Seoul National University

university

https://www.snu.ac.kr/

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AI & ML interests

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Papers

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

Q-Palette: Fractional-Bit Quantizers Toward Optimal Bit Allocation for Efficient LLM Deployment

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jiwonsong

authored a paper 3 months ago

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

Paper • 2510.14211 • Published Oct 16, 2025 • 8

carpedkm

authored 2 papers 4 months ago

Exploring Multimodal Diffusion Transformers for Enhanced Prompt-based Image Editing

Paper • 2508.07519 • Published Aug 11, 2025 • 2

Online Generic Event Boundary Detection

Paper • 2510.06855 • Published Oct 8, 2025 • 4

hjeon2k

authored 2 papers 4 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 • 4

jiwonsong

authored a paper 8 months ago

Reasoning Path Compression: Compressing Generation Trajectories for Efficient LLM Reasoning

Paper • 2505.13866 • Published May 20, 2025 • 17

carpedkm

authored 4 papers 9 months ago

Improving Editability in Image Generation with Layer-wise Memory

Paper • 2505.01079 • Published May 2, 2025 • 29

Story Visualization by Online Text Augmentation with Context Memory

Paper • 2308.07575 • Published Aug 15, 2023 • 1

Pick-or-Mix: Dynamic Channel Sampling for ConvNets

Paper • 2406.10935 • Published Jun 16, 2024 • 1

Subject-driven Video Generation via Disentangled Identity and Motion

Paper • 2504.17816 • Published Apr 23, 2025 • 12

keyeun

authored a paper 11 months ago

SPeCtrum: A Grounded Framework for Multidimensional Identity Representation in LLM-Based Agent

Paper • 2502.08599 • Published Feb 12, 2025

jiwonsong

authored a paper 12 months ago

FastKV: KV Cache Compression for Fast Long-Context Processing with Token-Selective Propagation

Paper • 2502.01068 • Published Feb 3, 2025 • 18

jiwonsong

authored a paper over 1 year ago

SLEB: Streamlining LLMs through Redundancy Verification and Elimination of Transformer Blocks

Paper • 2402.09025 • Published Feb 14, 2024 • 9