Marginalia

Felipe C.

Marginalia brings books and research into conversations about how we think, speak, remember, and live together. Explore philosophy, artificial intelligence, linguistics, psychology, history, art, and science through the ideas and questions in the source texts. Listen to learn, question what you hear, and take the debate further. Browse seven subject collections, including separate AI Books and AI Papers series. AI Papers connects recent research with historically significant work. Philosophy & Critical Theory: Ricoeur, Adorno, truth, interpretation, and ethics.AI & Computer Science: Learning, world models, and the ideas behind intelligent machines.Language & Linguistics: How language works, develops, and evolves.Mind & Psychology: Consciousness, cognition, development, and human behavior.History & Judaism: Jewish history, memory, and how we understand the past.Art & Music: Aesthetics, creativity, and ways of listening.Mathematics & Science: Mathematical ideas, scientific reasoning, and how we establish knowledge.Human-curated, with conversations produced using NotebookLM. Explore the episodes and their source references at the podcast library. felipecasadei.ai

  1. 3d ago

    La-JEPA: Compact Robot Policies with Latent World Modeling (Mateo Clémente et al.)

    Mateo Clémente and colleagues introduce La-JEPA, a compact robot policy trained in the feature space of a pretrained V-JEPA 2.1 video encoder. The model learns to predict future visual features alongside actions during training, then generates actions alone when controlling the robot. The authors evaluate it on LIBERO-Plus, RoboTwin 2.0 and four real-robot tasks, reporting strong results with smaller policies than several generation-based alternatives. Their design study compares JEPA features with video-VAE latents and examines which forms of predictive supervision improve control. The paper also identifies corrupted instructions in the released LIBERO-Plus evaluator and re-evaluates baselines under a corrected protocol. Author: Mateo Clémente, George Z. Xue, Amin Abyaneh, Liheng Ma, Rui Heng Yang, Tongtong Cao, Zhanguang Zhang and Yingxue Zhang Source: La-JEPA: Compact Robot Policies with Latent World Modeling · Mateo Clémente, George Z. Xue, Amin Abyaneh, Liheng Ma, Rui Heng Yang, Tongtong Cao, Zhanguang Zhang and Yingxue Zhang Series: Weekly AI Papers · Recent research Explore: AI & Computer Science · AI Papers Related episodes: Yann LeCun & Randall Balestriero: The Platonic Representation Hypothesis with JEPAs · Robotics, Vision and Control (Peter Corke) — Part 5 of 5: Vision-Based Control Got something to say to this podcast? Send a voicemail, and you might hear yourself on the next episode!

    La-JEPA: Compact Robot Policies with Latent World Modeling (Mateo Clémente et al.)

About

Marginalia brings books and research into conversations about how we think, speak, remember, and live together. Explore philosophy, artificial intelligence, linguistics, psychology, history, art, and science through the ideas and questions in the source texts. Listen to learn, question what you hear, and take the debate further. Browse seven subject collections, including separate AI Books and AI Papers series. AI Papers connects recent research with historically significant work. Philosophy & Critical Theory: Ricoeur, Adorno, truth, interpretation, and ethics.AI & Computer Science: Learning, world models, and the ideas behind intelligent machines.Language & Linguistics: How language works, develops, and evolves.Mind & Psychology: Consciousness, cognition, development, and human behavior.History & Judaism: Jewish history, memory, and how we understand the past.Art & Music: Aesthetics, creativity, and ways of listening.Mathematics & Science: Mathematical ideas, scientific reasoning, and how we establish knowledge.Human-curated, with conversations produced using NotebookLM. Explore the episodes and their source references at the podcast library. felipecasadei.ai

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