Precise and Dexterous Robotic Manipulation via Human-in-the-Loop Reinforcement Learning https://t.co/3UVEcJDexD
Precise and dexterous robotic manipulation via human-in-the-loop reinforcement learning.
Mentions
Extended reach
Total likes
Video views
Mentions per month
Oct 2024 – Nov 2025Where it's discussed
-
X / Twitter101 posts
-
News9 articles
-
YouTube3 videos
-
Blogs2 articles
-
Bluesky1 posts
AI synopsis
What people are saying
The discussions highlight the groundbreaking nature of the research, often emphasizing its rapid training times and ability to perform complex, dexterous tasks with keywords like 'precise', 'real-world', and 'human feedback'. The tone remains excited and optimistic, reflecting a belief in its transformative potential.
Most discussions express strong support and enthusiasm for the research, highlighting its effectiveness and innovative approach.
The discussions indicate high curiosity about the methodologies and potential applications of the system, with mentions of rapid task mastery and real-world impact.
Many posts delve into specifics, referencing concepts like human-in-the-loop reinforcement learning, real-time training, and advancements over traditional methods, showing deep engagement.
The posts suggest this research could significantly influence robotics, with phrases like 'game changer' and references to speed and precision improvements implying high potential impact.
Abstract in brief
- Robotic manipulation is a key challenge in robotics, with current methods facing limitations in design, performance, and data needs, affecting their real-world application.
- Reinforcement learning (RL) offers an alternative by allowing robots to learn complex skills through interaction, but challenges like sample efficiency and safety remain.
- Our human-in-the-loop, vision-based RL system has achieved significant improvements in dexterous manipulation tasks in the real world, doubling task success rates and increasing execution speed within just a couple of hours of training.
Top posts
Most liked on X and BlueskyHIL-SERL appears at Science Robotics today!It learns complex robotic skills with reinforcement learning directly in the real world in just 1-2 hours Website: https://t.co/BBkivJmXGG https://t.co/rZE0K0FQxH https://t.co/r252uwcLdO
Precise and Dexterous Robotic Manipulation via Human-in-the-Loop Reinforcement Learning https://t.co/LoE84IceFz HIL-SERLは、DeepMindのACTのDifution policyよりも精度がでてるっぽい。これは、再現したい。 https://t.co/7CEIjJCiZE
A new Science #Robotics study highlights a human-in-the-loop reinforcement learning system that enables robot arms to perform dexterous tasks such as plugging in a USB cable despite interference. https://t.co/6sXOLa7v5u https://t.co/UILOm6us7z
Human-guided RL makes robots master precise tasks twice as fast as traditional methods Paper: "Precise and Dexterous Robotic Manipulation via Human-in-the-Loop Reinforcement Learning"
Scientists have developed a system that learns from human demonstrations and corrections, enabling robots to perform precise, vision-based manipulations such as whipping a single Jenga block from a tower. @jianlanluo @CharlesXu0124 @svlevine https://t.co/6sXOLa7v5u https://t.co/shdirWRQDO
All mentions
Human-in-the-Loop Reinforcement Learning Enhances Robotic Dexterity
This new training system lets robots learn complex skills quickly through human guidance, significantly improving their dexterity and adaptability in real-world tasks within hours.
