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Science

Decoding the Digital Frontier: A Crypto-Asset Landscape

06.02.2026 by qfx

A new framework categorizes the rapidly evolving world of crypto-assets, connecting their technical underpinnings to market function and regulatory needs.

Categories Science

The Numbers Game: How Prediction Markets Mask Human Bias

06.02.2026 by qfx

Our two-phase research design integrates macro-level platform ethnography with micro-level participant sessions, using insights from an ethnographic data archive to inform design probes that facilitate user confrontation with real-world platform artifacts.

A new analysis reveals how platforms like Polymarket transform subjective beliefs into seemingly objective forecasts, creating an illusion of neutrality.

Categories Science

When AI Agents Attack: Securing the Next Generation of Assistants

06.02.2026 by qfx

AgentHeLLM Pathfinders systematically deconstructs system defenses by charting potential attack routes, leveraging graph-building tools to visualize vulnerabilities and then ranking generated attack plans by projected cost-a process revealing exploitable pathways within complex architectures.

As AI systems gain agency, understanding and mitigating the evolving threat landscape becomes critical, particularly in safety-critical applications.

Categories Science

Mapping the Cosmos: Machine Learning Predicts How Galaxies Cluster

06.02.2026 by qfx

A new machine learning framework accurately forecasts galaxy bias by analyzing the interplay between dark matter halos and cosmic environments.

Categories Science

Unlocking Neural Network Secrets with Statistical Physics

06.02.2026 by qfx

Researchers are applying concepts from the Renormalisation Group to build more reliable and interpretable deep learning models.

Categories Science

The Deepfake Pipeline: Tracking the Technology Behind Non-Consensual Intimate Images

06.02.2026 by qfx

A complex ecosystem of interconnected technologies-spanning creation through generative AI models, distribution via online channels, proliferation within specialized communities and search platforms, infrastructural support from developer services, and monetization through payment processors-enables the production and dissemination of AI-generated non-consensual intimate images, highlighting the systemic nature of this abuse and the multiple points of intervention required to disrupt it.

A new review maps the complex web of technologies enabling the creation and dissemination of AI-generated sexual abuse material, revealing how efforts to combat it often feel like a futile game of whack-a-mole.

Categories Science

Beyond Sequences: How Graph Networks and AI Language Models Are Unlocking Time Series Insights

06.02.2026 by qfx

The proposed framework leverages a multi-scale extraction module, detailed in its architecture, coupled with a hyperedging mechanism to effectively process and represent information.

A new framework combines the power of graph-based reasoning with large language models to dramatically improve the analysis and understanding of complex time series data.

Categories Science

Learning to Feel: AI Inspired by Biological Senses

06.02.2026 by qfx

The knee demonstrates functional specialization through six distinct afferent arrays-detailed in accompanying figures and tables-each contributing uniquely to proprioceptive feedback and nuanced movement control as the system adapts to the inevitable entropy of biomechanical processes.

A new approach to artificial intelligence mimics the way animals learn to avoid harm, creating more robust and adaptable systems.

Categories Science

When Reasoning Goes Wrong: Spotting Instability in AI’s Thought Process

06.02.2026 by qfx

In large language models, dynamic instability during inference-manifested as abrupt shifts in next-token probability distributions and increased uncertainty-can be quantified via a diagnostic signal [latex]I\_t = D\_t + \lambda H\_t[/latex], where [latex]D\_t[/latex] measures distributional shift and [latex]H\_t[/latex] represents uncertainty, with the overall instability strength [latex]S = \max\_t I\_t[/latex] correlating with increased failure risk and the timing of instability episodes offering insights into potential recoverability.

New research reveals a way to detect when large language models begin to falter during reasoning, offering insights into why they sometimes fail.

Categories Science

Decoding the Spread: Who Fuels Conspiracy Theories Online?

05.02.2026 by qfx

A dismantling analysis pinpointed individuals responsible for a disproportionate number of infections, revealing that a small subset of the population consistently drove the majority of disease transmission-a finding with critical implications for targeted intervention strategies.

New research reveals how data analysis can pinpoint the key individuals and automated accounts driving the proliferation of misinformation on X.

Categories Science
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