VIPIR introduces two new PIR protocols, ExpPack compression, and GPU optimizations for NTT and GEMM that deliver orders-of-magnitude higher throughput than prior systems.
Sparrow: Space-efficient zksnark for data-parallel circuits and applications to zero-knowledge decision trees,
8 Pith papers cite this work, alongside 40 external citations. Polarity classification is still indexing.
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Inference system components of LLMs can be fingerprinted from observable prompt-response behavior due to characteristic numerical deviations.
zkComposer decomposes monolithic zkML proofs into parallel sub-proofs linked by shared boundary commitments, yielding up to 6.84× lower prover time on GPT-2 without new cryptographic primitives.
DKVE enables privacy-preserving social-graph cross-validation of public keys to detect MitM attacks with >97% confidence in strong-to-moderate-tie networks while cutting KT queries by two orders of magnitude.
Jaguar replaces prime-modulus HE with power-of-two arithmetic to enable coefficient-domain convolution and local-shift truncation, reporting 2-3.7x lower latency than Cheetah and Rhombus on ResNet-18/50 and MobileNetV2.
WHET applies fine-grained coefficient-to-slot transforms, plaintext compression, and modulus raising plus lightweight hardware tweaks to FHE accelerators, delivering 1.38-8.74x per-area gains and sub-millisecond CKKS bootstrapping.
GPIR achieves up to 297 times higher throughput than prior GPU PIR systems by fusing operations in stages and using pipelined transposed layouts to cut DRAM traffic during batched lattice-based queries.
Empirical analysis of 1.07 billion Ethereum transactions shows sanctions cut Tornado Cash deposits by 71% yet the mixer remained central to most security incidents, exposing three structural enforcement weaknesses.
citing papers explorer
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VIPIR: A Versatile GPU Framework for Integrating Private Information Retrieval Protocols
VIPIR introduces two new PIR protocols, ExpPack compression, and GPU optimizations for NTT and GEMM that deliver orders-of-magnitude higher throughput than prior systems.
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Fingerprinting Inference Systems of Large Language Models
Inference system components of LLMs can be fingerprinted from observable prompt-response behavior due to characteristic numerical deviations.
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zkComposer: Decomposing Proof Construction to Scale zkML
zkComposer decomposes monolithic zkML proofs into parallel sub-proofs linked by shared boundary commitments, yielding up to 6.84× lower prover time on GPT-2 without new cryptographic primitives.
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DKVE: Decentralized Key Validation for End-to-End Encrypted Messaging
DKVE enables privacy-preserving social-graph cross-validation of public keys to detect MitM attacks with >97% confidence in strong-to-moderate-tie networks while cutting KT queries by two orders of magnitude.
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Jaguar: Fast Private CNN Inference with Power-of-Two Homomorphic Arithmetic
Jaguar replaces prime-modulus HE with power-of-two arithmetic to enable coefficient-domain convolution and local-shift truncation, reporting 2-3.7x lower latency than Cheetah and Rhombus on ResNet-18/50 and MobileNetV2.
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WHET: Welding Homomorphic Encryption to Accelerator Architectures
WHET applies fine-grained coefficient-to-slot transforms, plaintext compression, and modulus raising plus lightweight hardware tweaks to FHE accelerators, delivering 1.38-8.74x per-area gains and sub-millisecond CKKS bootstrapping.
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GPIR: Enabling Practical Private Information Retrieval with GPUs
GPIR achieves up to 297 times higher throughput than prior GPU PIR systems by fusing operations in stages and using pipelined transposed layouts to cut DRAM traffic during batched lattice-based queries.
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Evasion Under Blockchain Sanctions
Empirical analysis of 1.07 billion Ethereum transactions shows sanctions cut Tornado Cash deposits by 71% yet the mixer remained central to most security incidents, exposing three structural enforcement weaknesses.