Advancements in Robotic Manipulation with Human-in-the-Loop Reinforcement Learning
Scientists at UC Berkeley's Robotic AI and Learning Lab introduced HiLSERL, a system enabling robots to master complex tasks quickly. This breakthrough enhances robotic precision and speed, with applications across…
Advancing Robotic Mastery with Human-In-The-Loop Reinforcement Learning
With Human Feedback AIDriven Robots Learn Tasks Better and Faster. UC Berkeley researchers developed HiLSERL, a system combining AI, reinforcement learning, and human feedback, enabling robots to learn complex tasks…
Precise and dexterous robotic manipulation via human-in-the-loop reinforcement learning | Science Robotics https://t.co/Q2ZjDPA0Q2
RT @jianlanluo: HIL-SERL appears at Science Robotics today!It learns complex robotic skills with reinforcement learning directly in the rea…
RT @jianlanluo: HIL-SERL appears at Science Robotics today!It learns complex robotic skills with reinforcement learning directly in the rea…
RT @jpizarrom: @LeRobotHF - Flow Q-Learning https://t.co/KniVbnsFvM - Precise and Dexterous Robotic Manipulation via Human-in-the-Loop Rein…
@LeRobotHF - Flow Q-Learning https://t.co/KniVbnsFvM - Precise and Dexterous Robotic Manipulation via Human-in-the-Loop Reinforcement Learning https://t.co/CNvPGQiuNe
RT @SciRobotics: A new Science #Robotics study highlights a human-in-the-loop reinforcement learning system that enables robot arms to perf…
RT @SciRobotics: A new Science #Robotics study highlights a human-in-the-loop reinforcement learning system that enables robot arms to perf…
RT @SciRobotics: A new Science #Robotics study highlights a human-in-the-loop reinforcement learning system that enables robot arms to perf…
RT @SciRobotics: A new Science #Robotics study highlights a human-in-the-loop reinforcement learning system that enables robot arms to perf…
RT @SciRobotics: A new Science #Robotics study highlights a human-in-the-loop reinforcement learning system that enables robot arms to perf…
RT @SciRobotics: A new Science #Robotics study highlights a human-in-the-loop reinforcement learning system that enables robot arms to perf…
RT @SciRobotics: A new Science #Robotics study highlights a human-in-the-loop reinforcement learning system that enables robot arms to perf…
A new Science #Robotics study highlights a human-in-the-loop reinforcement learning system that enables robot arms to perform dexterous tasks such as plugging in a USB cable despite interference. https://t.co/6sXOLa7v5u https://t.co/UILOm6us7z
RT @jianlanluo: HIL-SERL appears at Science Robotics today!It learns complex robotic skills with reinforcement learning directly in the rea…
RT @jianlanluo: HIL-SERL appears at Science Robotics today!It learns complex robotic skills with reinforcement learning directly in the rea…
RT @jianlanluo: HIL-SERL appears at Science Robotics today!It learns complex robotic skills with reinforcement learning directly in the rea…
RT @jianlanluo: HIL-SERL appears at Science Robotics today!It learns complex robotic skills with reinforcement learning directly in the rea…
RT @jianlanluo: HIL-SERL appears at Science Robotics today!It learns complex robotic skills with reinforcement learning directly in the rea…
RT @jianlanluo: HIL-SERL appears at Science Robotics today!It learns complex robotic skills with reinforcement learning directly in the rea…
RT @jianlanluo: HIL-SERL appears at Science Robotics today!It learns complex robotic skills with reinforcement learning directly in the rea…
RT @jianlanluo: HIL-SERL appears at Science Robotics today!It learns complex robotic skills with reinforcement learning directly in the rea…
RT @SciRobotics: Scientists have developed a system that learns from human demonstrations and corrections, enabling robots to perform preci…
