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  1. KVzip KVzip Public

    [NeurIPS'25 Oral] Query-agnostic KV cache eviction: 3–4× reduction in memory and 2× decrease in latency (Qwen3/2.5, Gemma3, LLaMA3)

    Python 224 13

  2. PuzzleMix PuzzleMix Public

    Official PyTorch implementation of "Puzzle Mix: Exploiting Saliency and Local Statistics for Optimal Mixup" (ICML'20)

    Jupyter Notebook 156 17

  3. Efficient-Dataset-Condensation Efficient-Dataset-Condensation Public

    Official PyTorch implementation of "Dataset Condensation via Efficient Synthetic-Data Parameterization" (ICML'22)

    Python 115 14

  4. Co-Mixup Co-Mixup Public

    Official PyTorch implementation of "Co-Mixup: Saliency Guided Joint Mixup with Supermodular Diversity" (ICLR'21 Oral)

    Jupyter Notebook 108 10

  5. EDAC EDAC Public

    Official PyTorch implementation of "Uncertainty-Based Offline Reinforcement Learning with Diversified Q-Ensemble" (NeurIPS'21)

    Python 80 6

  6. Context-Memory Context-Memory Public

    Pytorch implementation for "Compressed Context Memory For Online Language Model Interaction" (ICLR'24)

    Python 63 3

Repositories

Showing 10 of 30 repositories
  • Q-Strata Public

    Official PyTorch implementation of "Q-Strata: Hierarchical Bit Allocation for Mixed-Precision Quantization of Mixture-of-Experts LLMs" (EMNLP 2026)

    snu-mllab/Q-Strata's past year of commit activity
    1 0 0 0 Updated Aug 30, 2026
  • guided-rest Public

    Official implementation of "Learning to Better Search with Language Models via Guided Reinforced Self-Training" (NeurIPS 2025)

    snu-mllab/guided-rest's past year of commit activity
    Python 7 Apache-2.0 0 0 0 Updated Jul 21, 2026
  • lerobot Public Forked from huggingface/lerobot

    🤗 LeRobot: Making AI for Robotics more accessible with end-to-end learning

    snu-mllab/lerobot's past year of commit activity
    Python 0 Apache-2.0 5,575 0 0 Updated Jul 9, 2026
  • Rule2DRC Public

    [ICML 2026] Rule2DRC: Benchmarking LLM Agents for DRC Script Synthesis with Execution-Guided Test Generation

    snu-mllab/Rule2DRC's past year of commit activity
    Python 14 MIT 3 1 0 Updated Jul 4, 2026
  • Identifiable-Token-Correspondence Public

    Official implementation of "Identifiable Token Correspondence for World Models" (ICML'26)

    snu-mllab/Identifiable-Token-Correspondence's past year of commit activity
    Python 2 MIT 2 2 0 Updated Jun 26, 2026
  • LayerMerge Public

    Official PyTorch implementation of "LayerMerge: Neural Network Depth Compression through Layer Pruning and Merging" (ICML 2024)

    snu-mllab/LayerMerge's past year of commit activity
    Python 32 MIT 1 0 0 Updated Apr 13, 2026
  • Efficient-CNN-Depth-Compression Public

    Official PyTorch implementation of "Efficient Latency-Aware CNN Depth Compression via Two-Stage Dynamic Programming" (ICML'23)

    snu-mllab/Efficient-CNN-Depth-Compression's past year of commit activity
    Python 13 MIT 0 0 0 Updated Apr 13, 2026
  • GuidedQuant Public

    Official PyTorch implementation of "GuidedQuant: Large Language Model Quantization via Exploiting End Loss Guidance" (ICML 2025)

    snu-mllab/GuidedQuant's past year of commit activity
    Python 56 MIT 6 0 0 Updated Apr 13, 2026
  • KVzip Public

    [NeurIPS'25 Oral] Query-agnostic KV cache eviction: 3–4× reduction in memory and 2× decrease in latency (Qwen3/2.5, Gemma3, LLaMA3)

    snu-mllab/KVzip's past year of commit activity
    Python 224 MIT 13 4 0 Updated Feb 11, 2026
  • Q-Palette Public

    Official PyTorch implementation of "Q-Palette: Fractional-Bit Quantizers Toward Optimal Bit Allocation for Efficient LLM Deployment" (NeurIPS 2025)

    snu-mllab/Q-Palette's past year of commit activity
    C++ 11 MIT 0 0 0 Updated Jan 22, 2026
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