Master IASD · DataLab 2026

Collaborative filtering

A1 · Daily results

Updated 09 October 2026 · 05:35 CESTDaily run around 05:00 · Paris time

Podium

Lowest RMSE wins. Student groups and professor references compete together.

1
Professor reference

BestOf 2023 · 1

0.803 RMSE

2
Professor reference

BestOf 2025 · 1

0.816 RMSE

3
Professor reference

BestOf 2025 · 2

0.830 RMSE

Daily progress

RMSE over time · lower is better.

Drag to zoom; use the toolbar to pan or reset. Dots are evaluations, not GitHub activity. Failed runs leave gaps.

Results

Scores use hidden evaluation ratings; the input contains train + test. Accuracy is the percentage of exactly predicted ratings. These measurements support your analysis; code itself is not graded.

Hover or focus the ! icon to read an error. Click it to copy the message.

RankStatusSource
1
Professor reference
BestOf 2023 · 1Reference
0.8030.0041.92Success Frozen reference8b6fb772
2
Professor reference
BestOf 2025 · 1Reference
0.8160.0092.13Success Frozen referenceab53d900
3
Professor reference
BestOf 2025 · 2Reference
0.8300.025.29Success Frozen reference55d5e886
4
Dams0601erwanmadGuindoAissata
The Outliers2026 group
0.8420.107.04Success Repository4db5dbeb
5
EyfelixleonhogThaninaSIOUANI
1p2v2026 group
0.8480.166.59Success Repository1b27d218
6
F1rasssMateoDeschildreJimRam14
DauDau2026 group
0.8490.1017.18Success Repositorye7ebd674
7
Frangipanusrdc-ens
rEcommeNderS2026 group
0.8490.1287.37Success Repository84e82bfd
8
NathanDuboissetStalko123leroysomer
ONN2026 group
0.8530.163.48Success Repositoryb83a11d0
9
Professor reference
BestOf 2024 · 1Reference
0.8540.00146.36Success Frozen reference1204cccc
10
rcuadro-IASDsha098213salva24IASD
altf42026 group
0.8550.0114.56Success Repositoryd02830fd
11
LiLinduojvshangold
data-doodlers2026 group
0.8570.132.98Success Repositorybaf7c03c
12
Professor reference
BestOf 2023 · 2Reference
0.86026.1596.15Success Frozen reference2fa4d93a
13
Benjamin-WilhelmhibacheikhArthurCommunal2
HBA2026 group
0.8610.071.03Success Repositoryc2dc497f
14
NikosKontarthur-oudeyeryazi-mellissa
SnapCat2026 group
0.8620.071.02Success Repository0b93256b
15
Professor reference
BestOf 2024 · 2Reference
0.86725.0841.29Success Frozen reference7869cd93
16
greglcrGautierGabrielTbeck27-lab
Group 282026 group
0.9500.581.32Success Repository2b437779
17
lucas3600syldehaImane2410
Le groupe du fond : LiS2026 group
0.9950.0110.49Success Repositoryc41b6755
18
KaterinaGalkinaToitoine1eya-brad
AKE2026 group
1.0370.000.97Success Repository14f58b07
19
YanisMrmralexandrenoel20AymericPapon
AcceleratedAerodynamicsYaris2026 group
1.0370.000.97Success Repositoryc147f76a
20
lekoduckhoiclemencejin888honganh7263-debug
Antoine2026 group
1.0370.000.87Success Repository9c6ee38f
21
Quentinz12wandrillebvcctr002
BANs2026 group
1.0370.000.93Success Repository83e99cff
22
tlabrandeCenzitoakselDang
Blocus2026 group
1.0370.000.92Success Repository78b0d19f
23
joao-alcindoarielgg46Pola03
Breaking Bias2026 group
1.0370.000.87Success Repository6d39ac4d
24
ArmandVincentIka807leogruchociak
Gengis GAN2026 group
1.0370.000.92Success Repository1126422d
25
aladin20cMangKaGOnoe-mosca
Group2026 group
1.0370.000.93Success Repositoryabfe5a2a
26
Tpiettonlorisamoreserim-boughanm
Group 132026 group
1.0370.000.93Success Repositoryb11eb213
27
f-chen88nourceneBomarbargach
Group 162026 group
1.0370.000.92Success Repository43d7b502
28
roeyzaw1
Group 372026 group
1.0370.000.92Success Repository9b3166d9
29
teachShaicoderaphael-uxaaidoudi91
Group 42026 group
1.0370.000.97Success Repository2ebc552e
30
HakimTaoufikaminesaadi2312Ahmed-ux1502
Group 72026 group
1.0370.001.12Success Repository52600990
31
roeyzaw1MaryamShiranu5318996810-glitch
LHOOQ2026 group
1.0370.000.97Success Repositorye8c37c6c