RT @SciRobotics: Scientists have developed a system that learns from human demonstrations and corrections, enabling robots to perform preci…
RT @SciRobotics: Scientists have developed a system that learns from human demonstrations and corrections, enabling robots to perform preci…
Scientists have developed a system that learns from human demonstrations and corrections, enabling robots to perform precise, vision-based manipulations such as whipping a single Jenga block from a tower. @jianlanluo @CharlesXu0124 @svlevine https://t.co/6sXOLa7v5u https://t.co/shdirWRQDO
RT @jianlanluo: HIL-SERL appears at Science Robotics today!It learns complex robotic skills with reinforcement learning directly in the rea…
https://t.co/Xh3VOfu02N my @enilev
Precise and dexterous robotic manipulation via human-in-the-loop reinforcement learning https://t.co/41XglSbW9S #MachineLearning
RT @TechXplore_com: #AI-powered robots trained with human feedback can now master complex tasks—like Jenga whipping and motherboard assembl…
RT @jianlanluo: HIL-SERL appears at Science Robotics today!It learns complex robotic skills with reinforcement learning directly in the rea…
RT @jianlanluo: HIL-SERL appears at Science Robotics today!It learns complex robotic skills with reinforcement learning directly in the rea…
RT @jianlanluo: HIL-SERL appears at Science Robotics today!It learns complex robotic skills with reinforcement learning directly in the rea…
RT @TechXplore_com: #AI-powered robots trained with human feedback can now master complex tasks—like Jenga whipping and motherboard assembl…
RT @jianlanluo: HIL-SERL appears at Science Robotics today!It learns complex robotic skills with reinforcement learning directly in the rea…
RT @jianlanluo: HIL-SERL appears at Science Robotics today!It learns complex robotic skills with reinforcement learning directly in the rea…
RT @jianlanluo: HIL-SERL appears at Science Robotics today!It learns complex robotic skills with reinforcement learning directly in the rea…
RT @jianlanluo: HIL-SERL appears at Science Robotics today!It learns complex robotic skills with reinforcement learning directly in the rea…
RT @jianlanluo: HIL-SERL appears at Science Robotics today!It learns complex robotic skills with reinforcement learning directly in the rea…
RT @jianlanluo: HIL-SERL appears at Science Robotics today!It learns complex robotic skills with reinforcement learning directly in the rea…
RT @jianlanluo: HIL-SERL appears at Science Robotics today!It learns complex robotic skills with reinforcement learning directly in the rea…
HIL-SERL appears at Science Robotics today!It learns complex robotic skills with reinforcement learning directly in the real world in just 1-2 hours Website: https://t.co/BBkivJmXGG https://t.co/rZE0K0FQxH https://t.co/r252uwcLdO
RT @TechXplore_com: #AI-powered robots trained with human feedback can now master complex tasks—like Jenga whipping and motherboard assembl…
RT @TechXplore_com: #AI-powered robots trained with human feedback can now master complex tasks—like Jenga whipping and motherboard assembl…
#AI-powered robots trained with human feedback can now master complex tasks—like Jenga whipping and motherboard assembly—with 100% accuracy in just one to two hours. @SciRobotics https://t.co/iJMs9pLuJP https://t.co/yJcMArtdGm
RT @gclue_akira: Precise and Dexterous Robotic Manipulation via Human-in-the-Loop Reinforcement Learning https://t.co/LoE84IceFz HIL-SERLは、…
RT @gclue_akira: Precise and Dexterous Robotic Manipulation via Human-in-the-Loop Reinforcement Learning https://t.co/LoE84IceFz HIL-SERLは、…
RT @gclue_akira: Precise and Dexterous Robotic Manipulation via Human-in-the-Loop Reinforcement Learning https://t.co/LoE84IceFz HIL-SERLは、…
