Chenyu Wang
2 papers · Latest:
Cryptography & Security
MATRIX: Multi-Layer Code Watermarking via Dual-Channel Constrained Parity-Check Encoding
MATRIX is a novel multi-layer, dual-channel code watermarking framework that uses parity-check encoding for robust provenance tracking in LLM-generated code.
2604.16001
Machine LearningOnline Reasoning Calibration: Test-Time Training Enables Generalizable Conformal LLM Reasoning
ORCA uses test-time training and conformal prediction to calibrate LLM reasoning, significantly boosting efficiency and generalization while providing valid confidence.
2604.01170
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