SourcesSAGE — Self-Aware Guided Efficient Reasoning Reduces Inference CostarXiv·high signalByteDance. Reasoning models know when to stop thinking but sampling obscures it. SAGE selects concise correct paths via confidence.SourceSource pagearXiv↳ Follow the threadStack layer / Contrast'Resample or Reroute?' Reframes LLM Routing Under Real Budget ConstraintsarXivStack layer / Update threadCodeTracer Performs Forensic Attribution of Backdoored Code CompletionsarXivPolicy dependency / Stack layerReason Less, Verify More: Deterministic Gates Catch a Silent Policy-Violation Failure in Tool-Using AgentsarXivStack layer'Stop Guessing When to Stop Testing' Pushes Sequential Evaluation to Cut Benchmark CostarXivStack layerzkComposer Decomposes Proof Construction to Scale Zero-Knowledge ML InferencearXivStack layer / Threat patternMitigating Taint-Style MCP Server Vulnerabilities Without Touching Server Code (SPELLSMITH)arXivStack layerSLORR Adds Stateless In-Training Low-Rank Regularization Without SVDsarXivStack layer / Threat patternTRACE Watermarks Agent Trajectories Against Adversaries Who Control the LogsarXiv