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📄 OpenAI News

Scaling security with responsible disclosure

OpenAI has launched its Outbound Coordinated Disclosure Policy to establish a structured framework for responsibly reporting security vulnerabilities found in third-party software. This policy underscores the company's commitment to integrity, collaboration, and proactive security measures, aiming to enhance overall cybersecurity resilience through transparent and coordinated vulnerability management.

Research
📄 arXiv cs.AI

A \"Wenlu\" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge

The paper introduces \"Wenlu,\" a multimodal cognition and embodied decision-making system that securely integrates private knowledge, public models, and multimodal data to support enterprise decision-making, medical analysis, autonomous driving, and robotics. It features a brain-inspired memory mechanism, end-to-end hardware code generation, and self-learning capabilities, offering significant advantages in multimodal processing, privacy security, and sustainable updates for next-generation intelligent systems.

Robotics Autonomous Systems
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Research
📄 arXiv cs.AI

BASIL: Best-Action Symbolic Interpretable Learning for Evolving Compact RL Policies

The paper introduces BASIL, a novel method for generating fully interpretable, rule-based reinforcement learning policies using online evolutionary search with quality-diversity optimization, ensuring compact and transparent controllers. Empirical results on benchmark tasks demonstrate that BASIL produces symbolic policies comparable in performance to deep reinforcement learning while enhancing interpretability and human oversight.

Autonomous Systems
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Research
📄 arXiv cs.AI

Control-R: Towards controllable test-time scaling

The paper introduces Reasoning Control Fields (RCF), a novel test-time method that injects structured control signals to guide and adjust reasoning effort in Large Reasoning Models, addressing issues of underthinking and overthinking in long chain-of-thought reasoning. It also presents the Control-R-4K dataset with annotated reasoning processes and proposes a Conditional Distillation Finetuning (CDF) approach, achieving state-of-the-art results on benchmarks like AIME2024 and MATH500 with controllable reasoning capabilities

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