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Beyond Usefulness: How Social Connection Drives Student Acceptance of Learning Robots

15.04.2026 by ebaster

New research reveals that Chinese primary school students are more likely to embrace social robots for English language practice when they perceive them as warm and engaging companions, rather than simply helpful tools.

Categories Science

Predictive Twins: Modeling Complex Systems with Active Inference

15.04.2026 by ebaster

The work details an active inference generative model-implemented as a dynamic Bayesian network-for digital twin applications, wherein state inference at time [latex] t_{c} [/latex] in the physical space propagates to policy inference at a future time [latex] t_{p} [/latex] within a digitally inferred space, utilizing conditional dependencies encoded by directed edges between random variables, actions, generative model operators, and prior preferences, with bold nodes representing observed variables and thin nodes denoting latent ones.

A new framework combines digital twins with advanced machine learning to create adaptive models capable of anticipating change in multi-agent environments.

Categories Science

When Robots Slip Up: Designing for Graceful Recovery

15.04.2026 by ebaster

A system integrates task descriptions and robotic feedback into a state interpretation module, which then directs both the user interface and the robot’s actions, establishing a closed-loop for error detection and recovery.

As robots venture into increasingly complex and critical environments, ensuring they can reliably detect and recover from errors is paramount to safe and effective operation.

Categories Science

AI Scientists: An Agent-Based System Discovers Better Image Recognition Networks

15.04.2026 by ebaster

A research cycle iteratively refines neural architectures through a collaborative agent network-an Idea Agent proposes designs, a Coding Agent implements and tunes them, a Redundancy Filtering Agent avoids revisiting known concepts via a Tree Memory, an Executor evaluates performance, and four specialized Feedback Agents analyze results which are then synthesized by a Hypothesis Synthesis Agent to update a Hypothesis Memory Bank, ensuring efficient exploration and preventing redundant computation.

Researchers have developed a multi-agent system capable of autonomously designing and refining neural network architectures for image recognition, pushing the boundaries of automated machine learning.

Categories Science

Robots Learn From Each Other: Evolving Smarter Soft Machines

15.04.2026 by ebaster

New research demonstrates that virtual soft robots can rapidly improve their performance by sharing successful control strategies, offering a powerful alternative to individual learning.

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AI Physicist: An Autonomous System Validates and Extends Published Research

15.04.2026 by ebaster

A rigorous Reproduce-Review-Reflect pipeline, when applied to a 2016 study of nanoscale contacts, revealed critical discrepancies - including a source-degeneration contact model yielding break-even resistances of 31, 77, and 125 [latex]\Omega{\cdot}\mu m[/latex] versus state-of-the-art values around 50-800 [latex]\Omega{\cdot}\mu m[/latex], a 68.7% gap shift induced by HSE06 prior updates with minimal impact on device metrics, and inconsistencies in Sb/As ratios (verified pipeline showing 2.15× As and 4.11× Sb compared to the paper’s 1.47×) - ultimately demonstrating robustness at 7nm gate length, marginal performance at 6nm, and failure at 5nm.

Researchers have created an artificial intelligence agent capable of independently reproducing, analyzing, and building upon existing computational physics studies.

Categories Science

The Social Robot Team: Building Coherent Personalities for Multi-Robot Interaction

15.04.2026 by ebaster

The M2HRI framework proposes an agent architecture-comprising perception, memory, personality, planning, and action modules-to facilitate nuanced human-agent interactions, leveraging centralized coordination to manage turn-taking and refine response selection as a means of anticipating inevitable systemic failures inherent in complex coordination.

Researchers are exploring how to imbue teams of robots with consistent personalities and long-term memory to foster more natural and engaging interactions with humans.

Categories Science

The Ghost in the Machine: Can AI Be Fooled in the Search for Life?

15.04.2026 by ebaster

The evolution of a 9-mer string, tracked through iterations of a greedy guided walk, demonstrates that none of the identified sequences function as replicators, regardless of whether the process begins with a uniform or random initial string.

New research reveals that even advanced artificial intelligence systems can be misled by cleverly designed synthetic data, raising questions about their reliability in detecting extraterrestrial life.

Categories Science

Designing Materials Anew: The Rise of AI-Powered Inorganic Chemistry

15.04.2026 by ebaster

The progression of generative AI-from genetic algorithms to diffusion models and large language models-has steadily expanded its capacity to design increasingly complex inorganic compounds, encompassing transition metal complexes, non-porous crystals, metal-organic frameworks, and zeolites, demonstrating a clear evolution in computational materials discovery.

Generative artificial intelligence is rapidly transforming materials science, offering unprecedented tools for the creation of novel inorganic compounds with targeted properties.

Categories Science

Robots That Remember: Building Socially Aware AI

15.04.2026 by ebaster

The SUMMER architecture enables social robots to selectively store and retrieve contextually relevant multimodal memories-analyzing user scenes and facial expressions to estimate memorability, storing memorable instances with generated descriptions, and ultimately facilitating socially aware and personalized interactions-effectively grounding robotic responses in a dynamically curated experiential history.

New research explores how equipping robots with human-like memory capabilities can lead to more natural and engaging social interactions.

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