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<ahref="https://www.alphaxiv.org/abs/2512.12314" target="_blank" rel="noopener noreferrer">Evaluating Asynchronous Semantics in Trace-Discovered Resilience Models: A Case Study on the OpenTelemetry Demo</a>
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<p>Extends the experimental validation of the model discovery concept to a new system (the OpenTelemetry Demo) and a new grain of complexity (asynchronous semantics), comparing the trace-derived model against live chaos experiments.</p>
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<ahref="https://www.alphaxiv.org/abs/2509.07149" target="_blank" rel="noopener noreferrer">Measuring Uncertainty in Transformer Circuits with Effective Information Consistency</a>
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<p>This paper introduces the Effective-Information Consistency Score to quantify uncertainty in Transformer Circuits. This white-box, single-pass metric helps attribute uncertainty to specific mechanisms within LLMs.</p>
<pclass="update-text">Extended our experimental validation of the model discovery concept to the OpenTelemetry Demo, incorporating asynchronous semantics as an additional complexity grain.</p>
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<articleclass="update-card">
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<spanclass="update-date">December 2025</span>
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<h3class="update-title">ICSE 2026 NIER acceptance</h3>
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