3 citations · 3 across the 2 of their papers we have counts for
4 papers
Exploring Collatz Dynamics with Human-LLM Collaboration
Edward Y. Chang
We present a comprehensive structural analysis of the Collatz conjecture through ~1014 computational experiments yielding 630 formal results. By systematically deploying 29 distinc…
A Structural Reduction of the Collatz Conjecture to One-Bit Orbit Mixing
Edward Y. Chang
We reduce the Collatz conjecture to a fixed-modulus, one-bit orbit-mixing problem. Working with the compressed odd-to-odd Collatz map, we prove exact low-depth decomposition formul…
Inverse-Free Wilson Loops for Transformers: A Practical Diagnostic for Invariance and Order Sensitivity
Edward Y. Chang, Ethan Y. Chang
Large language models can change answers under harmless edits that matter in practice: RAG outputs flip when passages are reordered, fine-tuning erodes invariances learned at pretr…
Multi-Agent Collaborative Intelligence: Dual-Dial Control for Reliable LLM Reasoning
Edward Y. Chang, Ethan Y. Chang
Multi-agent debate often wastes compute by using a fixed adversarial stance, aggregating without deliberation, or stopping on heuristics. We introduce MACI, an active controller wi…