Latest Research in Robotics

139 research papers · 2026 median publication year

Top Research Topics in Robotics

Highest-Cited Papers

  1. Context-Aware visual scene analysis and adaptation for intelligent english tutoring systems
  2. Reward Shaping based on Trajectory Quality for offline and hybrid reinforcement learning
  3. EfficientTDMPC: Improved MPC Objectives for Sample-Efficient Continuous Control
  4. Model Specific Task Similarity for Vision Language Model Selection via Layer Conductance
  5. Scientific Image Quality Assessment via Multi-modal Retrieval-Augmented Generation
  6. GR2PO: Group Relative Return Policy Optimization for Continuous Robot Control
  7. AgriScope: Pixel-Grounded Multimodal Understanding for Agricultural Images
  8. Enhancing Human-Likeness in Reinforcement Learning Agents via Hierarchical Macro Action Quantization
  9. AI Training Manager: Bounded Closed-Loop Control of Adaptive Training Recipes
  10. Exploring the Synergy Between Language Semantic Guidance and Visual Attention in Knowledge Distillation for Semantic Segmentation Under a Limited Field of View
  11. PANORAMA: Panoptic Grounded Captioning via Mask Proposal Selection
  12. Towards Interaction Regulation from Human Feedback via Free Energy Minimization
  13. Missing Bridges: Composition-Aware Active Imitation Learning
  14. Characterizing Replay Retention Under Dynamics Shift in Model-Based Reinforcement Learning
  15. Technical Report: One-Step Drifting Action Heads for GR00T N1.7
  16. Improving Offline Goal-Conditioned Reinforcement Learning via Selective Reward Stimulation
  17. T2T-VICL: Cross-Task Visual In-Context Learning via Implicit Text-Driven VLMs
  18. FLAT: Resampling Image and Text into 1D Flexible-Length Aligned Transmodal Tokens for Retrieval and Generation
  19. REVERSAL-BENCH: A Reversibility Axis and Reset Oracle for Measuring the Reset-Free RL Cliff
  20. Hyper-RED: Scalable Event Pre-training via Semantic Hypergraph Distillation
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L3 Region - - 2026 Sep Q3

Robotics

139 papers

Top Topics (10)

Computer Vision and Pattern Recognition48
Machine Learning38
Robotics19
Artificial Intelligence14
Reinforcement Learning in Robotics4
Systems and Control4
Computation and Language4
Multimodal Machine Learning Applications2
Constraint Satisfaction and Optimization2
Computer Science and Game Theory1

Top Publications (20)

1.Context-Aware visual scene analysis and adaptation for intelligent english tutoring systems2.Reward Shaping based on Trajectory Quality for offline and hybrid reinforcement learning3.EfficientTDMPC: Improved MPC Objectives for Sample-Efficient Continuous Control4.Model Specific Task Similarity for Vision Language Model Selection via Layer Conductance5.Scientific Image Quality Assessment via Multi-modal Retrieval-Augmented Generation6.GR2PO: Group Relative Return Policy Optimization for Continuous Robot Control7.AgriScope: Pixel-Grounded Multimodal Understanding for Agricultural Images8.Enhancing Human-Likeness in Reinforcement Learning Agents via Hierarchical Macro Action Quantization9.AI Training Manager: Bounded Closed-Loop Control of Adaptive Training Recipes10.Exploring the Synergy Between Language Semantic Guidance and Visual Attention in Knowledge Distillation for Semantic Segmentation Under a Limited Field of View11.PANORAMA: Panoptic Grounded Captioning via Mask Proposal Selection12.Towards Interaction Regulation from Human Feedback via Free Energy Minimization13.Missing Bridges: Composition-Aware Active Imitation Learning14.Characterizing Replay Retention Under Dynamics Shift in Model-Based Reinforcement Learning15.Technical Report: One-Step Drifting Action Heads for GR00T N1.716.Improving Offline Goal-Conditioned Reinforcement Learning via Selective Reward Stimulation17.T2T-VICL: Cross-Task Visual In-Context Learning via Implicit Text-Driven VLMs18.FLAT: Resampling Image and Text into 1D Flexible-Length Aligned Transmodal Tokens for Retrieval and Generation19.REVERSAL-BENCH: A Reversibility Axis and Reset Oracle for Measuring the Reset-Free RL Cliff20.Hyper-RED: Scalable Event Pre-training via Semantic Hypergraph Distillation
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