Sci Robot December 2024 PMID 39693403

Counterfactual rewards promote collective transport using individually controlled swarm microrobots.

Veit-Lorenz Heuthe, Emanuele Panizon, Hongri Gu, Clemens Bechinger

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Mentions

70
Peak: 26 in Dec 2024
across 5 sources since Jul 2024

Extended reach

9,238,197
potential audience

Total likes

239

Video views

2,060

Mentions per month

Jul 2024 – Jan 2025

Where it's discussed

  • X / Twitter52 posts
  • News10 articles
  • Bluesky3 posts
  • Facebook3 posts
  • YouTube2 videos

AI synopsis

What people are saying

The overall discussions reveal enthusiasm for the use of reinforcement learning and counterfactual rewards in controlling microrobots, with phrases like 'impressive new preprint' and 'a clever solution' highlighting positive opinions. The tone shows curiosity and optimism about future technological advances, contributing to the high interest and impact scores.

AgreementModerate agreement

Most discussions praise the study, emphasizing its innovative control strategy and potential applications, showing strong agreement with the importance of the research.

InterestHigh interest

The excitement about the potential uses in automated assembly and drug delivery indicates high interest among participants.

EngagementModerate engagement

Participants actively share summaries, describe the method, and highlight its relevance, demonstrating thoughtful engagement.

ImpactHigh impact

The discussions suggest the research could significantly influence robotics and AI applications, showing a high perceived impact.

Abstract in brief

  • This study demonstrates how a swarm of microrobots can be collectively controlled using multiagent reinforcement learning with counterfactual rewards, enabling them to perform complex tasks like transporting large objects together.
  • The researchers successfully managed up to 200 microrobots, which are individually controlled by laser spots, showing that the system is robust to environmental noise, malfunctioning robots, and variations in group size.
  • The approach highlights the potential for advanced applications such as automated assembly, drug delivery, and lab-on-a-chip devices, leveraging the distributed control and independent motion of the microrobots.]

Top posts

Most liked on X and Bluesky
Science Magazine
@ScienceMagazine · X

A recent Science #Robotics study describes how a #ReinforcementLearning-based strategy can individually control up to 200 laser-driven #microrobots within a swarm and train them to collectively move or transport cargo. https://t.co/cz1lx3OPip https://t.co/Bd3vS7TQ43

Jan 17, 2025 · 61 likes · 11 shares · 4,517,882 followers View post →
Science Magazine
@ScienceMagazine · X

A recent Science #Robotics study describes how a #ReinforcementLearning-based strategy can individually control up to 200 laser-driven #microrobots within a swarm and train them to collectively move or transport cargo. https://t.co/cz1lx3OPip https://t.co/I95pII7LhE

Jan 15, 2025 · 38 likes · 9 shares · 4,517,882 followers View post →
Centre for the Adv Study of Collective Behaviour
@CBehav · X

How can a team optimally mobilize its forces? A new study led by Veit-Lorenz Heuthe and Clemens Bechinger @UniKonstanz offers a clever solution - demonstrated with a swarm of microrobots! https://t.co/NY0HrYz83t Read the full study here: https://t.co/DTO6qgd8o9 https://t.co/aTEAC9TyU0

Dec 18, 2024 · 30 likes · 13 shares · 3,447 followers View post →
Heiko Hamann
@SwarmDynamics · X

impressive new preprint by our colleagues from #Konstanz Counterfactual rewards promote collective transport using individually controlled swarm microrobots Veit-L. Heuthe, Emanuele Panizon, H. Gu, C. Bechinger https://t.co/x3UTDVr1KV #swarm #robotics #marl #ai #ml @CBehav https://t.co/mqDzGDmcBP

Aug 2, 2024 · 27 likes · 9 shares · 1,990 followers View post →
Science News
@scinews.bsky.social · Bluesky

Swarms of tiny robots coordinate to achieve ant-like feats of strength "Counterfactual rewards promote collective transport using individually controlled swarm microrobots" #Science www.science.org/doi/10.1126/...

