessing Novelty
Yao Wang
Mingxuan Cui
Arthur Jiang
Jun Yan
417
1
0
03 Mar 2025
From Hypothesis to Publication: A Comprehensive Survey of AI-Driven Research Support Systems
From Hypothesis to Publication: A Comprehensive Survey of AI-Driven Research Support SystemsConference on Empirical Methods in Natural Language Processing (EMNLP), 2025
Zekun Zhou
Xiaocheng Feng
Daigang Xu
Xiachong Feng
Ziyun Song
...
Baoxin Wang
Dayong Wu
Guoping Hu
Ting Liu
Bing Qin
AI4TS
504
7
0
03 Mar 2025
Pastiche Novel Generation Creating: Fan Fiction You Love in Your Favorite Author's Style
Pastiche Novel Generation Creating: Fan Fiction You Love in Your Favorite Author's Style
Xueran Han
Yuhan Liu
Mingzhe Li
Wen Liu
Sen Hu
Rui Yan
Zhiqiang Xu
Preslav Nakov
235
0
0
24 Feb 2025
1
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