3 papers
physics.soc-ph2026
Save 2050: A Planetary-Scale Collective Prediction System for the Singularity Crisis
Jiang Zhang, Bing Yuan, Qian Zhang
The Anthropocene mode of development is driving civilization toward a "singularity crisis": artificial intelligence (AI) is rapidly approaching general intelligence (AGI) with esca…
physics.soc-ph2026
Self-Reference in Large Language Models: The Introspection Threshold for Recursive Self-Improvement
Jiang Zhang, Bing Yuan, Qian Zhang
The pursuit of self-evolving AI raises a critical question: when is autonomous self-improvement sustainable rather than degenerative? Drawing an analogy to von Neumann's complexity…
cs.SE2026
Regression Accumulation in Multi-Turn LLM Programming Conversations
Yonghui, Huang, Lin Ma +4
In LLM-assisted software development, coding is often iterative. We study regression accumulation in multi-turn LLM programming conversations, where later code suggestions may brea…