Agent Systems

Perceiving the Knowledge Boundary: Uncertainty-Guided Exploration and Imagination for World Models AAAI 2026 Persona, Ego, Shadow, and Self: A Map of the Soul Framework for Proto-Emotional Homeostasis in AI AAAI 2026 PersonalAlign: Hierarchical Implicit Intent Alignment for Personalized GUI Agent with Long-Term User-Centric Records ACL 2026 PersonaTrace: Synthesizing Realistic Digital Footprints with LLM Agents EACL 2026 PersonaVLM: Long-Term Personalized Multimodal LLMs CVPR 2026 PExA: Parallel Exploration Agent for Complex Text-to-SQL ACL 2026 Physics-Informed Approach for Exploratory Hamilton–Jacobi–Bellman Equations via Policy Iterations AAAI 2026 Physics-Informed Autonomous LLM Agents for Explainable Power Electronics Modulation Design AAAI 2026 PHYSPLAT: a Framework for Photorealistic Hybrid Simulation of Real and Synthetic Elements using 3D Gaussian Splatting WACV 2026 PIPHEN: Physical Interaction Prediction with Hamiltonian Energy Networks AAAI 2026 PIRA: Preference-Oriented Instruction-Tuned Reward Models with Dual Aggregation EACL 2026 Planning in Branch-and-Bound: Model-Based Reinforcement Learning for Exact Combinatorial Optimization AAAI 2026 POLICYGRID: Causal Discovery for Adaptive Policy Optimization in Embodied Agents (Student Abstract) AAAI 2026 Policy Search, Retrieval, and Composition via Task Similarity in Collaborative Agentic Systems AAAI 2026 Preference Is More than Comparisons: Rethinking Dueling Bandits with Augmented Human Feedback AAAI 2026 Pre-Trained Video Generative Models as World Simulators AAAI 2026 PRIME: Planning and Retrieval-Integrated Memory for Enhanced Reasoning AAAI 2026 PRIMP: PRobabilistically-Informed Motion Primitives for Efficient Affordance Learning from Demonstration (Abstract Reprint) AAAI 2026 Principled Analysis of Deep Reinforcement Learning Evaluation and Design Paradigms AAAI 2026 PRInTS: Reward Modeling for Long-Horizon Information Seeking ACL 2026 ProactiveMobile: A Comprehensive Benchmark for Boosting Proactive Intelligence On Mobile Devices CVPR 2026 ProActor: Timing-Aware Reinforcement Learning for Proactive Task Scheduling Agents ACL 2026 Probabilistic Hierarchical Goal Network Planning with UCT AAAI 2026 ProBench: Benchmarking GUI Agents with Accurate Process Information AAAI 2026 Process Evaluation for Agentic Systems EACL 2026