Dec 20, 2024 · 24 likes · 8 shares View post →
Science Robotics
@SciRobotics · X

Scientistshave developed an #AI-based control strategy that enables individual laser-driven #microrobots within a swarm to cooperate, like ants or termites, to manipulate objects. @UniKonstanz @CBehav Learn more in Science #Robotics: https://t.co/IzGoHNZ4o1 https://t.co/Kl2LcSrGdk

Dec 19, 2024 · 18 likes · 6 shares · 27,697 followers View post →

All mentions

Optimizing Microrobotic Swarm Performance

How can a team optimally mobilize its forces? Physicists from the University of Konstanz, led by Clemens Bechinger, explore this question through a swarm of microrobots. Their study reveals solutions to ensure fair…

Collective Behaviour · Dec 19, 2024 1,754 views
SARADA
@saradas2012 · X

RT @ScienceMagazine: A recent Science #Robotics study describes how a #ReinforcementLearning-based strategy can individually control up to…

Jan 18, 2025 · 11 shares · 461 followers View post →
Sunny Yun He
@SunnyYunHe · X

RT @ScienceMagazine: A recent Science #Robotics study describes how a #ReinforcementLearning-based strategy can individually control up to…

Jan 18, 2025 · 11 shares · 382 followers View post →
Nayef Al-Rodhan
@SustainHistory · X

RT @ScienceMagazine: A recent Science #Robotics study describes how a #ReinforcementLearning-based strategy can individually control up to…

Jan 18, 2025 · 11 shares · 53,380 followers View post →
Raymond William
@loveshouldlead · X

RT @ScienceMagazine: A recent Science #Robotics study describes how a #ReinforcementLearning-based strategy can individually control up to…

Jan 18, 2025 · 11 shares · 748 followers View post →
Sudripta Das
@DasSudript19120 · X

RT @ScienceMagazine: A recent Science #Robotics study describes how a #ReinforcementLearning-based strategy can individually control up to…

Jan 17, 2025 · 11 shares · 59 followers View post →
Daniela Adorno Mascarenhas
@DanielaAdornoM1 · X

RT @ScienceMagazine: A recent Science #Robotics study describes how a #ReinforcementLearning-based strategy can individually control up to…

Jan 17, 2025 · 11 shares · 2,131 followers View post →
cristinaperes
@anettesalas · X

RT @ScienceMagazine: A recent Science #Robotics study describes how a #ReinforcementLearning-based strategy can individually control up to…

Jan 17, 2025 · 11 shares · 1,469 followers View post →
Science Magazine
@ScienceMagazine · X

A recent Science #Robotics study describes how a #ReinforcementLearning-based strategy can individually control up to 200 laser-driven #microrobots within a swarm and train them to collectively move or transport cargo. https://t.co/cz1lx3OPip https://t.co/Bd3vS7TQ43

Jan 17, 2025 · 61 likes · 11 shares · 4,517,882 followers View post →
Richard S
@Richard01173388 · X

RT @Richard01173388: A recent Science Robotics study describes how a reinforcement learning-based strategy can individually control up to 2…

Jan 15, 2025 · 1 share · 147 followers View post →
Richard S
@Richard01173388 · X

A recent Science Robotics study describes how a reinforcement learning-based strategy can individually control up to 200 laser-driven microrobots within a swarm and train them to collectively move or transport cargo. https://t.co/H5Vb5N1FPz https://t.co/ZAdddDJ37Z

Jan 15, 2025 · 1 like · 1 share · 147 followers View post →
Sudripta Das
@DasSudript19120 · X

RT @ScienceMagazine: A recent Science #Robotics study describes how a #ReinforcementLearning-based strategy can individually control up to…

Jan 15, 2025 · 9 shares · 59 followers View post →
AI Guru Tunde
@aigurutunde · X

RT @ScienceMagazine: A recent Science #Robotics study describes how a #ReinforcementLearning-based strategy can individually control up to…

Jan 15, 2025 · 9 shares · 23 followers View post →
Sukant Khurana, Ph.D.
@Sukant_Khurana · X

RT @ScienceMagazine: A recent Science #Robotics study describes how a #ReinforcementLearning-based strategy can individually control up to…

