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 ===== Working With Us ===== ===== Working With Us =====
 +
 +  * We are hiring [[:jobs:|1 Postdoc and 3 PhD Students in Robot Learning]].
   * Check our thesis topics for [[theses/​start|Bachelor and Master students]].   * Check our thesis topics for [[theses/​start|Bachelor and Master students]].
 +  * [[:​jobs:#​notice_for_non-eueea_prospective_master_students|Notice]] for non-[[https://​en.wikipedia.org/​wiki/​EU|EU]]/​[[https://​en.wikipedia.org/​wiki/​European_Economic_Area|EEA]] prospective Master students
  
-<​html><​!--We currently have [[jobs|one open PhD position]].--></​html>​ 
  
-<​html><​!-- 
-//Bachelor students://​{{ ::​mobile-manipulator-crop.jpg?​nolink&​100|}} **Want to create artificial intelligence for autonomous robots?** Want to join our [[@/​uibk/​piater/​courses/​RC_Poster2.pdf |interdisciplinary LFUI team]] to compete in the 2020 [[https://​www.robocup.org/​leagues/​16|RoboCup@Work]] competition?​ Take the [[https://​lfuonline.uibk.ac.at/​public/​lfuonline_lv.details?​sem_id_in=19W&​lvnr_id_in=703135|Introduction to Robotics]] course in the winter semester 2019-20! 
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- +{{ ::iis_retreat_2024.jpg?​direct&​900 |}}\\ 
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-Group picture taken at our 2022 retreat ​in Obergurgl +<div style="​text-align:​ center;">​ 
 +  <p>Group picture taken at our 2024 retreat ​at Meissner Haus.</​p>​ 
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 ===== News ===== ===== News =====
  
-<​HTML><​table><​tr valign="​top"><​td>​2024-09-22</​td><​td>​Justus Piater ​appears in the media: <a href="​https://​www.rainews.it/tgr/​tagesschau/​audio/​2024/​09/​ist-kunstliche-intelligenz-dumm-3fd3b8d6-7234-4c46-8796-cf4f9ae63a40.html">Wie +<​HTML><​table><​tr valign="​top"><​td>​2026-05-20</​td><​td>​Simon Haller-Seeber ​appears in the media: <a href="​https://​www.digital.tirol/page.cfm?​vpath=news&​amp;​rnpageid=42902">​ 
-    ​gefährlich ist künstliche Intelligenz?​</a>. (Radio-Interview ​in der Reihe „Wissenschaft und Technik – Wissen am Samstag“ auf RAI Südtirol) <span class="​actions"​><a href="javascript:​void(0)"​ onclick="​showHide('​newsitem0',​ '​Abstract'​)">[Abstract]</a></span><blockquote id="newsitem0Abstract"​ style="​display:none">Wie denkt KI? Ist sie bald dem Menschen überlegen? Kann +        ​Digitale Bildung aktiv erleben: Der RoboCupJunior Austrian Open 2026 in Tirol</a>. (Interview ​im Rahmen des RoboCup Junior Austrian Open)</td></​tr><​tr valign="top"><​td>2026-05-07</td><td>​Justus Piater is a panelist at a public discussion on <a href="https://​www.uibk.ac.at/​de/​medien-kommunikation/​kommunikation/​intern/​">Invited 
-    ​sie vielleicht sogar die Menschheit auslöschen?</blockquote></​td></​tr><​tr valign="​top"><​td>​2024-06-05</​td><​td>​Justus Piater ​and Joanna Chimiak-Opoka teach a tutorial ​<i>Generative KI in 5 Minuten; Bilder erstellen mit KI</i> at <a href="​https://​www.uibk.ac.at/de/disc/​events/​discussion-ki-workshop/">​Wie +    ​expert interview on “Human-robotics relations: What does the 
