y0news
AnalyticsDigestsSourcesTopicsRSSAICrypto

#symbolic-planning News & Analysis

2 articles tagged with #symbolic-planning. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles
AINeutralarXiv – CS AI · Mar 46/103
🧠

ViPlan: A Benchmark for Visual Planning with Symbolic Predicates and Vision-Language Models

Researchers introduce ViPlan, the first benchmark for comparing Vision-Language Model planning approaches, finding that VLM-as-grounder methods excel in visual tasks like Blocksworld while VLM-as-planner methods perform better in household robotics scenarios. The study reveals fundamental limitations in current VLMs' visual reasoning abilities, with Chain-of-Thought prompting showing no consistent benefits.

AIBullisharXiv – CS AI · Mar 37/107
🧠

LLM-assisted Semantic Option Discovery for Facilitating Adaptive Deep Reinforcement Learning

Researchers have developed a new framework that combines Large Language Models (LLMs) with Deep Reinforcement Learning to improve data efficiency, interpretability, and cross-environment transferability. The approach uses LLMs to map natural language instructions into executable rules and create semantically annotated options for better skill reuse and constraint monitoring.