LU's repositories

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Awesome-Efficient-AI-for-Large-Scale-Models

Paper survey of efficient computation for large scale models.

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LightZero

LightZero: A lightweight and efficient MCTS/AlphaZero/MuZero algorithm toolkit.

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MMKD

This is the implementation for the ICME-2023 paper (Adaptive Multi-Teacher Knowledge Distillation with Meta-Learning).

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ATD

Adaptive Temperature Distillation Method for Mining Hard Sample’s Knowledge

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Conference-Accepted-Paper-List

Some Conferences' accepted paper lists (including AI, ML, Robotic)

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Deep-Class-Incremental-Learning

The code repository for "Deep Class-Incremental Learning: A Survey" in PyTorch.

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Dipoorlet

Offline Quantization Tools for Deploy.

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Dual-Cross

Cross-Domain and Cross-Modal Knowledge Distillation in Domain Adaptation for 3D Semantic Segmentation (ACMMM2022)

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ECON

[CVPR 2023] ECON: Explicit Clothed humans Obtained from Normals

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FlatTrajectoryDistillation_FTD

The code of the paper "Minimizing the Accumulated Trajectory Error to Improve Dataset Distillation" (CVPR2023)

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GaussianDistillation

Data-free knowledge distillation using Gaussian noise (NeurIPS paper)

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GENIUS

Can GPT-4 Perform Neural Architecture Search?

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HieraSeg

CVPR2022 - Deep Hierarchical Semantic Segmentation - A structured, pixel-wise description of visual scenes in terms of the class hierarchy.

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KDSR

This project is the official implementation of 'Knowledge Distillation based Degradation Estimation for Blind Super-Resolution', ICLR2023

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Multi-Level-Logit-Distillation

Code for 'Multi-level Logit Distillation' (CVPR2023)

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OKDPH

OKDPH: Generalization Matters: Loss Minima Flattening via Parameter Hybridization for Efficient Online Knowledge Distillation

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online-hyperparameter-optimization

PyTorch implementation of "Online Hyperparameter Optimization for Class-Incremental Learning" (AAAI 2023)

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PreNAS

The official implementation of paper PreNAS: Preferred One-Shot Learning Towards Efficient Neural Architecture Search

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prompt-in-context-learning

Awesome resources for in-context learning and prompt engineering: Mastery of the LLMs such as ChatGPT, GPT-3, and FlanT5, with up-to-date and cutting-edge updates.

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segment-anything

The repository provides code for running inference with the SegmentAnything Model (SAM), links for downloading the trained model checkpoints, and example notebooks that show how to use the model.

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SMD

Pytorch implementation of 'Improving Self-supervised Lightweight Model Learning via Hard-aware Metric Distillation. In ECCV 2022'

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SMP

Pruning Pre-trained Language Models Without Fine-Tuning

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superclass-FSIS

This is the official implementation of the paper "Instance-level Few-shot Learning with Class Hierarchy Mining"

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XDED

Official PyTorch implementation of "Cross-Domain Ensemble Distillation for Domain Generalization" (ECCV 2022)

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