-    ​verwende ich KI? KI-Schnupperworkshop für Einsteiger:​innen</​a>, ​Stadtbibliothek Innsbruck. (Öffentliche Veranstaltung im Rahmen der Vortragsreihe DiSCussion des Digital Science Centers, organisiert gemeinsam mit dem Vizerektorat für Digitalisierung und Nachhaltigkeit)</​td></​tr><​tr valign="​top"><​td>​2024-06-01</​td><​td>​Justus Piater ​appears in the media: ​<a href="​https://​www.tt.com/artikel/​30883891/​ki-hat-nur-so-viel-macht-wie-wir-ihr-geben-sind-die-warnungen-uebertrieben-oder-realistisch">„KI +    future hold?</a>, Innsbruck. (Public event organized by the Department of Media, Society and Communication,​ Universität Innsbruck)</​td></​tr><​tr valign="​top"><​td>​2026-04-15</​td><​td>​Justus Piater ​gives an invited talk <i>Some Latest Results ​in Robot Learning of Structure by 
-    hat nur so viel Macht, wie wir ihr geben“Sind die Warnungen +    Interaction</i> at <a href="​https://​airov.at/2026/workshop/TactileRobotics.html">Austrian 
-    übertrieben oder realistisch?​</​a>​. ​(Newspaper article in Tiroler Tageszeitung)</​td></​tr><​tr valign="​top"><​td>​2024-05-28</​td><​td>​Justus Piater gives an invited ​colloquium ​<i>Making robots learn to perceive and act with +    ​Robotics Workshop</​a>, ​Leoben. (Annual workshop of the GMAR; at AIRoV 2026)</​td></​tr><​tr valign="​top"><​td>​2026-04-08</​td><​td>​Simon Haller-Seeber and Justus Piater ​co-organize ​the <a href="​https://​robocupjunior.at/">RCJ2026 - Robocup Junior Austrian Open08.-10.4.2026</​a>​.</​td></​tr><​tr valign="​top"><​td>​2026-04-08</​td><​td>​Justus Piater gives an invited ​talk <i>Generative KI: Funktionsweise,​ Möglichkeiten und 
-    ​understanding</i> at <a href="​https://​uni-tuebingen.de/​fakultaeten/​mathematisch-naturwissenschaftliche-fakultaet/​fachbereiche/​zentren/​cognitive-science-in-tuebingen/​colloquia/​cognitive-science-colloquium/">​Cognitive Science Colloquium</​a>​Universität Tübingen. <span class="​actions"><​a href="​javascript:​void(0)"​ onclick="​showHide('​newsitem3', '​Abstract'​)">​[Abstract]</​a></​span><​blockquote id="newsitem3Abstract" style="​display:​none">​The title of this talk is the motto of my Intelligent +    ​Grenzen</i> at SchulleiterInnen-Tagung „IT-Sicherheit und KI-Einsatz ​in 
-    ​and Interactive Systems group at the University of InnsbruckOur +    der Schule“Pädagogische Hochschule Tirol(Veranstaltung für Schulleitungen der Bildungsdirektion für Tirol) ​<span class="​actions"><​a href="​javascript:​void(0)"​ onclick="​showHide('​newsitem5', '​Abstract'​)">​[Abstract]</​a></​span><​blockquote id="newsitem5Abstract" style="​display:​none">​Generative KI-Systeme wie ChatGPT und Midjourney haben 
-    ​long-term objective is to improve abstraction,​ generalization+    ​die Welt im Sturm erobertWie können wir sie produktiv nutzen? 
