activity
20152026
most citedSafe Policy Search for Lifelong Reinforcement Learning with Sublinear Regret

21 citations · 84 across the 38 of their papers we have counts for

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12 papers · 1 filter

cs.RO2026

HapTile: A Haptic-Informed Vision-Tactile-Language-Action Dataset for Contact-Rich Imitation Learning

Amirhosein Alian, Yongqiang Zhao, Shiyi Gu +5

Despite the importance of tactile sensing for reliable manipulation, most existing Vision-Language-Action (VLA) datasets remain vision-only, and those that do incorporate tactile i…

cs.RO2026

EmbodimentSemantic: A Spatial Scene-Graph Dataset and Benchmark for Vision-Language Models on Embodied Manipulation Trajectories

Hassan Jaber, Refinath S N, Luca Cagliero +2

Spatial grounding remains a key limitation of vision-language-action (VLA) systems for robotic manipulation. While current models can recognize objects and follow language instruct…

cs.RO2026

Robots Need More than VLA and World Models

Elis Karcini, Faisal Mehrban, Quang Nguyen +6

Generalist robot intelligence is often framed as a policy-scaling problem: collect more robot demonstrations, train larger Vision-Language-Action (VLA) models, and expect broader g…

cs.RO2025

Data-driven Interpretable Hybrid Robot Dynamics

Christopher E. Mower, Rui Zong, Haitham Bou-Ammar

We study data-driven identification of interpretable hybrid robot dynamics, where an analytical rigid-body dynamics model is complemented by a learned residual torque term. Using s…

cs.RO2025

Embodied Arena: A Comprehensive, Unified, and Evolving Evaluation Platform for Embodied AI

Fei Ni, Min Zhang, Pengyi Li +34

Embodied AI development significantly lags behind large foundation models due to three critical challenges: (1) lack of systematic understanding of core capabilities needed for Emb…

cs.RO2025

Ark: An Open-source Python-based Framework for Robot Learning

Magnus Dierking, Christopher E. Mower, Sarthak Das +10

Robotics has made remarkable hardware strides-from DARPA's Urban and Robotics Challenges to the first humanoid-robot kickboxing tournament-yet commercial autonomy still lags behind…