A training-free post-hoc code watermark embeds 24-bit identifiers via multi-channel spread-spectrum encoding over naming conventions and semantic pattern pairs, with majority voting and Reed-Solomon recovery.
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InfiniLoRA decouples LoRA execution from base-model inference and reports 3.05x higher request throughput plus 54% more adapters meeting strict latency SLOs.
Empirical study across five LLMs and four languages finds security-aware prompting changes CWE category distributions but yields no statistically significant reduction in vulnerability frequency or density.
SemanticLock uses an operation conflict graph to enable more concurrent operations than standard locks, shown on a toy array and augmented ConcurrentHashMap.
WALL-E uses external library linking via client-server architecture to support ten managed languages in WebAssembly with hundreds-fold speedup over nested runtimes.
MarginGate triggers verification only on low-margin decode steps to achieve 100% deterministic batch inference at 15-50% of the cost of always-on verification across tested models and datasets.
citing papers explorer
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Multi-Channel Spread-Spectrum Code Watermarking
A training-free post-hoc code watermark embeds 24-bit identifiers via multi-channel spread-spectrum encoding over naming conventions and semantic pattern pairs, with majority voting and Reed-Solomon recovery.
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InfiniLoRA: Disaggregated Multi-LoRA Serving for Large Language Models
InfiniLoRA decouples LoRA execution from base-model inference and reports 3.05x higher request throughput plus 54% more adapters meeting strict latency SLOs.
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An Empirical Evaluation of LLM-Generated Code Security Across Prompting Methods
Empirical study across five LLMs and four languages finds security-aware prompting changes CWE category distributions but yields no statistically significant reduction in vulnerability frequency or density.
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Semantic Lock: Synchronization Based on the Analysis of the Operation Conflict Graph
SemanticLock uses an operation conflict graph to enable more concurrent operations than standard locks, shown on a toy array and augmented ConcurrentHashMap.
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Bringing Managed Language Support to WebAssembly with External Library Linking
WALL-E uses external library linking via client-server architecture to support ten managed languages in WebAssembly with hundreds-fold speedup over nested runtimes.
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MarginGate: Sparse Margin-Triggered Verification for Batch-Invariant LLM Inference
MarginGate triggers verification only on low-margin decode steps to achieve 100% deterministic batch inference at 15-50% of the cost of always-on verification across tested models and datasets.