DiffCodeGen clusters code candidates by behavioral similarity from fuzzing-synthesized inputs and selects the largest cluster's medoid, matching or exceeding prior test-time scaling methods with far less token and time cost.
Matryoshka: Fuzzing Deeply Nested Branches
3 Pith papers cite this work. Polarity classification is still indexing.
years
2026 3verdicts
UNVERDICTED 3representative citing papers
SILMARILS is a new information-theoretic and quantum-secure transferable designated-verifier signature scheme constructed from Shamir secret sharing, with EUF-CMA^¬DV security proofs in ROM and QROM plus statistical security in the three-party case.
ContentFuzz rewrites posts with LLM guidance from stance model confidence to flip machine labels without altering human intent, tested across four models and three datasets in two languages.
citing papers explorer
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Code Generation by Differential Test Time Scaling
DiffCodeGen clusters code candidates by behavioral similarity from fuzzing-synthesized inputs and selects the largest cluster's medoid, matching or exceeding prior test-time scaling methods with far less token and time cost.
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SILMARILS: Information-Theoretic and Quantum-Secure Designated-Verifier Signatures
SILMARILS is a new information-theoretic and quantum-secure transferable designated-verifier signature scheme constructed from Shamir secret sharing, with EUF-CMA^¬DV security proofs in ROM and QROM plus statistical security in the three-party case.
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Content Fuzzing for Escaping Information Cocoons on Digital Social Media
ContentFuzz rewrites posts with LLM guidance from stance model confidence to flip machine labels without altering human intent, tested across four models and three datasets in two languages.