Reinforcementlearning on Tenu Tech Brief https://cluster-site.onrender.com/tags/reinforcementlearning/ Recent content in Reinforcementlearning on Tenu Tech Brief Hugo -- 0.146.0 en-us Tue, 24 Feb 2026 06:06:03 +0000 Deep Reinforcement Learning for Optimizing Energy Consumption in Smart Grid Systems https://cluster-site.onrender.com/posts/deep-reinforcement-learning-for-optimizing-energy-consumption-in-smart-grid-systems/ Tue, 24 Feb 2026 05:00:00 +0000 https://cluster-site.onrender.com/posts/deep-reinforcement-learning-for-optimizing-energy-consumption-in-smart-grid-systems/ • PINNs replace costly smart grid simulators, reducing sample inefficiency in RL-based OPF solutions. • RL policy learning converges 50% faster using PINN surrogates versus traditi FineRef: Fine-Grained Error Reflection and Correction for Long-Form Generation with Citations https://cluster-site.onrender.com/posts/fineref-fine-grained-error-reflection-and-correction-for-long-form-generation-with-citations/ Tue, 24 Feb 2026 05:00:00 +0000 https://cluster-site.onrender.com/posts/fineref-fine-grained-error-reflection-and-correction-for-long-form-generation-with-citations/ • FineRef introduces fine-grained error reflection for citation mismatch and irrelevance in long‑form LLM generation. • Two‑stage training: supervised fine‑tuning with attempt‑refl Scaling the Scaling Logic: Agentic Meta-Synthesis of Logic Reasoning https://cluster-site.onrender.com/posts/scaling-the-scaling-logic-agentic-meta-synthesis-of-logic-reasoning/ Tue, 17 Feb 2026 05:00:00 +0000 https://cluster-site.onrender.com/posts/scaling-the-scaling-logic-agentic-meta-synthesis-of-logic-reasoning/ • RLVR scaling limited by scarce verifiable training signals, especially for complex logic tasks. • Logical reasoning offers formal constraints and programmatically checkable answe UniRG: Scaling medical imaging report generation with multimodal reinforcement learning https://cluster-site.onrender.com/posts/unirg-scaling-medical-imaging-report-generation-with-multimodal-reinforcement-learning/ Tue, 27 Jan 2026 17:00:00 +0000 https://cluster-site.onrender.com/posts/unirg-scaling-medical-imaging-report-generation-with-multimodal-reinforcement-learning/ • AI-driven radiology report generation boosts provider efficiency and reduces reporting burden. • Traditional models overfit to institutional phrasing, limiting generalization to Multimodal reinforcement learning with agentic verifier for AI agents https://cluster-site.onrender.com/posts/multimodal-reinforcement-learning-with-agentic-verifier-for-ai-agents/ Tue, 20 Jan 2026 17:00:00 +0000 https://cluster-site.onrender.com/posts/multimodal-reinforcement-learning-with-agentic-verifier-for-ai-agents/ • Argos trains multimodal RL agents to reward answers grounded in visual and temporal evidence, not just plausibility. • Automated verification selects specialized tools per answer