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Learning by Watching: Robots Master Complex Tasks with Minimal Guidance

December 20, 2025 by BBG News

ManiLong-Shot presents a novel framework designed to enhance one-shot imitation learning for complex, long-horizon prehensile manipulation tasks.

A new framework enables robots to learn long-duration manipulation skills from just a single demonstration, paving the way for more adaptable and user-friendly robotic systems.

Categories Science

Beyond Geometry: How Neural Networks Learn to Reason with Symbols

December 20, 2025 by BBG News

Probes trained on the closure subspace accurately predict variable presence and exhibit a weak alignment with the model’s unembedding direction for each token, demonstrating a correlation between learned representations and identifiable features within the model's internal state.

New research reveals that transformer models can develop abstract reasoning skills by learning symbolic strategies, even without explicit training on pre-defined concepts.

Categories Science

Mapping the World for AI: How Scene Graphs Are Powering Smarter Robots

December 20, 2025 by BBG News

MomaGraph facilitates robotic task execution by constructing task-specific scene graphs that delineate relevant objects, their constituent parts, and the spatial-functional relationships between them, thereby enabling both spatial understanding and effective task planning.

Researchers are developing richer ways for artificial intelligence to understand indoor environments, enabling more effective task planning and interaction.

Categories Science

The Limits of Knowing: Why Intelligent Systems Can’t See the Future

December 20, 2025 by BBG News

New research reveals that fundamental mathematical constraints – Gödel’s incompleteness and the chaotic nature of dynamical systems – impose inherent limits on the predictive capabilities of even the most advanced artificial intelligence.

Categories Science

Robots Learn by Doing: Bridging the Gap with Self-Generated Training Data

December 20, 2025 by BBG News

ReinforceGen establishes a cyclical process of learning, beginning with the expansion of limited human demonstrations into a synthetic dataset, then training an agent to navigate through both planned waypoints and directly learned control, and finally refining its performance through continuous interaction with the environment-a strategy acknowledging that robust systems are not built, but iteratively sculpted by experience.

A new framework combines imitation learning and reinforcement learning to empower robots to autonomously generate training data, leading to more robust and efficient manipulation skills.

Categories Science

AI’s Cultural Impact: Safeguarding Rights in a Digital World

December 20, 2025 by BBG News

As artificial intelligence rapidly reshapes societies, ensuring its development respects cultural identities and promotes equitable progress is becoming critically important.

Categories Science

Let It Go…Into Robotics: Building a Believable Olaf

December 19, 2025 by BBG News

Olaf represents a robotic platform designed and implemented for research.

Researchers have created a surprisingly lifelike robotic replica of the animated character Olaf, prioritizing realistic movement and believability over purely functional robotic performance.

Categories Science

Research Reimagined: An AI Assistant for Every Step

December 19, 2025 by BBG News

The TIB AIssistant provides a configurable interface enabling sequential or individual use of specialized tools-such as literature search and proofreading-to facilitate research workflows, culminating in the generation of reproducible research outputs packaged as RO-Crate bundles.

A new open-source platform, TIB AIssistant, aims to empower researchers by seamlessly integrating artificial intelligence throughout the entire research process.

Categories Science

Sensing Home: Navigating the Data Deluge

December 19, 2025 by BBG News

As smart homes become increasingly sensor-rich, effectively managing the resulting data is crucial for a seamless and trustworthy user experience.

Categories Science

Beyond Automation: Reclaiming Humanity in the Age of AI Learning

December 19, 2025 by BBG News

As generative AI reshapes education, a new framework is needed to empower learners and educators to actively shape these technologies, not simply be shaped by them.

Categories Science
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