Jan 15, 2025 · 9 shares · 3,797 followers View post →
David Garzón Ramos
@dgarzonramos · X

RT @ScienceMagazine: A recent Science #Robotics study describes how a #ReinforcementLearning-based strategy can individually control up to…

Jan 15, 2025 · 9 shares · 517 followers View post →
Nelson Maica C
@jupiterxc · X

RT @ScienceMagazine: A recent Science #Robotics study describes how a #ReinforcementLearning-based strategy can individually control up to…

Jan 15, 2025 · 9 shares · 3,811 followers View post →
JoshuaLP
@Unknown_Serf · X

RT @ScienceMagazine: A recent Science #Robotics study describes how a #ReinforcementLearning-based strategy can individually control up to…

Jan 15, 2025 · 9 shares · 490 followers View post →
Bryon Tarbet Ph.D.
@BjTarbet · X

RT @ScienceMagazine: A recent Science #Robotics study describes how a #ReinforcementLearning-based strategy can individually control up to…

Jan 15, 2025 · 9 shares · 2,153 followers View post →
Science Magazine
@ScienceMagazine · X

A recent Science #Robotics study describes how a #ReinforcementLearning-based strategy can individually control up to 200 laser-driven #microrobots within a swarm and train them to collectively move or transport cargo. https://t.co/cz1lx3OPip https://t.co/I95pII7LhE

Jan 15, 2025 · 38 likes · 9 shares · 4,517,882 followers View post →
Grigiogato
@Grigiogattoxxx · X

RT @isciverse: Swarms of tiny robots coordinate to achieve ant-like feats of strength "Counterfactual rewards promote collective transport…

Dec 30, 2024 · 4 shares · 51 followers View post →
outside five sigma
@jwt0625 · X

Videos from Heuthe2024: Counterfactual rewards promote collective transport using individually controlled swarm microrobots https://t.co/zfbTiK1Hzm Screenshot from Solano2017: Tuning the motility and directionality of self-propelled colloids https://t.co/QcRExsVu6c

Dec 24, 2024 · 1 like · 12,861 followers View post →
Swadhin Agrawal
@swadhin2606 · X

RT @CBehav: How can a team optimally mobilize its forces? A new study led by Veit-Lorenz Heuthe and Clemens Bechinger @UniKonstanz offers a…

Dec 21, 2024 · 13 shares · 93 followers View post →
Soma Karthik
@SwarmSoma · X

RT @CBehav: How can a team optimally mobilize its forces? A new study led by Veit-Lorenz Heuthe and Clemens Bechinger @UniKonstanz offers a…

Dec 21, 2024 · 13 shares · 92 followers View post →
Collective Dynamics of Living Systems
@DynamicsLiving · X

RT @CBehav: How can a team optimally mobilize its forces? A new study led by Veit-Lorenz Heuthe and Clemens Bechinger @UniKonstanz offers a…

Dec 21, 2024 · 13 shares · 1,295 followers View post →
Science News
@scinews.bsky.social · Bluesky

Swarms of tiny robots coordinate to achieve ant-like feats of strength "Counterfactual rewards promote collective transport using individually controlled swarm microrobots" #Science www.science.org/doi/10.1126/...

Dec 20, 2024 · 24 likes · 8 shares View post →
CAPTUREDBYWAR
@aionxc · X

RT @isciverse: Swarms of tiny robots coordinate to achieve ant-like feats of strength "Counterfactual rewards promote collective transport…

Dec 20, 2024 · 4 shares · 78 followers View post →
Robotics Papers
@OWW · X

Counterfactual rewards promote collective transport using individually controlled swarm microrobots. https://t.co/zzJC7YtkJz

Dec 20, 2024 · 1,610 followers View post →
Carme Zaragoza
@CarmeZaragoza · X

RT @isciverse: Swarms of tiny robots coordinate to achieve ant-like feats of strength "Counterfactual rewards promote collective transport…

Dec 20, 2024 · 4 shares · 576 followers View post →
Abdul Shakoor
@shakoorboy · X