-    ​robustness, and ultimately explainability of robot perception and +    ​Wie können wir mit den Herausforderungen umgehendie durch sie 
-    ​action. Motivated by shortcomings of current machine-learning +    ​entstehen? Ich werde diese Fragen von der technischen Seite her 
-    methodsI will argue that &​quot;​understanding&​quot;​ is a meaningful notion +    ​angehen und einen Eindruck davon vermittelnwie diese Systeme 
-    ​in AI that reaches beyond prediction and controlI will discuss +    ​funktionierenDaraus ergeben sich ein realistisches Verständnis 
-    ​examples of our recent work on learning visual relational +    ​für ihre Möglichkeiten und Grenzen sowie einige grundlegende 
-    ​concepts, extrapolation of learned movements beyond the training +    ​Empfehlungen für den Umgang mit ihnen im Schulbetrieb.</​blockquote></​td></​tr><​tr valign="​top"><​td>​2026-03-31</​td><​td>​Samuele Tosatto gives an invited keynote <​i>​Accelerating Reinforcement Learning with Off-Policy DataPromises, Pitfalls, and Future Directions</​i>​ at <a href="​https://​rl4aa.github.io/RL4AA26/">Reinforcement Learning For Autonomous Accelerators 2026</a>, Liverpool. <span class="​actions"><​a href="​javascript:​void(0)"​ onclick="​showHide('​newsitem6', '​Abstract'​)">​[Abstract]</​a></​span><​blockquote id="newsitem6Abstract" style="​display:​none">​Reinforcement learning is a promising technique for solving complex control problems in real-world physical systemssuch as roboticsplasma stabilization,​ and particle accelerators. However, RL is often data-hungry,​ and its classic on-policy formulation is often inefficient,​ as it disallows data reuse, and unsafe, as it requires the agent to interact with the environment from scratch
-    distribution,​ learning of symbolic concepts and rules, and +Off-policy reinforcement learning offers a more appealing paradigm by enabling the reuse of historical data and the utilization of safe, external behavior sources (such as human operator logs). However, this flexibility comes at a cost: off-policy learning introduces significant theoretical instabilities. In this talk, we will analyze some fundamental difficulties in off-policy reinforcement learning, both in value and policy learning, explore the algorithmic landscape that tames them, and see the future direction in which the field is moving. ​</​blockquote></​td></​tr><​tr valign="​top"><​td>​2025-11-19</​td><​td>​Justus Piater ​gives an invited talk <​i>​Structural Understanding – The Grand Challenge of Robot 
-    structure-driven skill learning from sensorimotor +    Learning</​i>​ at <a href="​https://​elliit.se/​news-and-events/​focus-period-lund-2025/​symposium/">​ELLIIT Focus Period Symposium: Robot Learning</​a>​Lund University. (The ELLIIT Focus Period Symposium is the highlight of the five-week focus period, during which young international scholars, ELLIIT researchers and other well-established international academics gather ​in Lund to work together ​on joint research challenges.) <span class="​actions"><​a href="​javascript:​void(0)"​ onclick="​showHide('​newsitem7', '​Abstract'​)">​[Abstract]</​a></​span><​blockquote id="newsitem7Abstract" style="​display:​none">​AI has made great progress ​in recent years, and the 
-    experience.</​blockquote></​td></​tr><​tr valign="​top"><​td>​2024-04-28</​td><​td>​Justus Piater appears in the media: <a href="​https://​www.wienerzeitung.at/a/ki-viel-leistung-aber-kein-verstand">KI: Viel Leistung, aber kein Verstand</​a>​. ​(Newspaper article in Wiener Zeitung) ​<span class="​actions"><​a href="​javascript:​void(0)"​ onclick="​showHide('​newsitem5', '​Abstract'​)">​[Abstract]</​a></​span><​blockquote id="newsitem5Abstract" style="​display:​none">​Einen Roboterder seine Umwelt versteht und neue +    ​sophistication of robots has been rising with costs fallingYet
-    Probleme selbstständig löstgibt es noch nichtWie intelligent +    ​the capabilities of AI-enabled robots are not keeping pace. I 