32
quentinRevillonvincentami1tomdld
La piscine2026 group
1.0370.000.87Success Repository4208004d
33
MartinJessenneFarouk-00naomibronstein
Le Groupe2026 group
1.0370.000.98Success Repositorya7242cd3
34
fumseckkeoghanCheveLoui0-0
MassSurveillanceReadyFiltering2026 group
1.0370.000.92Success Repository50836543
35
Baude04FrodogornZomack270
OT dream team2026 group
1.0370.000.92Success Repository0df43d2a
36
hadriennouvelAlexis91800GitM27
Rejoignez@Alexis@Hadrien2026 group
1.0370.000.92Success Repository3c2e645b
37
S-Cordeiroromain-oClementGPP
TinderCEOs2026 group
1.0370.000.92Success Repository0fc43ada
38
g4briel-cmdAlexandDecchaylaalois
UsualGreenSundayEnjoyer2026 group
1.0370.001.11Success Repositoryb717a243
39
ValentinJourdanleopmrmohamed-meghrous
WorksOnMyMachine2026 group
1.0370.000.97Success Repository69b31592
40
Professor reference
averageReference
1.0370.001.05Success Frozen reference
41
yuyDaiyassinemethniPuuuu-cr
blue2026 group
1.0370.000.87Success Repository60e7172d
42
maitsel-gif
force-push2026 group
1.0370.000.97Success Repository618d11cf
43
AlGoRythm3000Paul-Huber7victor-jourdan
ocaml2026 group
1.0370.000.97Success Repositoryfe38654d
44
rogejuComeRochasdinoroberdemir
umap reborn2026 group
1.0370.000.92Success Repository241f46d4
45
Professor reference
randomReference
1.83214.141.07Success Frozen reference
—
AugustinBouquillardZieBerthecchalon-projects
ACA2026 group
———Error prepare: ValueError: Missing requirements.txt at the repository rootRepository2a419e87
—
Group
Group 272026 group
———Pending Repository pending
—
Nicolo456JeanGrngmanelw
Group 312026 group
———Error execution: RuntimeError: Process exited with code 1. W&B: online init failed; falling back to offline mode. W&B reason: No API key configured. Use `wandb login` to log in. wandb: Tracking run with wandb version 0.30.0 wandb: W&B syncing is set to `offline` in this directory. Run `wandb online` or set WANDB_MODE=online to enable cloud syncing. wandb: Run data is saved locally in logs/sessions/20261009_031752/wandb/offline-run-20261009_051752-ugxugp1o wandb: View this run in the terminal with `wandb leet` wandb: wandb: Run history: wandb: bias/mean_abs_item ▁▄▅▆▆▇▇█████████████████████████████████ wandb: bias/mean_abs_user ▁▆▇█▇▇▇▇▇▇▇▇█▇▇▇▇▇▇▇▇▇██▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇ wandb: epoch ▁▁▁▁▁▂▂▂▂▂▃▃▃▃▃▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▆▇▇▇▇▇▇██ wandb: train/rmse █▆▅▅▄▃▃▃▃▃▃▃▃▃▃▃▃▃▃▃▂▂▂▂▂▂▂▂▂▂▂▂▂▁▁▂▁▁▁▁ wandb: wandb: Run summary: wandb: bias/mean_abs_item 0.33469 wandb: bias/mean_abs_user 0.24614 wandb: epoch 99 wandb: global_mean 3.51816 wandb: train/rmse 0.80487 wandb: wandb: You can sync this run to the cloud by running: wandb: wandb sync logs/sessions/20261009_031752/wandb/offline-run-20261009_051752-ugxugp1o wandb: Find logs at: logs/sessions/20261009_031752/wandb/offline-run-20261009_051752-ugxugp1o/logs Traceback (most recent call last): File "/work/generate.py", line 131, in <module> titles, genres = load_item_metadata(metadata_path) ~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^ File "/work/src/metadata.py", line 53, in load_item_metadata raise FileNotFoundError(f"Metadata file not found: {metadata_path}") FileNotFoundError: Metadata file not found: namesngenre.npy Repository1e24633f
—
Group
Matcha2026 group
———Pending Repository pending
BestOf references are preserved benchmarks from previous years. Their current scores are recomputed with this platform; archived scores remain in the history.

Run 20261009T030001Z · Execution limit: 1200 s per group. Student runs: 4 CPU threads · 12 GiB host memory · CPU only. Historical references use one A40 GPU when required. Dependency installation time is not included in the reported execution time.