PAWS: Policy-driven Agentic World Simulation

arXiv:2609.28547 · cs.AI, cs.CE, cs.MA, cs.SI · Submitted 2026-09-23 · Read on arXiv

cs.AI, cs.CE, cs.MA, cs.SI

Submitted: 2026-09-23

Updated: 2026-09-23

Terminology

• Actor — 76× in this paper · explained in 3 episodes
• Provenance — 21× in this paper · explained in 4 episodes
• Cooperation — 16× in this paper · explained in 2 episodes
• Accuracy — 14× in this paper · explained in 1 episode
• Calibration — 6× in this paper · explained in 7 episodes
• Fidelity — 6× in this paper · explained in 2 episodes
• Term Auction Facility — 5× in this paper
• Trace — 5× in this paper · explained in 2 episodes
• Ontology — 4× in this paper · explained in 2 episodes
• Reinforcement Learning — 4× in this paper · explained in 4 episodes
• Verification — 4× in this paper · explained in 2 episodes
• Agent Memory — 3× in this paper · explained in 1 episode
• Alignment — 3× in this paper · explained in 1 episode
• Term Asset-Backed Securities Loan Facility — 3× in this paper
• Agent Interactions — 2× in this paper · explained in 1 episode
• Budget Control Act — 2× in this paper
• Commercial Paper Funding Facility — 2× in this paper
• Core — 2× in this paper · explained in 2 episodes
• Deep Reinforcement Learning — 2× in this paper · explained in 2 episodes
• Robustness — 2× in this paper · explained in 5 episodes
• Tax Cuts and Jobs Act — 2× in this paper
• Verifier — 2× in this paper · explained in 2 episodes
• Action Space — 1× in this paper · explained in 1 episode
• Agent-Based Simulation — 1× in this paper · explained in 1 episode
• Agent-based modeling — 1× in this paper · explained in 1 episode
• Department of Labor — 1× in this paper
• Federal Open Market Committee — 1× in this paper
• Federal Reserve Zero Lower Bound — 1× in this paper
• Graph Construction — 1× in this paper · explained in 3 episodes
• Hierarchical Classification — 1× in this paper · explained in 2 episodes
• Human-in-the-Loop — 1× in this paper · explained in 3 episodes
• Jumpstart Our Business Startups — 1× in this paper
• Knowledge Graph — 1× in this paper · explained in 7 episodes
• Multi-Agent System — 1× in this paper · explained in 6 episodes
• Selection Bias — 1× in this paper · explained in 4 episodes

Sources

• ABIDES: Towards High-Fidelity Market Simulation for AI Research
• FinQA: A Dataset of Numerical Reasoning over Financial Data
• QuantAgents: Towards Multi-agent Financial System via Simulated Trading
• FinGPT: Democratizing Internet-scale Data for Financial Large Language Models
• FinRED: A Dataset for Relation Extraction in Financial Domain
• TradingAgents: Multi-Agents LLM Financial Trading Framework
• SOTOPIA: Interactive Evaluation for Social Intelligence in Language Agents

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