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    23 repositories

    • snu-mllab.github.io

      Public
      HTML
      •
      Other
      •0•0•0•0•Updated Nov 4, 2024Nov 4, 2024

    • Targeted-Cause-Discovery

      Public
      Official implementation for "Targeted Cause Discovery with Data-Driven Learning"
      Python
      •
      MIT License
      •2•23•0•0•Updated Aug 30, 2024Aug 30, 2024

    • LayerMerge

      Public
      Official PyTorch implementation of "LayerMerge: Neural Network Depth Compression through Layer Pruning and Merging" (ICML'24)
      Python
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      MIT License
      •1•27•0•0•Updated Aug 15, 2024Aug 15, 2024

    • Achievement-Distillation

      Public
      Official PyTorch implementation of "Discovering Hierarchical Achievements in Reinforcement Learning via Contrastive Learning" (NeurIPS 2023)
      crafterpporeinforcement-learning
      Python
      •
      MIT License
      •1•28•0•0•Updated Aug 11, 2024Aug 11, 2024

    • GreedyPolicyForMOCO

      Public
      Official PyTorch implementation of "Training Greedy Policy for Proposal Batch Selection in Expensive Multi-Objective Combinatorial Optimization" (ICML'24)
      Python
      •
      MIT License
      •0•4•0•0•Updated Aug 5, 2024Aug 5, 2024

    • DPPO

      Public
      Official implementation of "Direct Preference-based Policy Optimization without Reward Modeling" (NeurIPS 2023)
      reinforcement-learningoffline-reinforcement-learningrlhfpreference-based-reinforcement-learning
      Python
      •
      MIT License
      •1•38•0•0•Updated Jul 20, 2024Jul 20, 2024

    • Efficient-CNN-Depth-Compression

      Public
      Official PyTorch implementation of "Efficient Latency-Aware CNN Depth Compression via Two-Stage Dynamic Programming" (ICML'23)
      compressioncnnpruningmodel-compressionneural-network-compressionneural-network-pruning
      Python
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      MIT License
      •0•13•0•0•Updated Jul 11, 2024Jul 11, 2024

    • slurm_launcher

      Public
      A Python library for launching Slurm tasks
      Python
      •
      MIT License
      •0•1•0•0•Updated Jun 4, 2024Jun 4, 2024

    • Context-Memory

      Public
      Pytorch implementation for "Compressed Context Memory For Online Language Model Interaction" (ICLR'24)
      efficient-llm-inferencecontext-compressionkv-cache-compression
      Python
      •
      MIT License
      •1•49•1•0•Updated Apr 18, 2024Apr 18, 2024

    • Neural-Relation-Graph

      Public
      Official PyTorch implementation of "Neural Relation Graph: A Unified Framework for Identifying Label Noise and Outlier Data" (NeurIPS'23)
      label-noiseood-detectiondataset-cleaning
      Python
      •
      MIT License
      •3•15•0•0•Updated Dec 4, 2023Dec 4, 2023

    • Efficient-Dataset-Condensation

      Public
      Official PyTorch implementation of "Dataset Condensation via Efficient Synthetic-Data Parameterization" (ICML'22)
      dataset-distillationdataset-condensation
      Python
      •
      MIT License
      •13•105•0•0•Updated Oct 18, 2023Oct 18, 2023

    • preemptive-robustification

      Public
      Official PyTorch implementation of "Preemptive Image Robustification for Protecting Users against Man-in-the-Middle Adversarial Attacks" (AAAI 2022)
      adversarial-defense
      Python
      •
      MIT License
      •2•2•0•0•Updated Oct 3, 2023Oct 3, 2023

    • DiscreteBlockBayesAttack

      Public
      Official PyTorch implementation of "Query-Efficient and Scalable Black-Box Adversarial Attacks on Discrete Sequential Data via Bayesian Optimization" (ICML'22)
      adversarial-attacks
      Python
      •
      MIT License
      •2•23•0•0•Updated Sep 26, 2023Sep 26, 2023

    • Bayesian-Red-Teaming

      Public
      About Official PyTorch implementation of "Query-Efficient Black-Box Red Teaming via Bayesian Optimization" (ACL'23)
      Python
      •
      MIT License
      •0•12•1•0•Updated Jul 9, 2023Jul 9, 2023

    • DCPG

      Public
      Official PyTorch implementation of "Rethinking Value Function Learning for Generalization in Reinforcement Learning" (NeurIPS 2022)
      reinforcement-learningprocgen
      Python
      •
      MIT License
      •4•13•0•0•Updated Feb 20, 2023Feb 20, 2023

    • EDAC

      Public
      Official PyTorch implementation of "Uncertainty-Based Offline Reinforcement Learning with Diversified Q-Ensemble" (NeurIPS'21)
      offline-reinforcement-learning
      Python
      •
      MIT License
      •5•71•0•0•Updated Aug 14, 2022Aug 14, 2022

    • Optimal-channel-selection-with-discrete-QCQP

      Public
      Official PyTorch implementation of "Optimal channel selection with discrete QCQP" (AISTATS'2022)
      Python
      •
      MIT License
      •1•3•0•0•Updated Feb 19, 2022Feb 19, 2022

    • Co-Mixup

      Public
      Official PyTorch implementation of "Co-Mixup: Saliency Guided Joint Mixup with Supermodular Diversity" (ICLR'21 Oral)
      data-augmentationmixup
      Jupyter Notebook
      •
      MIT License
      •10•104•0•0•Updated Dec 2, 2021Dec 2, 2021

    • PuzzleMix

      Public
      Official PyTorch implementation of "Puzzle Mix: Exploiting Saliency and Local Statistics for Optimal Mixup" (ICML'20)
      data-augmentationmixup
      Jupyter Notebook
      •
      MIT License
      •17•158•0•0•Updated Nov 25, 2021Nov 25, 2021

    • parsimonious-blackbox-attack

      Public
      Official TensorFlow implementation of "Parsimonious Black-Box Adversarial Attacks via Efficient Combinatorial Optimization" (ICML 2019)
      adversarial-attacks
      Python
      •
      MIT License
      •14•36•0•0•Updated Dec 7, 2020Dec 7, 2020

    • EMI

      Public
      Implementation for ICML 2019 paper, EMI: Exploration with Mutual Information.
      Python
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      MIT License
      •11•36•0•0•Updated Dec 7, 2020Dec 7, 2020

    • DisentanglementICML19

      Public
      "Learning Discrete and Continuous Factors of Data via Alternating Disentanglement" accepted at ICML2019
      Python
      •
      MIT License
      •9•21•1•0•Updated Aug 22, 2019Aug 22, 2019

    • Deep-Hash-Table-CVPR19

      Public
      " End-to-End Efficient Representation Learning via Cascading Combinatorial Optimization" accepted at CVPR2019
      Python
      •
      MIT License
      •2•22•0•0•Updated May 10, 2019May 10, 2019