cross-disciplinary generalization 1foundation models 1graph neural networks 1in-context learning 1numerical intelligence 1
From the 1 of 6 linked papers with an AI index.
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cs.AI2026
A foundation model of numerical intelligence with cross-disciplinary generalization
Chenghan Wu, Zongmin Yu, Liu Yang
The paper introduces UNICON, a foundation model that learns predictive relations from graph‑based numerical contexts and can apply this numerical intelligence across scientific and…
cs.AI2026
LemonHarness Technical Report
Kailong Ren, Fubo Sun, Jiachen Liu +18
As large language model (LLM) agents are applied to longer tasks, they increasingly modify workspace state across multiple rounds of iteration. However, agents typically observe on…
cs.AI2026
Escher-Loop: Mutual Evolution by Closed-Loop Self-Referential Optimization
Ziyang Liu, Xinyan Guo, Xuchen Wei +2
While recent autonomous agents demonstrate impressive capabilities, they predominantly rely on manually scripted workflows and handcrafted heuristics, inherently limiting their pot…