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SonicSampler: Unified Tile-Aware Kernels for LLM Sampling and Speculative Verifi

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20 Mar
SpecForge: A Flexible and Efficient Open-Source Training Framework for Speculative Decoding

arXiv:2603.18567v1 Announce Type: cross Abstract: Large language models incur high inference latency due to sequential autoregressive decoding. Speculative decoding alleviates

REPORT · HOW · ArXiv CS.AIOPEN STORY
9 Apr
Cactus: Accelerating Auto-Regressive Decoding with Constrained Acceptance Speculative Sampling

arXiv:2604.04987v1 Announce Type: cross Abstract: Speculative sampling (SpS) has been successful in accelerating the decoding throughput of auto-regressive large language models

REPORT · WHAT · ArXiv CS.AIOPEN STORY
19 Aug
TileMix: Tile-Centric Mixed-Precision Attention for LLM Inference Acceleration

arXiv:2608.17336v1 Announce Type: new Abstract: Long-context prefill in large language models (LLMs) incurs substantial computation and memory traffic because dense self-attention

REPORT · WHAT · ArXiv CS.AIOPEN STORY
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