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Thomas Weitzel

Thomas Weitzel

Thinking about methodologies for agentic artificially intelligent agents to autonomously formulate and solve combinatorial problems, specifically binary modeling, for inference and decision making.

Lexical and Syntactic Simplification

Feb 27, 20257 min read1 views

Lexical simplification focuses on replacing complex words with simpler, more common alternatives without changing the meaning ​(ar5iv.org). For...

9: Future Research Directions**

Feb 27, 202517 min read1 views

Introduction As artificial intelligence continues to advance, models like Latent Program Networks (LPNs), Large Language Models (LLMs), and hybrid AI...

8: Creativity and AI Limitations

Feb 27, 202514 min read1 views

Introduction One of the most debated aspects of artificial intelligence (AI) is creativity—the ability to generate novel, original, and meaningful...

7: Scaling, Generalization, and Limitations

Feb 27, 202518 min read2 views

Introduction While the Latent Program Network (LPN) presents a powerful new approach to program synthesis and reasoning, scaling it to larger, more...

6: Training Strategy and Search Optimization

Feb 27, 202513 min read2 views

Introduction Training the Latent Program Network (LPN) effectively requires more than just learning a mapping from input-output examples to a latent...

Concept-Based Tokenization in NLP

Feb 27, 20259 min read1 views

What Is Concept-Based Tokenization? Concept-based tokenization segments text into linguistically meaningful units – typically a root concept (the core...