-    ist Künstliche Intelligenz?​</​blockquote></​td></​tr><​tr valign="​top"><​td>​2024-04-27</​td><​td>​Justus Piater ​appears in the mediaDenn sie weiß (noch) nichtwas sie tut. (Newspaper article ​in Tiroler Tageszeitung supplement ​on artificial intelligence) <span class="​actions"><​a href="​javascript:​void(0)"​ onclick="​showHide('​newsitem6', '​Abstract'​)">​[Abstract]</​a></​span><​blockquote id="newsitem6Abstract" style="​display:​none">​Künstliche Intelligenz steckt heute in vielen Geräten +    ​argue that this is due to a lack of structural understanding by 
-    ​des AlltagsDoch bis Maschinen wirklich Verstehen lernenhaben +    current AI systems. I will discuss several lines of research in my 
-    ​KI-Systeme laut Informatiker Justus Piater von der Uni Innsbruck +    lab that seek to enable robots to generalize better and learn 
-    ​noch einen weiten Weg vor sich.</​blockquote></​td></​tr><​tr valign="​top"><​td>​2024-04-25</​td><​td>​Justus Piater ​gives an invited keynote <i>Generative KI: Möglichkeiten und Grenzen</i> at <a href="​https://​efuture-day.tsn.at/programm">eFuture-Day +    faster thanks to explicit notions of structure.</​blockquote></​td></​tr><​tr valign="​top"><​td>​2025-09-18</​td><​td>​Samuele Tosatto ​gives an invited keynote <i>Where are all the intelligent robots? A quest for efficiency in reinforcement learning</i> at <a href="​https://​sarl-plus.github.io/​RL-Bootcamp2025/">Reinforcement Learning Bootcamp 2025</​a>, ​Salzburg. <span class="​actions"><​a href="​javascript:​void(0)"​ onclick="​showHide('​newsitem8', '​Abstract'​)">​[Abstract]</​a></​span><​blockquote id="newsitem8Abstract" style="​display:​none">​As artificial intelligence reshapes our digital world at a breathtaking pace,  
-    Sek. 1</​a>, ​Pädagogische Hochschule Tirol. <span class="​actions"><​a href="​javascript:​void(0)"​ onclick="​showHide('​newsitem7', '​Abstract'​)">​[Abstract]</​a></​span><​blockquote id="newsitem7Abstract" style="​display:​none">​Generative KI-Systeme wie ChatGPT und Midjourney haben +    a curious question arises: Where are all the real-world, intelligent robots? ​ 
-    ​im Laufe des letzten Jahres begonnenunsere Welt zu verändern+    ​While we have mastered the generation of textimages, and video by leveraging vast web-scale datasets, 
-    ​Wie können wir sie produktiv nutzen? Wie können wir mit den +    robotics still faces a fundamental data bottleneckReinforcement learning (RL) offers a compelling solution, ​ 
-    ​Herausforderungen umgehendie durch sie entstehen? Ich werde +    ​enabling agents to learn autonomously by collecting their own experience. ​ 
-    ​diese Fragen von der technischen Seite her angehen und einen +    ​However, the path to autonomy is often blocked by the staggering inefficiency of current RL algorithms
-    ​Eindruck davon vermitteln, wie diese Systeme funktionierenDaraus +    ​which can require millions of trials to master simple tasks. This talk embarks on a quest to tackle this  
-    ​ergeben sich ein realistisches Verständnis für ihre Möglichkeiten +    ​efficiency problem head-onI will argue that a crucial step toward unlocking the potential of  
-    ​und Grenzen sowie einige grundlegende Empfehlungen für den Umgang +    ​robot learning lies in a two-pronged approach: first, by developing statistically efficient ​ 
-    ​mit ihnen im Schulbetrieb.</​blockquote></​td></​tr><​tr valign="​top"><​td>​2024-04-24</​td><​td>​Justus Piater gives an invited keynote <i>Generative KI: Möglichkeiten und Grenzen</i> at <a href="​https://​efuture-day-sek2.tsn.at/programm">eFuture-Day +    ​algorithms that can reuse data by leveraging sound off-policy techniques, and second, ​ 
-    ​Sek. 2</​a>, ​Pädagogische Hochschule Tirol. <span class="​actions"><​a href="​javascript:​void(0)"​ onclick="​showHide('​newsitem8', '​Abstract'​)">​[Abstract]</​a></​span><​blockquote id="newsitem8Abstract" style="​display:​none">​Generative KI-Systeme wie ChatGPT und Midjourney haben +    ​by designing better action representations for physical, real-world agents.  
