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DeFi Hacks: An Unexpected Boost for US Money Markets?

14.01.2026 by qfx

New research suggests that security breaches in decentralized finance aren’t always a threat to traditional markets, and may, surprisingly, channel liquidity into short-term funding.

Categories Science

Stress-Testing AI Finance: A New Benchmark for Agent Safety

14.01.2026 by qfx

Current financial language model evaluations neglect the systemic risks inherent in agent behavior, while general agent benchmarks lack the persistent, stateful environments necessary to assess verifiable consequences; therefore, this work introduces FinVault, the first execution-grounded financial security benchmark featuring executable environments and state-writable databases to rigorously evaluate agent performance and expose potential vulnerabilities in real-world financial systems.

Researchers have developed a rigorous testing ground to assess the vulnerabilities of artificial intelligence systems operating in complex financial markets.

Categories Science

Contagion in DeFi: Mapping Systemic Risk

14.01.2026 by qfx

A time series analysis of decentralized finance (DeFi) reveals that heightened network-wide synchronization-measured through rolling correlations of total value locked (TVL) log returns-correlates with increased structural fragility within the ecosystem, suggesting a systemic vulnerability as interconnectedness intensifies [latex] [/latex].

A new analysis reveals how evolving dependencies between decentralized finance protocols, not just individual asset volatility, drive systemic vulnerability.

Categories Science

Watching the Financial System’s Pulse

14.01.2026 by qfx

New statistical methods offer a way to continuously monitor forecasts of systemic risk, flagging potential inaccuracies before they destabilize markets.

Categories Science

Learning from Cities: AI-Powered Analysis of Climate Equity Plans

14.01.2026 by qfx

A new approach uses artificial intelligence to map, compare, and recommend best practices from city-level climate equity policies.

Categories Science

The Illusion of Understanding: How AI May Bypass Human Skepticism

14.01.2026 by qfx

New research suggests that large language models aren’t necessarily deceiving us, but exploiting our evolved cognitive shortcuts to gain unwarranted trust.

Categories Science

Smart Infrastructure: AI Agents Diagnose Network Problems

14.01.2026 by qfx

A new approach uses artificial intelligence to pinpoint the root causes of issues in complex telecom and datacenter networks, moving beyond traditional graph-based diagnostics.

Categories Science

Smarter Evacuations: AI Predicts Traffic Flow During Hurricanes

13.01.2026 by qfx

The proposed framework utilizes reinforcement learning to guide dynamic multi-graph fusion, enabling a system to adaptively integrate information from multiple graph representations.

A new approach uses artificial intelligence to dynamically analyze road networks and predict traffic patterns during hurricane evacuations, improving response times and safety.

Categories Science

Can AI Handle Business Finances?

13.01.2026 by qfx

BizFinBench.v2 establishes a comprehensive evaluation framework encompassing eight foundational and two online tasks-distributed across four distinct scenarios-to assess financial reasoning capabilities, as exemplified by the real-time Portfolio Asset Allocation task it facilitates.

A new benchmark tests large language models’ ability to perform complex financial tasks using real-world data and online tools.

Categories Science

Decoding Nordic Markets: How Eigenvalues Signal Shifts in Risk

13.01.2026 by qfx

The analysis of Nordic market log-returns reveals that the four dominant eigenvalues - indicators of market co-movement - exhibit a dynamic temporal evolution, suggesting shifts in the underlying systemic risk and interdependencies between these economies over time.

New research reveals how analyzing correlation structures in Nordic stock markets can identify changing regimes and improve portfolio performance.

Categories Science
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