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1.Position: agentic AI orchestration should be Bayes-consistent
PolyShape; NTUA; ESSEC Business School; VinUniversity; Imperial College London; Mila - Quebec AI Institute; KAUST; Mayo Clinic; TU Nuremberg; Helmholtz AI; Technical University of Denmark; LMU Munich; CZI Science; RIKEN; MBZUAI; University of Notre Dame; Spotify; Cognizant AI Lab; University College London; KTH Royal Institute of Technology; Ghent University; New York University; BIMSA
Abstract
2.To Call or Not to Call: A Framework to Assess and Optimize LLM Tool Calling
Max Planck Institute for Software Systems; Ruhr University Bochum; UAR RC Trust
Abstract
3.Learn where to Click from Yourself: On-Policy Self-Distillation for GUI Grounding
Chinese Academy of Sciences; Nankai University; University of Chinese Academy of Sciences
Abstract
4.Instance-Aware Parameter Configuration in Bilevel Late Acceptance Hill Climbing for the Electric Capacitated Vehicle Routing Problem
Centre for Intelligent Transport; University of London; School of Computer Science and Engineering; Bangor University
Abstract
5.On the Role of Artificial Intelligence in Human-Machine Symbiosis
National Institute of Informatics; University of Tokyo
Abstract
6.Thinking in Text and Images: Interleaved Vision--Language Reasoning Traces for Long-Horizon Robot Manipulation
Tsinghua University; Beijing Institute of Technology; Xiaomi Group
Abstract
7.AEM: Adaptive Entropy Modulation for Multi-Turn Agentic Reinforcement Learning
Baidu; Tsinghua University; Fudan University
Abstract
8.Physically Native World Models: A Hamiltonian Perspective on Generative World Modeling
Tsinghua University
Abstract
9.AgentFloor: How Far Up the tool use Ladder Can Small Open-Weight Models Go?
Harvard University
Abstract
10.Token Arena: A Continuous Benchmark Unifying Energy and Cognition in AI Inference
University of Pennsylvania; Columbia University; OpenMesh AI
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11.Agentic AI for Trip Planning Optimization Application
Toyota Motor North America R&D; Arizona State University
Abstract
12.Causal Foundations of Collective Agency
University of Copenhagen; Cooperative AI Foundation
Abstract
13.ARMOR 2025: A Military-Aligned Benchmark for Evaluating Large Language Model Safety Beyond Civilian Contexts
Virginia Polytechnic Institute and State University
Abstract
14.TUR-DPO: Topology- and Uncertainty-Aware Direct Preference Optimization
University of Kurdistan; Torrens University Australia; Obuda University; University of Oulu
Abstract
15.Are Tools All We Need? Unveiling the Tool-Use Tax in LLM Agents
University of Houston; University of Southern California; New York University; Texas A&M University; University of California, San Diego
Abstract
16.Minimal, Local, Causal Explanations for Jailbreak Success in Large Language Models
University of Illinois Urbana-Champaign
Abstract
17.AgentReputation: A Decentralized Agentic AI Reputation Framework
NTNU
Abstract
18.TADI: Tool-Augmented Drilling Intelligence via Agentic LLM Orchestration over Heterogeneous Wellsite Data
Equinor
Abstract
19.Persistent Visual Memory: Sustaining Perception for Deep Generation in LVLMs
Shanghai AI Laboratory; Shanghai Jiao Tong University; The Chinese University of Hong Kong; Nanjing University; Tongji University; Wuhan University
Abstract
20.Can Coding Agents Reproduce Findings in Computational Materials Science?
Johns Hopkins University
Abstract

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