SafeGen-LLM: Enhancing Safety Generalization in Task Planning for Robotic Systems

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References (30)

[1]
Language Model as Planner and Formalizer under Constraints
2025Cassie Huang, S. Mohan et al.
[2]
Large Language Models for Planning: A Comprehensive and Systematic Survey
2025Pengfei Cao, Tianyi Men et al.
[3]
AI Reasoning in Deep Learning Era: From Symbolic AI to Neural–Symbolic AI
2025Baoyu Liang, Yucheng Wang et al.
[4]
LaMMA-P: Generalizable Multi-Agent Long-Horizon Task Allocation and Planning with LM-Driven PDDL Planner
2024Xiaopan Zhang, H. Qin et al.
[5]
VernaCopter: Disambiguated Natural-Language-Driven Robot via Formal Specifications
2024T. Laar, Zengjie Zhang et al.
[6]
DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models
2024Zhihong Shao, Peiyi Wang et al.
[7]
Neurosymbolic Reinforcement Learning and Planning: A Survey
2023Kamal Acharya, Waleed Raza et al.
[8]
ISR-LLM: Iterative Self-Refined Large Language Model for Long-Horizon Sequential Task Planning
2023Zhehua Zhou, Jiayang Song et al.
[9]
QLoRA: Efficient Finetuning of Quantized LLMs
2023Tim Dettmers, Artidoro Pagnoni et al.
[10]
Generalized Planning in PDDL Domains with Pretrained Large Language Models
2023Tom Silver, Soham Dan et al.
[11]
Data-Efficient Learning of Natural Language to Linear Temporal Logic Translators for Robot Task Specification
2023Jiayi Pan, Glen Chou et al.
[12]
LLM-Planner: Few-Shot Grounded Planning for Embodied Agents with Large Language Models
2022Chan Hee Song, Jiaman Wu et al.
[13]
Automaton-Based Representations of Task Knowledge from Generative Language Models
2022Yunhao Yang, Jean-Raphael Gaglione et al.
[14]
Ensuring Safety of Learning-Based Motion Planners Using Control Barrier Functions
2022Xiao Wang
[15]
LoRA: Low-Rank Adaptation of Large Language Models
2021J. Hu, Yelong Shen et al.
[16]
Learning-Based End-to-End Path Planning for Lunar Rovers with Safety Constraints
2021Xiaoqiang Yu, Ping Wang et al.
[17]
An empirical investigation of the challenges of real-world reinforcement learning
2020Gabriel Dulac-Arnold, Nir Levine et al.
[18]
PyTorch: An Imperative Style, High-Performance Deep Learning Library
2019Adam Paszke, Sam Gross et al.
[19]
Schema Networks: Zero-shot Transfer with a Generative Causal Model of Intuitive Physics
2017Ken Kansky, Tom Silver et al.
[20]
Hierarchical Goal Networks: Formalisms and Algorithms for Planning and Acting
2015Vikas Shivashankar

Showing 20 of 30 references

Founder's Pitch

"SafeGen-LLM enhances safety in robotic task planning using a two-stage LLM training framework for improved generalization to novel domains."

Robotics SafetyScore: 6View PDF ↗

Commercial Viability Breakdown

0-10 scale

High Potential

1/4 signals

2.5

Quick Build

4/4 signals

10

Series A Potential

2/4 signals

5

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