Ilir Aliu (@IlirAliu_)

로봇 정책을 전체 재학습하지 않고 내부 상태를 작은 feature vector로 압축한 뒤, 그 위에 작은 RL 레이어만 학습하는 'RL token' 아이디어를 소개한다. 로봇 정책 fine-tuning 시간을 며칠에서 몇 분으로 줄일 수 있다고 강조하며, 로보틱스 학습 효율을 크게 높일 수 있는 접근이다.

https://x.com/IlirAliu_/status/2036366477075366246

#robotics #reinforcementlearning #finetuning #robotpolicy #ai

Ilir Aliu (@IlirAliu_) on X

Robots building robots. RL token is a simple but powerful idea: Fine-tuning robot policies usually takes days. This takes minutes. Instead of retraining the full model, compress its internal state into a small feature vector and train a tiny RL layer on top. • small actor +

X (formerly Twitter)
📚 Dan Simmons has left the building, but not before leaving us with impossibly convoluted URLs to nowhere. 🤦‍♂️ Apparently, respecting a robot policy is the new mourning etiquette. 🤖💔
https://en.wikipedia.org/wiki/Dan_Simmons #DanSimmons #LeavingURLs #RobotPolicy #MourningEtiquette #HackerNews #HackerNews #ngated
Dan Simmons - Wikipedia

🐧 Ah, the elite club of “please-be-our-friend-agents” has a new bouncer: Finnix! 🤖 Apparently, the secret handshake involves setting a useragent and worshipping at the altar of the robot policy. 🎩 Because, let's face it, who doesn't want to endlessly browse #httpsw.wiki4wJS and decipher phabricator hieroglyphics for fun? 🙄
https://en.wikipedia.org/wiki/Finnix #eliteclub #useragents #Finnix #robotpolicy #HackerNews #ngated
Finnix - Wikipedia

Oh look, another riveting article reminding us to set a user agent like we're all just dying to be polite web citizens 🤖. And in a plot twist only a bot could love, there's a tantalizing link to T400119, because who doesn't crave more thrilling robot policy drama? 🙄 #WebEtiquetteExcitement
https://en.wikipedia.org/wiki/Anscombe%27s_quartet #WebEtiquette #RobotPolicy #UserAgent #Drama #HackerNews #TechHumor #HackerNews #ngated
Anscombe's quartet - Wikipedia

Ah, the digital age paradox: a waterfall article that tantalizes with *waterfalls of restrictions*. 🤖💧 Because nothing screams *user-friendly* like a #useragent and a robot policy. 🙄 #JustLetMeRead
https://en.wikipedia.org/wiki/Cascata_delle_Marmore #digitalage #paradox #waterfalls #restrictions #userfriendly #robotpolicy #HackerNews #ngated
Cascata delle Marmore - Wikipedia