![[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
Link to Paper Dynamic Memory Sparsification (DMS): Making LLM Hyper-Scaling a Reality with 8× KV Cache Compression One-Line Summary (TL;DR) DMS, combining a …
30 minute
Paper-Review
All posts under category "Paper-Review"
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![[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
Paper Link 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 …
23 minute
![[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
Paper Link 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 …
13 minute
[Paper Review] Qwen 3 Technical Report
Paper Link Qwen 3: The Evolution of a Giant MoE Language Model with Adjustable Reasoning Depth TL;DR (in one line) Qwen 3 couples a user-controllable Thinking …
13 minute
![[Paper Review] Massive Activations in Large Language Models](https://eric-mingjie.github.io/massive-activations/assets/main_teaser_final.png)
[Paper Review] Massive Activations in Large Language Models
Paper Link Massive Activations, Hidden Biases: A Reinterpretation of Self-Attention’s Secrets TL;DR Just 4–10 extreme scalar values (×10,000) out of tens of …
20 minute
[Paper Review] Peri-LN: Revisiting Normalization Layer in the Transformer Architecture
Paper Link Peri-LayerNorm: A Third Option Beyond Post-LN and Pre-LN TL;DR By simply adding another LayerNorm right after the residual …
22 minute
![[paper review] SageAttention3: Microscaling FP4 Attention for Inference and An Exploration of 8-bit Training](https://cdn-uploads.huggingface.co/production/uploads/66c0a08bac74db25de8427ec/Tb20E3IJSV6PjcD9Nkvfg.png)
[paper review] SageAttention3: Microscaling FP4 Attention for Inference and An Exploration of 8-bit Training
[Paper Review] SageAttention 3 & SageBwd — FP4-Powered Inference and 8-bit Training Paper link: https://arxiv.org/abs/2505.11594v1 📝 TL;DR The SageAttention …
23 minute
![[Paper Review] Helix Parallelism: Rethinking Sharding Strategies for Interactive Multi-Million-Token LLM Decoding](https://www.storagereview.com/wp-content/uploads/2025/07/image2-2-png-e1752234784623.webp)
[Paper Review] Helix Parallelism: Rethinking Sharding Strategies for Interactive Multi-Million-Token LLM Decoding
Paper Link Helix Parallelism: Breaking the Latency-Throughput Wall of Ultra-Long LLM Decoding TL;DR Helix Parallelism schedules Attention and FFN with different …
17 minute