RT @gclue_akira: Precise and Dexterous Robotic Manipulation via Human-in-the-Loop Reinforcement Learning https://t.co/LoE84IceFz HIL-SERLは、…
RT @gclue_akira: Precise and Dexterous Robotic Manipulation via Human-in-the-Loop Reinforcement Learning https://t.co/LoE84IceFz HIL-SERLは、…
RT @gclue_akira: Precise and Dexterous Robotic Manipulation via Human-in-the-Loop Reinforcement Learning https://t.co/LoE84IceFz HIL-SERLは、…
RT @gclue_akira: Precise and Dexterous Robotic Manipulation via Human-in-the-Loop Reinforcement Learning https://t.co/LoE84IceFz HIL-SERLは、…
RT @gclue_akira: Precise and Dexterous Robotic Manipulation via Human-in-the-Loop Reinforcement Learning https://t.co/LoE84IceFz HIL-SERLは、…
RT @gclue_akira: Precise and Dexterous Robotic Manipulation via Human-in-the-Loop Reinforcement Learning https://t.co/LoE84IceFz HIL-SERLは、…
RT @gclue_akira: Precise and Dexterous Robotic Manipulation via Human-in-the-Loop Reinforcement Learning https://t.co/LoE84IceFz HIL-SERLは、…
RT @gclue_akira: Precise and Dexterous Robotic Manipulation via Human-in-the-Loop Reinforcement Learning https://t.co/LoE84IceFz HIL-SERLは、…
RT @gclue_akira: Precise and Dexterous Robotic Manipulation via Human-in-the-Loop Reinforcement Learning は、10月30日には発表済みだったのか。知らんかった
RT @_akhaliq: Precise and Dexterous Robotic Manipulation via Human-in-the-Loop Reinforcement Learning https://t.co/3UVEcJDexD
RT @gclue_akira: Precise and Dexterous Robotic Manipulation via Human-in-the-Loop Reinforcement Learning https://t.co/LoE84IceFz HIL-SERLは、…
RT @gclue_akira: Precise and Dexterous Robotic Manipulation via Human-in-the-Loop Reinforcement Learning https://t.co/LoE84IceFz HIL-SERLは、…
RT @gclue_akira: Precise and Dexterous Robotic Manipulation via Human-in-the-Loop Reinforcement Learning https://t.co/LoE84IceFz HIL-SERLは、…
Precise and Dexterous Robotic Manipulation via Human-in-the-Loop Reinforcement Learning は、10月30日には発表済みだったのか。知らんかった https://t.co/UzvSdJHBCl
RT @gclue_akira: Precise and Dexterous Robotic Manipulation via Human-in-the-Loop Reinforcement Learning https://t.co/LoE84IceFz HIL-SERLは、…
Precise and Dexterous Robotic Manipulation via Human-in-the-Loop Reinforcement Learning https://t.co/LoE84IceFz HIL-SERLは、DeepMindのACTのDifution policyよりも精度がでてるっぽい。これは、再現したい。 https://t.co/7CEIjJCiZE
RT @gclue_akira: Precise and Dexterous Robotic Manipulation via Human-in-the-Loop Reinforcement Learning https://t.co/LoE84IceFz これは素晴らしいア…
Precise and Dexterous Robotic Manipulation via Human-in-the-Loop Reinforcement Learning https://t.co/LoE84IceFz これは素晴らしいアプローチ。実データつかって強化学習して、ロボットアームを育成できるのか。模倣学習+強化学習がサクサク動かせれば、それは新しいパラダイムだ。
RT @_akhaliq: Precise and Dexterous Robotic Manipulation via Human-in-the-Loop Reinforcement Learning https://t.co/3UVEcJDexD
Episode #20 | Precise and Dexterous Robotic Manipulation via Human-in-the-Loop Reinforcement Learning [00:00] Intro [00:24] Tackles RL challenges using a visual backbone, efficient RL, and human feedback. [01:20] Pretrained backbone boosts stability and exploration efficiency. https://t.co/ddaN0NEcnv https://t.co/PjJAtwKNdD
RT @_akhaliq: Precise and Dexterous Robotic Manipulation via Human-in-the-Loop Reinforcement Learning https://t.co/3UVEcJDexD
RT @_akhaliq: Precise and Dexterous Robotic Manipulation via Human-in-the-Loop Reinforcement Learning https://t.co/3UVEcJDexD
RT @rohanpaul_ai: Human-guided RL makes robots master precise tasks twice as fast as traditional methods Paper: "Precise and Dexterous Rob…
RT @rohanpaul_ai: Human-guided RL makes robots master precise tasks twice as fast as traditional methods Paper: "Precise and Dexterous Rob…
RT @_akhaliq: Precise and Dexterous Robotic Manipulation via Human-in-the-Loop Reinforcement Learning https://t.co/3UVEcJDexD
