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DeepSeek Releases DSpark, a Speculative Decoding Framework That Accelerates DeepSeek-V4 Per-User Generation 60–85% Over MTP-1

DeepSeek released DSpark, a speculative decoding framework, with open-source checkpoints and training code. It is a serving optimization, not a new model. The checkpoints DeepSeek-V4-Pro-DSpark and ...
IEEE

Belief Propagation Decoding of Primitive Rateless Codes

Abstract: In this letter, we propose a novel decoding scheme for primitive rateless (PR) codes to improve belief propagation (BP) performance in the short blocklength regime. We first design the PR ...
IEEE

Rate-Matching Deep Polar Codes via Extension

Abstract: Deep polar codes are a class of pre-transformed polar codes that employ a multi-layered polar kernel transformation strategy to enhance code performance in short blocklength regimes. However ...
Nature

Code-Based Cryptography and Decoding Techniques

Code-based cryptography employs error-correcting codes as the basis for secure public-key schemes, leveraging the intrinsic difficulty of decoding a random linear ...