Budget-Constrained Agentic Large Language Models: Intention-Based Planning for Costly Tool Use Paper • 2602.11541 • Published Feb 12 • 2
ROI-Reasoning: Rational Optimization for Inference via Pre-Computation Meta-Cognition Paper • 2601.03822 • Published Jan 7 • 25
AutoEnv: Automated Environments for Measuring Cross-Environment Agent Learning Paper • 2511.19304 • Published Nov 24, 2025 • 92
Advances and Challenges in Foundation Agents: From Brain-Inspired Intelligence to Evolutionary, Collaborative, and Safe Systems Paper • 2504.01990 • Published Mar 31, 2025 • 306