-    ​im Laufe des letzten Jahres begonnenunsere Welt zu verändern+    By making our algorithms more efficient and refining their core hypotheses,  
-    ​Wie können wir sie produktiv nutzen? Wie können wir mit den +    we can accelerate the journey toward real embodied artificial intelligence.</​blockquote></​td></​tr><​tr valign="​top"><​td>​2025-07-15</​td><​td>​Justus Piater gives an invited keynote <i>Making robots learn to perceive and act with 
-    ​Herausforderungen umgehendie durch sie entstehen? Ich werde +    understanding</i> at <a href="​https://​www.uibk.ac.at/en/​congress/​multibody2025/​">The 
-    ​diese Fragen von der technischen Seite her angehen und einen +    ​12th ECCOMAS Thematic Conference on Multibody Dynamics</​a>, ​Innsbruck. <span class="​actions"><​a href="​javascript:​void(0)"​ onclick="​showHide('​newsitem9', '​Abstract'​)">​[Abstract]</​a></​span><​blockquote id="newsitem9Abstract" style="​display:​none">​The flexibility and robustness of current robots is 
-    ​Eindruck davon vermittelnwie diese Systeme funktionierenDaraus +    ​limited by their lack of understanding of their environment. For 
-    ​ergeben sich ein realistisches Verständnis für ihre Möglichkeiten +    this reasonmost robots operate in controlled environments
-    ​und Grenzen sowie einige grundlegende Empfehlungen für den Umgang +    ​Machine learning can circumvent modeling problems but introduces 
-    ​mit ihnen im Schulbetrieb.</​blockquote></​td></​tr><​tr valign="​top"><​td>​2024-04-22</​td><​td>​Justus Piater ​gives an invited talk <i>Möglichkeiten der KI bei klangrelevanten Arbeitsschritten +    ​new problems of generalizing from examples. How can robots acquire 
-    im Fertigungsprozess</i> at Digitalwissenschaftlicher Bildungsnachmittag,​ Musikinstrumentenbauschule Mittenwald.</​td></​tr><​tr valign="​top"><​td>​2024-03-26</​td><​td>​Justus Piater co-organizes the <a href="​https://​airov.at/">AIRoV – The First Austrian +    understanding (of structurefunction, causality, etc.) that 
-    ​Symposium on AI, Robotics, and Vision 26.–27.3.2024</​a>​.</​td></​tr></​table></​HTML>​+    ​allows them to generalize from sparse experience? Motivated by 
 +    ​shortcomings of current machine-learning methodsI will argue 
 +    that &​quot;​understanding&​quot;​ is a meaningful notion in AI that reaches 
 +    beyond prediction and controlI will discuss examples of our 
 +    ​recent work on learning visual relational concepts, extrapolation 
 +    ​of learned movements beyond the training distribution,​ learning of 
 +    ​symbolic concepts and rules, and structure-driven skill learning 
 +    from sensorimotor experience. Our long-term objective is to 
 +    improve abstraction,​ generalization,​ robustness, and ultimately 
 +    explainability of robot perception and action.</​blockquote></​td></​tr><​tr valign="​top"><​td>​2025-07-11</​td><​td>​Justus Piater ​and Alejandro Agostini give an invited talk <i>Learning Symbols and Abstractions in Robot Planning</i> at <a href="​https://​www.unibz.it/en/events/​abstraction-language-science-engineering">Abstraction:​ 
 +    ​Language - Science - Engineering</a>, Bolzano(International Workshop)</​td></​tr></​table></​HTML>​
  
 [[news|Older News]] [[news|Older News]]
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