8. Precise and Dexterous Robotic Manipulation via Human-in-the-Loop Reinforcement Learning
RT @_akhaliq: Precise and Dexterous Robotic Manipulation via Human-in-the-Loop Reinforcement Learning https://t.co/3UVEcJDexD
RT @_akhaliq: Precise and Dexterous Robotic Manipulation via Human-in-the-Loop Reinforcement Learning https://t.co/3UVEcJDexD
RT @_akhaliq: Precise and Dexterous Robotic Manipulation via Human-in-the-Loop Reinforcement Learning https://t.co/3UVEcJDexD
RT @_akhaliq: Precise and Dexterous Robotic Manipulation via Human-in-the-Loop Reinforcement Learning https://t.co/3UVEcJDexD
RT @_akhaliq: Precise and Dexterous Robotic Manipulation via Human-in-the-Loop Reinforcement Learning https://t.co/3UVEcJDexD
RT @_akhaliq: Precise and Dexterous Robotic Manipulation via Human-in-the-Loop Reinforcement Learning https://t.co/3UVEcJDexD
RT @rohanpaul_ai: Human-guided RL makes robots master precise tasks twice as fast as traditional methods Paper: "Precise and Dexterous Rob…
Human-guided RL makes robots master precise tasks twice as fast as traditional methods Paper: "Precise and Dexterous Robotic Manipulation via Human-in-the-Loop Reinforcement Learning"
RT @_akhaliq: Precise and Dexterous Robotic Manipulation via Human-in-the-Loop Reinforcement Learning https://t.co/3UVEcJDexD
RT @_akhaliq: Precise and Dexterous Robotic Manipulation via Human-in-the-Loop Reinforcement Learning https://t.co/3UVEcJDexD
RT @_akhaliq: Precise and Dexterous Robotic Manipulation via Human-in-the-Loop Reinforcement Learning https://t.co/3UVEcJDexD
RT @_akhaliq: Precise and Dexterous Robotic Manipulation via Human-in-the-Loop Reinforcement Learning https://t.co/3UVEcJDexD
RT @_akhaliq: Precise and Dexterous Robotic Manipulation via Human-in-the-Loop Reinforcement Learning https://t.co/3UVEcJDexD
RT @_akhaliq: Precise and Dexterous Robotic Manipulation via Human-in-the-Loop Reinforcement Learning https://t.co/3UVEcJDexD
RT @_akhaliq: Precise and Dexterous Robotic Manipulation via Human-in-the-Loop Reinforcement Learning https://t.co/3UVEcJDexD
RT @_akhaliq: Precise and Dexterous Robotic Manipulation via Human-in-the-Loop Reinforcement Learning https://t.co/3UVEcJDexD
RT @_akhaliq: Precise and Dexterous Robotic Manipulation via Human-in-the-Loop Reinforcement Learning https://t.co/3UVEcJDexD
RT @_akhaliq: Precise and Dexterous Robotic Manipulation via Human-in-the-Loop Reinforcement Learning https://t.co/3UVEcJDexD
RT @_akhaliq: Precise and Dexterous Robotic Manipulation via Human-in-the-Loop Reinforcement Learning https://t.co/3UVEcJDexD
RT @_akhaliq: Precise and Dexterous Robotic Manipulation via Human-in-the-Loop Reinforcement Learning https://t.co/3UVEcJDexD
Precise and Dexterous Robotic Manipulation via Human-in-the-Loop Reinforcement Learning website: https://t.co/cpywnJfwZU abs: https://t.co/LQVLudRVtP https://t.co/qsoWkErD9q https://t.co/mgvkO6U9Mx
RT @_akhaliq: Precise and Dexterous Robotic Manipulation via Human-in-the-Loop Reinforcement Learning https://t.co/3UVEcJDexD
RT @_akhaliq: Precise and Dexterous Robotic Manipulation via Human-in-the-Loop Reinforcement Learning https://t.co/3UVEcJDexD
RT @_akhaliq: Precise and Dexterous Robotic Manipulation via Human-in-the-Loop Reinforcement Learning https://t.co/3UVEcJDexD
RT @_akhaliq: Precise and Dexterous Robotic Manipulation via Human-in-the-Loop Reinforcement Learning https://t.co/3UVEcJDexD
Precise and Dexterous Robotic Manipulation via Human-in-the-Loop Reinforcement Learning https://t.co/3UVEcJDexD
Precise and Dexterous Robotic Manipulation via Human-in-the-Loop Reinforcement Learning. https://t.co/KY0689JDqL
Jianlan Luo, Charles Xu, Jeffrey Wu, Sergey Levine Precise and Dexterous Robotic Manipulation via Human-in-the-Loop Reinforcement Learning https://arxiv.org/abs/2410.21845
大O
JS