Orr Krupnik

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Orr Krupnik

Orr Krupnik

@orrkrup

AI Researcher | Reinforcement Learning, Robotics | PhD Technion | More data isn't all we need 🦾 🌍📈

Israel Katılım Nisan 2018
351 Takip Edilen189 Takipçiler
Orr Krupnik
Orr Krupnik@orrkrup·
New preprint out! TL;DR: With a few calls to a lightweight, pre-trained VLM, we can select better experience for off-policy RL training, and improve both performance and sample efficiency 📈🤖🏆 Proud to have worked on this with @elad_sharony and @TomJurgenson !
Elad Sharony@elad_sharony

Experience replay is the backbone of off-policy RL. But here's a question: Which experiences should you replay? New paper: 𝐕𝐋𝐌-𝐆𝐮𝐢𝐝𝐞𝐝 𝐄𝐱𝐩𝐞𝐫𝐢𝐞𝐧𝐜𝐞 𝐑𝐞𝐩𝐥𝐚𝐲 Project page: esharony.me/projects/vlm-r… 🧵

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Orr Krupnik
Orr Krupnik@orrkrup·
עיריית חיפה חושפת את סדר העדיפויות התחבורתי שלה בפרסום תמים לכאורה. ומה השניים שלא מוזכרים בכלל? (רמז בתחתית התמונה) #פידתחבורה #חיפה
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Orr Krupnik
Orr Krupnik@orrkrup·
@AvivTamar1 How long will it be before we stop writing papers because no human reads anymore anyway?
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Google Cloud
Google Cloud@googlecloud·
We're partnering with Tzafon, an AI R&D lab, to build next-generation agentic machine intelligence! Through our partnership, we will provide compute capacity & cloud services to train Tzafon’s new multi-agent models & develop new automation frameworks → goo.gle/4kQREXN
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Tzafon
Tzafon@tzafon_company·
We’re soon releasing Lightcone, which brings Light to your Mac. Lightcone will be able to automate any task on your computer. It will be powered by our very own pre-trained foundation model, built from the ground up for computer use. lightcone.sh
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Tzafon
Tzafon@tzafon_company·
We’re hiring ML Engineers at Tzafon in SF. Join our elite team (IOI, IMO, Google alumni) working at the intersection of AI research and practical engineering. Focus areas include multi-agent RL, memory architectures, efficient sampling techniques, and Large Action Models. Send ML demos or papers to careers@tzafon.ai or DM directly.
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Orr Krupnik
Orr Krupnik@orrkrup·
הסרטון החדש של @livable_city_il מתאר את קצה הקרחון של הבעיות שמונעות מחיפה להיות העיר שהיא יכולה להיות. הלוואי שזו הסנונית הראשונה שתפתח את השיח האורבניסטי בחיפה, ותיצור שיחות שלא עוצרות אחרי "אבל יש עליות!" youtube.com/watch?v=tvUtTA…
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Orr Krupnik
Orr Krupnik@orrkrup·
@danieldan9211 הימור שלי שאלו החניות האחרונות שייתפסו שם באזור, כי צריך לחכות לקרוסלה כדי להכניס או להוציא את האוטו. מעניין לראות אם ב-11 כשייגמרו כל החניות האחרות זה עדיין יהיה ב-0 תפוסה. ... ואני לא אהיה מופתע אם זה גם עולה יותר משאר החניון
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ההר הירוק תמיד
ההר הירוק תמיד@danieldan9211·
עיניכם הוראות: מגדל קליש הצלחה מסחררת! 9:00 בבוקר יום ראשון 0 תפוסה בהחלט שווה כל שקל #פידתחבורה
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Orr Krupnik
Orr Krupnik@orrkrup·
@chris_j_paxton Do you think we’re close to reaching the limit of what we can do with data and current architectures though? I feel like the tail of the distribution of scenarios (at least for general purpose / home robots) is at least as heavy as the driving one, if not more so…
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Chris Paxton
Chris Paxton@chris_j_paxton·
Are large vision action models THE MOST important research topic in robotics for the next 5 years? 50-50 split in the room here. Fight!
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Orr Krupnik
Orr Krupnik@orrkrup·
@AvivTamar1 If this is operational, it's a huge leap forward from their previous humanoid (H1) which doesn't seem nearly as impressive when seen in person.
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Orr Krupnik
Orr Krupnik@orrkrup·
Come say Hi at #ICLR2024! I’ll be at our poster on Friday afternoon with @ZoharRimon, but also around the entire conference if anyone wants to chat 🤖🦾📈
Zohar Rimon@ZoharRimon

Heading to Vienna for #ICLR2024✈️ Me and @orrkrup will be presenting our work - MAMBA. If you're interested in - Meta RL 📊 - Generalization in RL 🌎 - Efficient exploration 🔍 Ping me or come by our poster on Friday 16:30-18:30 in Halle B #113 iclr.cc/virtual/2024/p… @iclrconf

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Orr Krupnik
Orr Krupnik@orrkrup·
@saba_khalilnaji I think grippers are sufficient… given the tasks robotics research is focused on right now. Once tasks rise in complexity (and hands become cheaper + more reliable) I guess we’ll see a rise in their popularity.
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Saba Khalilnaji
Saba Khalilnaji@saba_khalilnaji·
Do robotics AI researchers prefer grippers because they're sufficient or due to the unavailability of affordable hands? 🤔
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Orr Krupnik
Orr Krupnik@orrkrup·
Check out our @iclr_conf paper! Was really great working with @ZoharRimon and @TomJurgenson on this idea, it’s been a long time coming. Glad to be able to take part in some of the amazing Meta-RL work going on at our lab!
Zohar Rimon@ZoharRimon

Our work "MAMBA: An Effective World Model Approach for Meta Reinforcement Learning" got accepted to @iclr_conf! It was super fun working on this one with @TomJurgenson, @orrkrup, Gilad Adler, and @AvivTamar1 Paper: arxiv.org/abs/2403.09859 Code: github.com/zoharri/mamba 🧵 [1/9]

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