RT @isciverse: Swarms of tiny robots coordinate to achieve ant-like feats of strength "Counterfactual rewards promote collective transport…

Dec 20, 2024 · 4 shares · 100 followers View post →
Top Science
@isciverse · X

Swarms of tiny robots coordinate to achieve ant-like feats of strength "Counterfactual rewards promote collective transport using individually controlled swarm microrobots" Paper https://t.co/QAdLFfXRYX News https://t.co/myy2xX6dPq https://t.co/4PEUgfTFEL

Dec 20, 2024 · 13 likes · 4 shares · 40,411 followers View post →
Akanksha raTHORe ⚡
@akankrathore · X

RT @CBehav: How can a team optimally mobilize its forces? A new study led by Veit-Lorenz Heuthe and Clemens Bechinger @UniKonstanz offers a…

Dec 19, 2024 · 13 shares · 1,032 followers View post →
David Garzón Ramos
@dgarzonramos · X

RT @CBehav: How can a team optimally mobilize its forces? A new study led by Veit-Lorenz Heuthe and Clemens Bechinger @UniKonstanz offers a…

Dec 19, 2024 · 13 shares · 517 followers View post →
Sean Gourley
@sgourley · X

RT @CBehav: How can a team optimally mobilize its forces? A new study led by Veit-Lorenz Heuthe and Clemens Bechinger @UniKonstanz offers a…

Dec 19, 2024 · 13 shares · 10,030 followers View post →
Jonas Kuckling
@jonaskuResearch · X

RT @SciRobotics: Scientistshave developed an #AI-based control strategy that enables individual laser-driven #microrobots within a swarm to…

Dec 19, 2024 · 6 shares · 146 followers View post →
Heiko Hamann
@SwarmDynamics · X

RT @CBehav: How can a team optimally mobilize its forces? A new study led by Veit-Lorenz Heuthe and Clemens Bechinger @UniKonstanz offers a…

Dec 19, 2024 · 13 shares · 1,990 followers View post →
Science Robotics
@SciRobotics · X

Scientistshave developed an #AI-based control strategy that enables individual laser-driven #microrobots within a swarm to cooperate, like ants or termites, to manipulate objects. @UniKonstanz @CBehav Learn more in Science #Robotics: https://t.co/IzGoHNZ4o1 https://t.co/Kl2LcSrGdk

Dec 19, 2024 · 18 likes · 6 shares · 27,697 followers View post →
Qiqi Duan (段琦琦)
@qi7qi7duan · X

RT @CBehav: How can a team optimally mobilize its forces? A new study led by Veit-Lorenz Heuthe and Clemens Bechinger @UniKonstanz offers a…

Dec 19, 2024 · 13 shares · 228 followers View post →
Annette Käthesdóttir
@Bodenseenixe · X

RT @CBehav: How can a team optimally mobilize its forces? A new study led by Veit-Lorenz Heuthe and Clemens Bechinger @UniKonstanz offers a…

Dec 19, 2024 · 13 shares · 393 followers View post →
Universität Konstanz
@UniKonstanz · X

RT @CBehav: How can a team optimally mobilize its forces? A new study led by Veit-Lorenz Heuthe and Clemens Bechinger @UniKonstanz offers a…

Dec 19, 2024 · 13 shares · 12,607 followers View post →
Climate, Ecology, War & More by Dr. Glen Barry, BigEarthData.ai
@bigearthdata.bsky.social · Bluesky

Counterfactual rewards promote collective transport using individually controlled swarm microrobots ->Science | More info from EcoSearch

Dec 19, 2024 View post →
Jonas Kuckling
@jonaskuResearch · X

RT @CBehav: How can a team optimally mobilize its forces? A new study led by Veit-Lorenz Heuthe and Clemens Bechinger @UniKonstanz offers a…

Dec 19, 2024 · 13 shares · 146 followers View post →
Daniel Calovi
@lostinpoa · X

RT @CBehav: How can a team optimally mobilize its forces? A new study led by Veit-Lorenz Heuthe and Clemens Bechinger @UniKonstanz offers a…

