![[Paper Review] Marconi: Prefix Caching for the Era of Hybrid LLMs](https://pbs.twimg.com/media/GdyLXO9W4AADox0.jpg)
[Paper Review] Marconi: Prefix Caching for the Era of Hybrid LLMs
Marconi: Rethinking Prefix Caching for the Hybrid LLM Era TL;DR Marconi introduces a prefix-caching framework for hybrid LLM inference (Attention + SSM). It selectively…
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![[Paper Review] SGLang: Efficient Execution of Structured Language Model Programs](https://cdn.bytez.com/mobilePapers/v2/neurips/94872/images/20-0.png)
[Paper Review] SGLang: Efficient Execution of Structured Language Model Programs
SGLang & RadixAttention: How Execution Optimization for "LM Programs" Achieved a 6.4x Speedup TL;DR By combining a language-runtime co-design with RadixAttention (radix…
![[Paper Review] Transformers are SSMs: Generalized Models and Efficient Algorithms Through Structured State Space Duality](https://icml.cc/media/PosterPDFs/ICML%202024/32613.png)
[Paper Review] Transformers are SSMs: Generalized Models and Efficient Algorithms Through Structured State Space Duality
Structured State Space Duality: Unifying SSMs and Attention with Mamba-2 for 2–8× Acceleration TL;DR Structured State-Space Duality (SSD) reveals that SSMs and masked…
![[Paper Review] Inference-Time Hyper-Scaling with KV Cache Compression](https://cdn-thumbnails.huggingface.co/social-thumbnails/papers/2506.05345/gradient.png)
[Paper Review] Inference-Time Hyper-Scaling with KV Cache Compression
Dynamic Memory Sparsification (DMS): Making LLM Hyper-Scaling a Reality with 8× KV Cache Compression One-Line Summary (TL;DR) DMS, combining a lightweight re-fitting of…
![[Paper Review] Llama-Nemotron: Efficient Reasoning Models](https://cdn-thumbnails.huggingface.co/social-thumbnails/collections/nvidia/llama-nemotron-67d92346030a2691293f200b.png)
[Paper Review] Llama-Nemotron: Efficient Reasoning Models
Hydragen: The Secret Weapon for Decoding Large Batches with Shared Prefixes up to 32× Faster TL;DR By decomposing the prefix and suffix using softmax denominator…
![[Paper Review] KIMI K2: OPEN AGENTIC INTELLIGENCE](https://github.com/MoonshotAI/Kimi-K2/raw/main/figures/kimi-logo.png){kind=logo}
[Paper Review] KIMI K2: OPEN AGENTIC INTELLIGENCE
Kimi K2: An Open-Source LLM’s Leap Toward Agentic Intelligence TL;DR With a 3-stage pipeline consisting of MuonClip pretraining + large-scale agentic tool-use data +…