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تحسين النماذج / البحث التلقائي عن البنى العصبية (NAS)
البحث تلقائياً عن أفضل البنى الشبكية العصبية (NAS) وضغط النماذج من خلال التقليم، والكمّنة، واستخلاص المعرفة.
لوحة الصدارة
100 نماذج بالمجموع
مقاييس الأداء
ImageNet
CIFAR-100
ImageNet-1k
CIFAR-10
PIQA
BoolQ
HellaSwag
MMLU
GSM8K
ARC-e
WinoGrande
ARC-c
GQA
CIFAR100
TextVQA
MMMU
RTE
CIFAR10
POPE
ScienceQA
Vizwiz
MMB
OBQA
OCRBench
MNIST
AI2D
SQA
SST-2
Arc-Easy
WSC
MMBench
SEED
COPA
SVHN
Tiny-ImageNet
ChartQA
HumanEval
MATH
VQAv2
CSQA
OpenBookQA
WG
EuroSAT
MMStar
MathQA
DocVQA
Arc-Challenge
ImageNet1k
DTD
RESISC45
SUN397
MNLI
MRPC
ModelNet40
HeSw
Race-h
MMB^CN
sst2
ScienceQA-IMG
TinyImageNet
WIC
CB
MM-Vet
QNLI
SVAMP
Tiny ImageNet
VTAB-1K
ImageNet-100
MME
Cars
HS
MBPP
VQA^Text
CIFAR10-DVS
MMB-CN
VQA^V2
ARC challenge
ARC_e
HSwag
ImageNette
LongBench
ScanObjectNN
ARC_c
CMMLU
ImageWoof
SQA^I
ARC easy
BBH
CUB-200-2011
IMDB
Pets
SEED-Bench
Flowers
GTSRB
Ruler
SiQA
six downstream tasks
WNLI
A-OKVQA
Caltech101
CIFAR-100-LT
M2S-GL
QQP
RealWorldQA
RWQA
S2S-CN
S2S-EU
SciQ
ShapeNet55
FGVC-Aircraft
HallusionBench
StrategyQA
ASDiv
CoLA
CommonsenseQA
CoQA
GLUE
MathVista
MAWPS
OmniObject3D
BLINK
Celeb-DF
DVS-Gesture
FF++
FMNIST
LiveCodeBench
MMLU-Pro
MMLU-STEM
MMMU-Pro
MR
MultiRC
SEED2+
STL-10
ARC
CL
DVS-CIFAR10
Fashion-MNIST
Food101
ImageNet - ResNet 50 - 90% sparsity
Feather
InfoVQA
MATH-500
NAS-Bench-201
OCRVQA
SEED-IMG
Sen12Flood
TDIUC
VideoMME
BigMath level 4
BigMath level 5
C3
Camelyon
Clevr-Count
Clevr-Dist
DMLAB
dSpr-Loc
dSpr-Ori
FashionMNIST
fMoW
HumanEval+
ImageNet-A
ImageNet-LT
KITTI-Dist
LRA Image
MATH 500
MMB-EN
MQAR
NATS-Bench Topology, CIFAR-10
NATS-Bench Topology, CIFAR-100
NATS-Bench Topology, ImageNet16-120
OK-VQA
OlympiadBench
Pubmed
ReCoRD
RefCOCO
RESISC-45
Retinopathy
SAT
sNORB-Azim
SQuAD
superGPQA
TabMWP
TREC
TREC-6
ARC-challenging
BLiMP
Cal. Wildfires
CHID
Citeseer
CMNLI
Cora
ImageNet-R
ImageNet-V2
ImageNet16-120
Kinetics-400
LAMBADA
SNLI
Wino
Aircraft
Amazon Polarity
CelebA
Chaoyang
CIFAR-10 WRN-28-10 - 200 Epochs
Adam (eps-adjusted)
CIFAR-100 WRN-28-10 - 200 Epochs
AvaGrad
FinanceQA
Flower102
Flowers 102
Flowers102
ImageNet-C
ImageNet-Sketch
LAMA
LeetCode
LexGLUE
MATH500
MedMCQA
MMVet
Photo
R52
R8
Race-M
RefCOCO+
RefCOCOg
SEEDBench
sNORB-Ele
TruthfulQA
unknown
VizWiz-VQA
WinoG
XNLI
AIME24
Ape-clean
CLIPBenchmark
Flickr30k
GPQA
GPQA Diamond
GPQA-Diamond
IFEval
ImageNet-200
InfiniteBench
IS
LogiQA
Math23k
OfficeHome
Oxford Flowers-102
Oxford-IIIT-Pets
RACE
SEEDB
SQA-IMG
STL10
VQA^T
Amazon Counterfactual
Amazon Reviews
arXiv
Banking77
Belebele
Birdsnap
CIFAR - 2 × 5
CIFAR-10 ResNet-18 - 200 Epochs
SGD - cosine LR schedule
CIFAR-26-45
CIFAR-50-74
CIFAR100-C
Comp.
