Fixing LLM Hallucinations: Symmetry & Topological Phases for Robust AI
Robust Reasoning as a Symmetry-Protected Topological Phase explores Develop a Holonomic Network model for robust logical reasoning in AI systems, mitigating language model hallucinations.. Commercial viability score: 3/10 in Logical Reasoning AI.
BUILDER'S SANDBOX
Build This Paper
Use an AI coding agent to implement this research.
OpenAI CodexAI Agent
Lightweight coding agent in your terminal.
Claude CodeAI Agent
Agentic coding tool for terminal workflows.
AntiGravity IDEScaffolding
AI agent mindset installer and workflow scaffolder.
CursorIDE
AI-first code editor built on VS Code.
VS CodeIDE
Free, open-source editor by Microsoft.
Recommended Stack
Startup Essentials
Estimated $9K - $13K 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.
Related Papers
- Builds On ThisTransformers converge to invariant algorithmic coresViability: 2.0
- Builds On ThisAbstract Activation Spaces for Content-Invariant Reasoning in Large Language ModelsViability: 2.0
- Prior WorkMonotonicity as an Architectural Bias for Robust Language ModelsViability: 3.0
- Higher ViabilityThe Geometric Inductive Bias of Grokking: Bypassing Phase Transitions via Architectural TopologyViability: 5.0
- Higher ViabilitySemantic Invariance in Agentic AIViability: 5.0