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    31 repositories

    • graph-spectral-ood

      Public
      [NeurIPS 2024] Official Implementation of "Bridging OOD Generalization and Detection: A Graph-Theoretic View"
      Python
      •
      Apache License 2.0
      •0•1•0•0•Updated Oct 7, 2024Oct 7, 2024

    • haloscope

      Public
      source code for NeurIPS'24 paper "HaloScope: Harnessing Unlabeled LLM Generations for Hallucination Detection"
      Python
      •3•13•0•0•Updated Oct 4, 2024Oct 4, 2024

    • ink

      Public
      Python
      •
      MIT License
      •1•4•0•0•Updated Aug 12, 2024Aug 12, 2024

    • knn-ood

      Public
      Code for ICML 2022 paper "Out-of-distribution Detection with Deep Nearest Neighbors"
      Python
      •17•173•0•1•Updated Jul 12, 2024Jul 12, 2024

    • picle

      Public
      Official code for ICML 2024 paper on Persona In-Context Learning (PICLe)
      Python
      •1•21•0•0•Updated Jun 27, 2024Jun 27, 2024

    • id_label

      Public
      source code for ICML'24 paper "When and how does in-distribution label help out-of-distribution detection?"
      Python
      •0•4•1•0•Updated May 30, 2024May 30, 2024

    • dream-ood

      Public
      source code for NeurIPS'23 paper "Dream the Impossible: Outlier Imagination with Diffusion Models"
      Python
      •
      Other
      •3•61•6•0•Updated May 30, 2024May 30, 2024

    • hypo

      Public
      Python
      •0•15•5•0•Updated May 10, 2024May 10, 2024

    • MCM

      Public
      PyTorch implementation of MCM (Delving into out-of-distribution detection with vision-language representations), NeurIPS 2022
      out-of-distribution-detectionvision-languagecontrastive-learningrepresentation-learning
      Python
      •9•71•2•0•Updated Mar 12, 2024Mar 12, 2024

    • args

      Public
      Python
      •3•33•2•0•Updated Feb 8, 2024Feb 8, 2024

    • sal

      Public
      source code for ICLR'24 paper "How does unlabeled data provably help OOD detection?"
      Python
      •3•11•1•0•Updated Feb 1, 2024Feb 1, 2024

    • scone

      Public
      Python
      •
      Apache License 2.0
      •1•6•1•1•Updated Nov 8, 2023Nov 8, 2023

    • sorl

      Public
      Code for NeurIPS 2023 paper "A Graph-Theoretic Framework for Understanding Open-World Semi-Supervised Learning"
      Python
      •0•7•0•0•Updated Oct 26, 2023Oct 26, 2023

    • npos

      Public
      source code for ICLR'23 paper "Non-parametric Outlier Synthesis"
      Python
      •2•53•0•0•Updated Oct 1, 2023Oct 1, 2023

    • stud

      Public
      source code for CVPR'22 paper "Unknown-Aware Object Detection: Learning What You Don’t Know from Videos in the Wild"
      Python
      •
      Apache License 2.0
      •14•117•1•0•Updated Oct 1, 2023Oct 1, 2023

    • vos

      Public
      source code for ICLR'22 paper "VOS: Learning What You Don’t Know by Virtual Outlier Synthesis"
      Python
      •
      Apache License 2.0
      •54•308•3•0•Updated Oct 1, 2023Oct 1, 2023

    • MOOD

      Public
      Code for CVPR2021 paper: MOOD: Multi-level Out-of-distribution Detection
      Python
      •5•38•1•0•Updated Sep 4, 2023Sep 4, 2023

    • cider

      Public
      PyTorch implementation of CIDER (How to exploit hyperspherical embeddings for out-of-distribution detection), ICLR 2023
      representation-learningout-of-distribution-detectioncontrastive-learning
      Python
      •7•54•3•1•Updated Aug 13, 2023Aug 13, 2023

    • NSCL

      Public
      Code for ICML 2023 paper "When and How Does Known Class Help Discover Unknown Ones? Provable Understandings Through Spectral Analysis"
      Python
      •0•13•0•0•Updated Jun 24, 2023Jun 24, 2023

    • SNN

      Public
      Official Implementation of AAAI 2024 "How to Overcome Curse-of-Dimensionality for OOD Detection?" paper
      Python
      •1•4•0•0•Updated May 22, 2023May 22, 2023

    • siren

      Public
      source code for NeurIPS'22 paper "SIREN: Shaping Representations for Detecting Out-of-Distribution Objects"
      Python
      •
      Apache License 2.0
      •6•32•1•0•Updated May 13, 2023May 13, 2023

    • opencon

      Public
      Code for TMLR 2023 paper "OpenCon: Open-world Contrastive Learning"
      Python
      •3•34•0•0•Updated May 11, 2023May 11, 2023

    • PG-DRO

      Public
      Official Implementation of AAAI 2023 paper "Distributionally Robust Optimization with Probabilistic Groups"
      Python
      •0•7•0•0•Updated May 9, 2023May 9, 2023

    • poem

      Public
      PyTorch implementation of POEM (Out-of-distribution detection with posterior sampling), ICML 2022
      Python
      •2•28•1•0•Updated May 6, 2023May 6, 2023

    • vit-spurious-robustness

      Public
      Python
      •4•24•0•0•Updated Feb 19, 2023Feb 19, 2023

    • dice

      Public
      Code for ECCV 2022 paper "DICE: Leveraging Sparsification for Out-of-Distribution Detection"
      Python
      •
      MIT License
      •5•39•0•0•Updated Sep 28, 2022Sep 28, 2022

    • gradnorm_ood

      Public
      On the Importance of Gradients for Detecting Distributional Shifts in the Wild
      Python
      •
      Apache License 2.0
      •7•53•3•0•Updated Aug 3, 2022Aug 3, 2022

    • Spurious_OOD

      Public
      Python
      •6•21•1•0•Updated Jun 15, 2022Jun 15, 2022

    • react

      Public
      Code for NeurIPS 2021 paper "ReAct: Out-of-distribution Detection With Rectified Activations"
      Python
      •8•50•2•0•Updated Mar 24, 2022Mar 24, 2022

    • multi-label-ood

      Public
      Python
      •6•43•3•0•Updated Sep 22, 2021Sep 22, 2021