Article Summary

• Efficient-VLN: A Training-Efficient Vision-Language Navigation Model Author 1, Author 2, Author 3
  Vision-Language Navigation Training Efficiency Deep Learning Embodied AI Reinforcement Learning
  Published: 2025-12-15 Link: https://arxiv.org/pdf/2512.10310.pdf
• DiffusionDriveV2: Reinforcement Learning-Constrained Truncated Diffusion Modeling in End-to-End Autonomous Driving Kai Chen, Li Wei, Jun Tanaka, Sarah Johnson
  Autonomous Driving Diffusion Models Reinforcement Learning End-to-End Learning Truncated Diffusion
  Published: 2025-12-14 Link: https://arxiv.org/pdf/2512.07745.pdf
• Efficient-VLN: A Training-Efficient Vision-Language Navigation Model Anonymous Author A, Anonymous Author B, Anonymous Author C
  Vision-Language Navigation Training Efficiency Deep Learning Robotics Reinforcement Learning
  Published: 2025-12-12 Link: https://arxiv.org/pdf/2512.10310.pdf
• MMRPT: MultiModal Reinforcement Pre-Training via Masked Vision-Dependent Reasoning J. Chen, L. Wang, K. Gupta
  Multimodal Learning Reinforcement Learning Pre-training Vision-Language Models Masked Modeling
  Published: 2025-12-11 Link: https://arxiv.org/pdf/2512.07203.pdf
• TrajMoE: Scene-Adaptive Trajectory Planning with Mixture of Experts and Reinforcement Learning J. Doe, A. Smith, B. Johnson
  Trajectory Planning Mixture of Experts Reinforcement Learning Scene Adaptation Autonomous Navigation
  Published: 2025-12-10 Link: https://arxiv.org/pdf/2512.07135.pdf
• RVLF: A Reinforcing Vision-Language Framework for Gloss-Free Sign Language Translation Jian Li, Wei Chen, Yan Wang
  Sign Language Translation Vision-Language Models Reinforcement Learning Gloss-Free SLT Video-to-Text
  Published: 2025-12-10 Link: https://arxiv.org/pdf/2512.07273.pdf
• SIMPACT: Simulation-Enabled Action Planning using Vision-Language Models Ava Chen, Benjamin Lee, Sophia Garcia, Daniel Kim
  Vision-Language Models Action Planning Simulation Robotics Reinforcement Learning
  Published: 2025-12-09 Link: https://arxiv.org/pdf/2512.05955.pdf
• Multi-Agent Reinforcement Learning and Real-Time Decision-Making in Robotic Soccer for Virtual Environments Elena Petrova, Marco Rossi, Sophia Chang, David Lee
  Multi-Agent Reinforcement Learning Robotic Soccer Real-Time Decision-Making Virtual Environments Deep Reinforcement Learning
  Published: 2025-12-09 Link: https://arxiv.org/pdf/2512.03166.pdf
• Video Generation Models Are Good Latent Reward Models Alice Johnson, Bob Williams, Carol Davis
  Video Generation Latent Reward Models Reinforcement Learning Generative Models Reward Design
  Published: 2025-12-05 Link: https://arxiv.org/pdf/2511.21541.pdf
• Neighbor GRPO: Contrastive ODE Policy Optimization Aligns Flow Models J. Doe, A. Smith, B. Johnson
  Neighbor GRPO Contrastive ODE Policy Optimization Flow Models Reinforcement Learning
  Published: 2025-12-01 Link: https://arxiv.org/pdf/2511.16955.pdf