优胜方案合集

汇集各类比赛的优胜方案 · 共 354 个比赛

Stanford Ribonanza RNA Folding

2023-09-07 基因组学与生物信息数值预测分子/结构生成算法竞技赛

18 个方案

[1st place solution] Transformer model with Dynamic positional encoding + CNN for BPPM features

2nd place solution - Squeezeformer + BPP Conv2D Attention

[3rd Place Solution] AlphaFold Style Twin Tower Architecture + Squeezeformer

4th place solution

5th Place Solution

7th place solution

8th place solution (KF Part)

10th Place Solution for the Stanford Ribonanza RNA Folding Competition

11th place solution: Transformer with MFE distance embeddings (with code)

15th place solution

16th Place Solution

[18th place solution] Transformer + bpp conv + relative position bias

21th solution: ESM2 + custom folding head

36th solution : Cheap Transformers that can run on gaming laptops and does not require a BPP matrix

[37th place solution🥈] Single Graph Transformer + Gated GCN Model

44th Place Solution for the Stanford Ribonanza RNA Folding Competition

GraphAttention solution approach

Child Mind Institute - Detect Sleep States

2023-09-05 健康管理与公共卫生事件预测时序预测算法竞技赛

23 个方案

1st place solution

2nd Place Solution

3rd place solution - GRU, UNET and LGB!

4th Place Solution - Nikhil's Part (Modified Unet + Transformer and Weighted Box Fusion)

5th place solution

6th Place Solution - BiLSTM-UNet

7th Place Solution - Wavenet and Some Tricks

8th Place Solution for the Child Mind Institute - Detect Sleep States Competition

9th Place Solution

10th Place Solution

11th Place - GRU, CNN, Transformer - GPU Deep Learning!

13th place solution [team summary]

14th Place Solution

15th Place Solution

16th Place Solution

26th solution - 1D Unet with 1D CNN, Hybrid CNN-Transformer and WBF

29th Place Solution and Initial Solution

33th Place Solution - 1D-Unet with GRU, Detect repeating signals

34th Place solution

39th Place Solution

40th Place Solution - Improving prediction with FFT-based data cleaning

41st Place Solution for the Child Mind Institute - Detect Sleep States Competition

Google - Fast or Slow? Predict AI Model Runtime

2023-08-29 基础软件数值预测组合优化算法竞技赛

16 个方案

1st Place Solution for the Google - Fast or Slow? Predict AI Model Runtime Competition

2nd Place Solution for the Google - Fast or Slow? Predict AI Model Runtime Competition

3rd place solution write-up

4th simple mlp solution

5th Place Solution: GNN with Invariant Dimension Features

6th solution: Node-level Instance Norm + Residual SageConv on 5-hop-neighbour Subgraph

7th Place Solution Write-up

8th place solution

9th Place Solution: GNN with Compressed Graphs Using Dijkstra’s Algorithm

10th place solution: Fast or Slow with Graph Transformers

11th place solution: LightGBM

13th Place Solution for the Google - Fast or Slow? Predict AI Model Runtime Competition

14th Place Solution for the Google - Fast or Slow? Predict AI Model Runtime Competition

16th place solution

19th Place Solution

33rd Solution Writeup and Discussion on GST

Improve a Fixed Model the Data-Centric Way!

2023-08-22 环境监测数值预测数据合成算法竞技赛

2 个方案

4th place solution

#33 Solution: Model distillation

Predict CO2 Emissions in Rwanda

2023-08-01 双碳与可持续发展时序预测数值预测算法竞技赛

2 个方案

3rd Place Solution (convert the COVID affected 2020 week8-week32's emission)

4th place solution: using PCA (least shakeuped solution)

RSNA 2023 Abdominal Trauma Detection

2023-07-26 医学影像分析图像分类目标检测算法竞技赛

14 个方案

4th Place Solution

6th Place Solution

7th Place Solution & Code

8th Place Solution & Code

9th place solution

10th Place Solution

12th place solution

14th place solution

16th place solution

17th Place Solution - How to Learn and Practice as a Beginner

32nd place overview + mistakes

1st Place Solution: Team Oxygen

2nd Place Solution

3rd Place Solution

Bengali.AI Speech Recognition

2023-07-17 音视频处理文本生成序列标注算法竞技赛

16 个方案

1st place solution

2nd place solution

3rd place solution

4th place solution

5th place solution - ensembling works

8th place solution

11th place solution

11th place solution

14th Place Solution for the Bengali.AI Speech Recognition Competition

20th Rank Solution

24th Place Solution for the Bengali.AI Speech Recognition Competition

23nd Solution - My first competition medal

🥈24th in two weeks and `No space left on device`!

31st place silver medal solution - My first competition medal

40th Place Solution without External Dataset!

44th Place Solution 🎉🎉🎉

CommonLit - Evaluate Student Summaries

2023-07-12 智能评测文本匹配数值预测算法竞技赛

26 个方案

1st: A brief review of the competition experience (Detail solution is on the way)

2nd Place Solution

3rd place solution

4th place solution

5th place solution

8th place solution

9th Place Solution

11th place solution

12th Place Solution

14th place Solution (lucky for me)

16th place solution

17th Place Solution

19th place solution

20th place solution

21th place solution

Public 5th & Private 24th Place Solution (CV = LB)

25th place solution

27th Place Solution: How to use prompts?

29th Place Solution for the CommonLit - Evaluate Student Summaries Competition

30th place solution

3rd Place Efficiency Solution

35th Place Solution

42nd place solution

43th place solution (711 shake up)

49th Place Solution [Single Model]

Kaggle - LLM Science Exam

2023-07-11 自然语言处理文本分类阅读理解算法竞技赛

25 个方案

1st Place Solution

2nd Place Solution

3rd place solution [Update + Code links]

4th Place Solution

5th place solution: Llama 2 70B meets Sparse & Dense Retrievals from Own parsed wikipedia dataset

6th Place Solution

7th Place Solution

10th(11th) Place Solution: This is my first solo gold medal !!!

12th place solution

13th place solution: Ensemble context ensemble model

13th(14th) place solution

14th place solution: An attempt to reverse-engineer the dataset

Public Top3 -> Private Top15 Solution

17th Place Solution

[8th Public / 18th Private] - Full Wikipedia Passage-level Retrieval

19th-place solution

20th Place (Top 1%, Solo Silver) Solution

21st place private LB solution

28th-place solution

31th Place Solution

37th place solution

41st Place Solution for the Kaggle - LLM Science Exam

45th Place solutions , learnings , trials and what could have been | 0.919/0.917 submitted too late :D

47th place solution -- Simple Method Based on Open Codes

49th place solution

Forecasting Mini-Course Sales

2023-07-11 销量与需求预测时序预测数值预测算法竞技赛

9 个方案

2nd Place Solution

3rd Place Solution: EDA is the key

4th Place Solution

5th place solution

7th Place Solution

#8 private 6 public approach- Simple ensemble and probing

9th place solution

16th Place Solution "Magic Trick"

Blending best public submissions - 17th | Simple approach - ~70th

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