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References (38)

[1]
Are Your Agents Upward Deceivers?
2025Dadi Guo, Qingyu Liu et al.
[2]
HERMES: Towards Efficient and Verifiable Mathematical Reasoning in LLMs
2025Azim Ospanov, Zijin Feng et al.
[3]
Mobile-Agent-v3: Fundamental Agents for GUI Automation
2025Jiabo Ye, Xi Zhang et al.
[4]
A Survey on the Safety and Security Threats of Computer-Using Agents: JARVIS or Ultron?
2025Ada Chen, Yongjiang Wu et al.
[5]
Qwen3 Technical Report
2025An Yang, Anfeng Li et al.
[6]
Agent RL Scaling Law: Agent RL with Spontaneous Code Execution for Mathematical Problem Solving
2025Xinji Mai, Haotian Xu et al.
[7]
Large Language Model Safety: A Holistic Survey
2024Dan Shi, Tianhao Shen et al.
[8]
Agent-SafetyBench: Evaluating the Safety of LLM Agents
2024Zhexin Zhang, Shiyao Cui et al.
[9]
The Fusion of Large Language Models and Formal Methods for Trustworthy AI Agents: A Roadmap
2024Yedi Zhang, Yufan Cai et al.
[10]
LLMs-as-Judges: A Comprehensive Survey on LLM-based Evaluation Methods
2024Haitao Li, Qian Dong et al.
[11]
Foundational Challenges in Assuring Alignment and Safety of Large Language Models
2024Usman Anwar, Abulhair Saparov et al.
[12]
Enchanting Program Specification Synthesis by Large Language Models using Static Analysis and Program Verification
2024Cheng Wen, Jialun Cao et al.
[13]
Guiding Enumerative Program Synthesis with Large Language Models
2024Yixuan Li, Julian Parsert et al.
[14]
SpecGen: Automated Generation of Formal Program Specifications via Large Language Models
2024Lezhi Ma, Shangqing Liu et al.
[15]
AI Alignment: A Comprehensive Survey
2023Jiaming Ji, Tianyi Qiu et al.
[16]
LLM Lies: Hallucinations are not Bugs, but Features as Adversarial Examples
2023Jia-Yu Yao, Kun-Peng Ning et al.
[17]
A survey on large language model based autonomous agents
2023Lei Wang, Chengbang Ma et al.
[18]
Logic-LM: Empowering Large Language Models with Symbolic Solvers for Faithful Logical Reasoning
2023Liangming Pan, Alon Albalak et al.
[19]
Solving Math Word Problems by Combining Language Models With Symbolic Solvers
2023Joy He-Yueya, Gabriel Poesia et al.
[20]
G-Eval: NLG Evaluation using GPT-4 with Better Human Alignment
2023Yang Liu, Dan Iter et al.

Showing 20 of 38 references

Founder's Pitch

"Develop a neuro-symbolic framework for ensuring behavioral safety of LLM-based agents through formal verification."

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0-10 scale

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5

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4/4 signals

10

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2/4 signals

5

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