SIM-CoT: Supervised Implicit Chain-of-Thought
arXiv:2509.20317v2 Announce Type: replace-cross Abstract: Implicit Chain-of-Thought (CoT) methods offer a token-efficient alternative to explicit CoT reasoning in Large Language…
An Approach to Checking Correctness for Agentic Systems
arXiv:2509.20364v1 Announce Type: new Abstract: This paper presents a temporal expression language for monitoring AI agent behavior, enabling systematic error-detection…
The Indispensable Role of User Simulation in the Pursuit of AGI
arXiv:2509.19456v1 Announce Type: new Abstract: Progress toward Artificial General Intelligence (AGI) faces significant bottlenecks, particularly in rigorously evaluating complex interactive…
Citrus-V: Advancing Medical Foundation Models with Unified Medical Image Grounding for Clinical Reasoning
arXiv:2509.19090v2 Announce Type: replace-cross Abstract: Medical imaging provides critical evidence for clinical diagnosis, treatment planning, and surgical decisions, yet most…
Projective Kolmogorov Arnold Neural Networks (P-KANs): Entropy-Driven Functional Space Discovery for Interpretable Machine Learning
arXiv:2509.20049v1 Announce Type: cross Abstract: Kolmogorov-Arnold Networks (KANs) relocate learnable nonlinearities from nodes to edges, demonstrating remarkable capabilities in scientific…