优胜方案合集

汇集各类比赛的优胜方案 · 共 354 个比赛

LLM - Detect AI Generated Text

2023-10-31 AI安全与对抗文本分类异常检测算法竞技赛

22 个方案

Comprehensive 1st Place Write-Up

3rd place solution

[4th Place Solution] A Summary of Combined Arms Approach

5th place solution: 1.7 million training examples + domain adaptation

6nd place solution with code

[7th Place Solution] Generate Data with Non-Instruction-Tuned Models

[8th LB Solution] Linguistic Features: PPL & GLTR

[1st Public/9th Private] LLMLab - Solution Summary

12th place solution: DeBERTa + TF-IDF

13th place solution - Transformers only

14th Place Solution

18th place solution Generating Adversarial Data

19th place solution

[21th Solution] Secret Sauce [0.986 Public - Selected Private: 0.932 Best:0.957]

A kaggle newbie's 🥈23rd solution: Just follow-up excellent public works & ideas

24th solution: DeBERTa & TF-IDF Vectorizer Ensemble

25th Place Solution for DAIGT (Public LB: 0.966 Private LB: 0.927)

29th Place Solution

Winning Solution 34th Solution (Possible 22nd Solution) LB Public: 0.954 LB Private: 0.92

[1st Place Efficiency Prize] Scientific Journal

42th solution: BPE + LSTM-Transformer-CNN + DistillRoberta + Superfast Unsupervised

[Solution of 4th Place in Efficiency LB]

Binary Prediction of Smoker Status using Bio-Signals

2023-10-24 临床决策支持数值预测算法竞技赛

4 个方案

#3 Private 8 Public approach - simple ensemble with probing

#4 th place solution - robust Hill Climbing

#7 Private LB and #2 Public LB solution

#8 Private LB #7 Public - Solution Approach

AI Village Capture the Flag @ DEFCON31

2023-10-09 AI安全与对抗异常检测博弈决策算法竞技赛

20 个方案

25 Flags of Pain // no CIFAR and Granny 3

25 flags writeup, (all except granny3 and cifar)

3rd place solution - 25 points

CTF solutions from Bingus Traveller, 4th place

5th place | 24/27 | Lessons from my first CTF + how GPT4 can help

6th Place Solution [24 Points]

7th Place Solution [24 points] for the AI Village Capture the Flag @ DEFCON31 Competition

8th Solutions + thoughts

9th Place Solution & Last to reach 24

10th place solution - 23 flags

11th Place Solution Code & "Aha" Moments [23 Flags]

23 flags with elegant solutions especially to Cluster 3 and Semantle

21st place writeup [23 flags]

Solution to Inversion

23 tasks - 27th place.

27th place solution - 23 points

Few comments [24 flags]

29th Place Solution for the AI Village Capture the Flag @ DEFCON31 Competition

CTF 23 Solutions

AI Village Capture the Flag @ DEFCON31 - 22 Points

UBC Ovarian Cancer Subtype Classification and Outlier Detection (UBC-OCEAN)

2023-10-06 医学影像分析图像分类异常检测算法竞技赛

15 个方案

2nd Place Solution - UBC-OCEAN

3rd Place Solution for the UBC-OCEAN UBC Ovarian Cancer Subtype Classification and Outlier Detection (UBC-OCEAN)

4th place solution

5th place solution

3th on Public and 6th on Private, A Very Simple Solution: Big Pretrained-Model is All You Need!

7th place solution

[8th Place Solution] Understanding Data Before Designing Methods

9th place solution

10th place solution

13th Place Solution for the UBC-OCEAN Competition

[14th Place Notes] Image Agumentation + Domain Adaptation + ABMIL

20th Place Solution - UBC-OCEAN

30th place solution

38th solution (Private 0.52, Hight score 0.55)

Binary Classification with a Software Defects Dataset

2023-10-03 缺陷检测数值预测算法竞技赛

1 个方案

#2 Solution | 8 Models Ensemble

Linking Writing Processes to Writing Quality

2023-10-02 智能评测数值预测序列标注算法竞技赛

15 个方案

[1st place solution] Data Cleaning+FE+External Data+Model Ensemble

[3rd place solution] Trust CV is all you need.

[3rd place solution] Blend MLM pretrained DeBERTa & GBM

5th Place Solution: Features are all you need!

[CPU Only]６th Place Solution for "Linking Writing Processes to Writing Quality"

[7th place solution] Essays predictions as features

12th place solution

[14th place solution] Keras ensemble

15th solution feature selection and trust your CV

Private 20th Solution

23th Place Solution

38th Place Solution (3rd Public)

[42nd Place Solution] Ensemble + Classification

Place 46 Solution, Place 11 Efficiency

[48th place solution] Multi-label K-Fold for CV Strategy

Optiver - Trading at the Close

2023-09-20 量化投资数值预测时序预测算法竞技赛

4 个方案

1st place solution

9th Place Solution

14th Place Solution for the Optiver - Trading at the Close Competition

15th place solution

Open Problems – Single-Cell Perturbations

2023-09-12 基因组学与生物信息数值预测因果推断算法竞技赛

9 个方案

1st Place Solution Writeup for Open Problems – Single-Cell Perturbations

2nd Place Solution for the Open Problems – Single-Cell Perturbations

3rd Place Solution for the Open Problems – Single-Cell Perturbations

7th Place Solution for the Open Problems – Single-Cell Perturbations

8th Place Solution for the Open Problems – Single-Cell Perturbations Competition

Public 7th and Private 15th solution (Nothing but just multiplied a factor of 1.2)

#18: Py-boost predicting t-scores

SCP 21st Solution

58th solution: Single-Cell Perturbations (Blending only)

Predict Health Outcomes of Horses

2023-09-12 临床决策支持文本分类算法竞技赛

1 个方案

NeurIPS 2023 - Machine Unlearning

2023-09-11 AI安全与对抗图像分类异常检测算法竞技赛

8 个方案

2nd place solution

3rd place solution

Unlearning solution (3rd rank)

5th Place Solution

5th place solution

6th Place Solution for the NeurIPS 2023 - Machine Unlearning Competition

7th place solution

9th Place Solution (Forget set-free Approach, 3rd on Public LB)

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