PDF Viewer

BUILDER'S SANDBOX

Build This Paper

Use an AI coding agent to implement this research.

OpenAI Codex
OpenAI CodexAI Agent

Lightweight coding agent in your terminal.

Claude Code
Claude CodeAI Agent

Agentic coding tool for terminal workflows.

AntiGravity IDE
AntiGravity IDEScaffolding

AI agent mindset installer and workflow scaffolder.

Cursor
CursorIDE

AI-first code editor built on VS Code.

VS Code
VS CodeIDE

Free, open-source editor by Microsoft.

Estimated $10K - $14K over 6-10 weeks.

See exactly what it costs to build this -- with 3 comparable funded startups.

7-day free trial. Cancel anytime.

Discover the researchers behind this paper and find similar experts.

7-day free trial. Cancel anytime.

References (16)

[1]
Modal Logical Neural Networks
2025Antonin Sulc
[2]
LLM-based Agents Suffer from Hallucinations: A Survey of Taxonomy, Methods, and Directions
2025Xixun Lin, Yucheng Ning et al.
[3]
Neuro-Symbolic AI in 2024: A Systematic Review
2025B. Colelough, William Regli
[4]
A Survey on Hallucination in Large Language Models: Principles, Taxonomy, Challenges, and Open Questions
2023Lei Huang, Weijiang Yu et al.
[5]
Scallop: A Language for Neurosymbolic Programming
2023Ziyang Li, Jiani Huang et al.
[6]
SelfCheckGPT: Zero-Resource Black-Box Hallucination Detection for Generative Large Language Models
2023Potsawee Manakul, Adian Liusie et al.
[7]
Language Models (Mostly) Know What They Know
2022Saurav Kadavath, Tom Conerly et al.
[8]
Logic Tensor Networks
2020Samy Badreddine, A. Garcez et al.
[9]
Logical Neural Networks
2020Ryan Riegel, Alexander G. Gray et al.
[10]
DeepProbLog: Neural Probabilistic Logic Programming
2018Robin Manhaeve, Sebastijan Dumancic et al.
[11]
On Calibration of Modern Neural Networks
2017Chuan Guo, Geoff Pleiss et al.
[12]
Connectionist modal logic: Representing modalities in neural networks
2007A. Garcez, L. Lamb et al.
[13]
Trust in multi-agent systems
2004S. Ramchurn, T. D. Huynh et al.
[14]
Belief, information acquisition, and trust in multi-agent systems--A modal logic formulation
2003C. Liau
[15]
Reasoning about knowledge
1995Ronald Fagin
[16]
KNOWLEDGE AND BELIEF: An Introduction to the Logic of the Two Notions
1963P. Geach

Founder's Pitch

"Develop a framework for debugging multi-agent systems using differentiable modal logic implemented through Modal Logical Neural Networks."

Multi-Agent SystemsScore: 7View 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

Sources used for this analysis

arXiv Paper

Full-text PDF analysis of the research paper

GitHub Repository

Code availability, stars, and contributor activity

Citation Network

Semantic Scholar citations and co-citation patterns

Community Predictions

Crowd-sourced unicorn probability assessments

Analysis model: GPT-4o · Last scored: 2/12/2026

Explore the full citation network and related research.

7-day free trial. Cancel anytime.

Understand the commercial significance and market impact.

7-day free trial. Cancel anytime.

Get detailed profiles of the research team.

7-day free trial. Cancel anytime.