Seoul National University VLSI Lab

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https://vlsi.snu.ac.kr/

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AI & ML interests

Efficient AI

Recent Activity

dongwonjo authored a paper 14 days ago

Rotation-Aligned Key Channel Pruning for Efficient Vision-Language Model Inference

jiwonsong authored a paper about 2 months ago

CompactAttention: Accelerating Chunked Prefill with Block-Union KV Selection

dongwonjo authored a paper about 2 months ago

CompactAttention: Accelerating Chunked Prefill with Block-Union KV Selection

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Papers

CompactAttention: Accelerating Chunked Prefill with Block-Union KV Selection

RelayGen: Intra-Generation Model Switching for Efficient Reasoning

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authored a paper 14 days ago

Rotation-Aligned Key Channel Pruning for Efficient Vision-Language Model Inference

Paper • 2605.19218 • Published May 19

authored a paper about 2 months ago

CompactAttention: Accelerating Chunked Prefill with Block-Union KV Selection

Paper • 2605.16839 • Published May 16 • 14

authored a paper about 2 months ago

CompactAttention: Accelerating Chunked Prefill with Block-Union KV Selection

Paper • 2605.16839 • Published May 16 • 14

submitted a paper to Daily Papers about 2 months ago

CompactAttention: Accelerating Chunked Prefill with Block-Union KV Selection

Paper • 2605.16839 • Published May 16 • 14

authored a paper 4 months ago

LRAgent: Efficient KV Cache Sharing for Multi-LoRA LLM Agents

Paper • 2602.01053 • Published Feb 1 • 8

authored a paper 4 months ago

LRAgent: Efficient KV Cache Sharing for Multi-LoRA LLM Agents

Paper • 2602.01053 • Published Feb 1 • 8

authored a paper 5 months ago

RelayGen: Intra-Generation Model Switching for Efficient Reasoning

Paper • 2602.06454 • Published Feb 6 • 12

submitted a paper to Daily Papers 5 months ago

RelayGen: Intra-Generation Model Switching for Efficient Reasoning

Paper • 2602.06454 • Published Feb 6 • 12

authored a paper 5 months ago

Token Sparse Attention: Efficient Long-Context Inference with Interleaved Token Selection

Paper • 2602.03216 • Published Feb 3 • 14

published a Space 5 months ago

README

authored 3 papers 5 months ago

Retrospective Sparse Attention for Efficient Long-Context Generation

Paper • 2508.09001 • Published Aug 12, 2025 • 3

Token Sparse Attention: Efficient Long-Context Inference with Interleaved Token Selection

Paper • 2602.03216 • Published Feb 3 • 14

Squeezing Large-Scale Diffusion Models for Mobile

Paper • 2307.01193 • Published Jul 3, 2023 • 2

submitted a paper to Daily Papers 5 months ago

LRAgent: Efficient KV Cache Sharing for Multi-LoRA LLM Agents

Paper • 2602.01053 • Published Feb 1 • 8

submitted a paper to Daily Papers 5 months ago

Token Sparse Attention: Efficient Long-Context Inference with Interleaved Token Selection

Paper • 2602.03216 • Published Feb 3 • 14

authored a paper 9 months ago

LiteStage: Latency-aware Layer Skipping for Multi-stage Reasoning

Paper • 2510.14211 • Published Oct 16, 2025 • 9

authored 2 papers 10 months ago

QWHA: Quantization-Aware Walsh-Hadamard Adaptation for Parameter-Efficient Fine-Tuning on Large Language Models

Paper • 2509.17428 • Published Sep 22, 2025 • 9

L4Q: Parameter Efficient Quantization-Aware Training on Large Language Models via LoRA-wise LSQ

Paper • 2402.04902 • Published Feb 7, 2024 • 5

authored a paper about 1 year ago

Reasoning Path Compression: Compressing Generation Trajectories for Efficient LLM Reasoning

Paper • 2505.13866 • Published May 20, 2025 • 17

authored a paper about 1 year ago

Reasoning Path Compression: Compressing Generation Trajectories for Efficient LLM Reasoning

Paper • 2505.13866 • Published May 20, 2025 • 17