Dec 19, 2024 · 13 shares · 72 followers View post →
Ahmed El Hady
@zamakany · X

RT @CBehav: How can a team optimally mobilize its forces? A new study led by Veit-Lorenz Heuthe and Clemens Bechinger @UniKonstanz offers a…

Dec 19, 2024 · 13 shares · 2,808 followers View post →
Centre for the Adv Study of Collective Behaviour
@CBehav · X

How can a team optimally mobilize its forces? A new study led by Veit-Lorenz Heuthe and Clemens Bechinger @UniKonstanz offers a clever solution - demonstrated with a swarm of microrobots! https://t.co/NY0HrYz83t Read the full study here: https://t.co/DTO6qgd8o9 https://t.co/aTEAC9TyU0

Dec 18, 2024 · 30 likes · 13 shares · 3,447 followers View post →
mohit
@kneurd · X

RT @SwarmDynamics: impressive new preprint by our colleagues from #Konstanz Counterfactual rewards promote collective transport using indi…

Aug 6, 2024 · 9 shares · 875 followers View post →
Centre for the Adv Study of Collective Behaviour
@CBehav · X

RT @SwarmDynamics: impressive new preprint by our colleagues from #Konstanz Counterfactual rewards promote collective transport using indi…

Aug 6, 2024 · 9 shares · 3,447 followers View post →
yating zheng
@Yating_ZHENG_94 · X

RT @SwarmDynamics: impressive new preprint by our colleagues from #Konstanz Counterfactual rewards promote collective transport using indi…

Aug 4, 2024 · 9 shares · 161 followers View post →
Swadhin Agrawal
@swadhin2606 · X

RT @SwarmDynamics: impressive new preprint by our colleagues from #Konstanz Counterfactual rewards promote collective transport using indi…

Aug 3, 2024 · 9 shares · 93 followers View post →
flight GNC
@flight_gnc · X

RT @SwarmDynamics: impressive new preprint by our colleagues from #Konstanz Counterfactual rewards promote collective transport using indi…

Aug 2, 2024 · 9 shares · 235 followers View post →
andrew ilachinski
@AI_ilachinski · X

RT @SwarmDynamics: impressive new preprint by our colleagues from #Konstanz Counterfactual rewards promote collective transport using indi…

Aug 2, 2024 · 9 shares · 915 followers View post →
Dr. Amir Jahanian Najafabadi
@jahanian_amir · X

RT @SwarmDynamics: impressive new preprint by our colleagues from #Konstanz Counterfactual rewards promote collective transport using indi…

Aug 2, 2024 · 9 shares · 618 followers View post →
Giovanni Reina
@joefresna · X

RT @SwarmDynamics: impressive new preprint by our colleagues from #Konstanz Counterfactual rewards promote collective transport using indi…

Aug 2, 2024 · 9 shares · 911 followers View post →
David Garzón Ramos
@dgarzonramos · X

RT @SwarmDynamics: impressive new preprint by our colleagues from #Konstanz Counterfactual rewards promote collective transport using indi…

Aug 2, 2024 · 9 shares · 517 followers View post →
Heiko Hamann
@SwarmDynamics · X

impressive new preprint by our colleagues from #Konstanz Counterfactual rewards promote collective transport using individually controlled swarm microrobots Veit-L. Heuthe, Emanuele Panizon, H. Gu, C. Bechinger https://t.co/x3UTDVr1KV #swarm #robotics #marl #ai #ml @CBehav https://t.co/mqDzGDmcBP

Aug 2, 2024 · 27 likes · 9 shares · 1,990 followers View post →
Robotics Papers
@OWW · X

Counterfactual rewards promote collective transport using individually controlled swarm microrobots. https://t.co/zzJC7YtkJz

Jul 30, 2024 · 1,610 followers View post →
arxiv cs.RO
@arxiv-cs-ro.bsky.social · Bluesky

Veit-Lorenz Heuthe, Emanuele Panizon, Hongri Gu, Clemens Bechinger Counterfactual rewards promote collective transport using individually controlled swarm microrobots https://arxiv.org/abs/2407.20041

Jul 30, 2024 View post →