covertype
CS
Emotion
GSM8K-CoT
HELMET
ImageNet-Woof
Ionosphere
LongVideoBench
Massive Intent
Massive Scenario
MedQA
MMB^dev
MMLU-Flan-Cot-Fewshot
MMMU^test
MMMU^val
MSRVTT
MSVD
MSVD-QA
MTOPDomain
MTOPIIntent
NAS-Bench-101
nids
Oxford-IIIT Pets
PACS
Phys.
songs
SST
Stanford Cars
Tiny-Inet
TinyImageNet-LT
Toxic Conversations
Tweet Sentiment Extraction
UCM
urls
Vision-Language Tasks
VisWiz
VLCS
Waterbirds-100
WinoG.
WNGD
ActivityNet-QA
AG News
AGIEval
AI2Diagram
AIME 2024-2025
AIME25
ALFRED
AOKVQA
ARC challenged
AVMNIST
BB-sub
BiasedMNIST
BIG-bench
BigBench
CIFAR-10-LT
CLEVR-C
COCO
COCO
CoinFlip
COMPAS
D&D
EgoSchema
GPQA-D
Hallusion
HMDB51
IEdit
ImageIDC
ImageNet ReaL
ImageNet-10
ImageNet-16-120
IMDB-B
InfographicVQA
Iris
JUNYI
Kuzushiji-MNIST
LAM
LAMBADA-OpenAI
LCC
LongBench-e
MLVU
MMAU
MMCoQA
MMLU PRO
MMMU^V
MSRVT-QA
MultiPL-E
MUTAG
MVBench
NLU
OI
OKVQA
PAWS-X
PMC-VQA
PROTEINS
PTADisc
PTC-MR
Repobench-P
SciQA-IMG
SEED-Bench (Image)
SEED-I
SLT-10
Something-Something V2
SQA^{IMG}
SQL
ST
STD
Story
T-VQA
TGIF
TN
top quark tagging
TransNAS-Bench-101
TransNAS-Bench-101-Micro
TriviaQA
ViGGO
VQA V2
VQA^{Text}
WC-VQA
WebSRC
XCOPA
XStoryCloze
Yelp
20News
3D voxel domain
ActivityNet
AFHQ
AIME 2024
AIME-120
AIME2024
AMC
AMC-23
ANLI1
ArcC
ArcE
Bank Notes
Breast-Cancer
Caltech-101
CIFAR
CINIC
CK
CM
CMExam
CoauthorCS
CoauthorPhy
COCO-2017
Compressed Meta (2025)
Computer
Corrupted-CIFAR10
CQA
CSQA Tasks
DomainNet
DriveLM
DROP
ELEC2
EPIC-KITCHENS-100
ESC-50
ESNLI
Fashion MNIST
FICO
FiQA-SA
Flowers-102
Food-101
GPQA-Diamond-MC
GSM8K-PLUS
HAM
Hella Swag
HellaS.
House-16H
HTRU2
IL
ImageNet-22k
ImageNet-Nette
ImageNet-S
ImageNet100
INAT-19
LLaVA^W
LRA
LSUN-Bedrooms
MIT-Indoor67
MM B
MM MU
MMB^{CN}
MME-RW
MMLongBench-Doc
ModelNet
Multi-Color MNIST
N-MNIST
NABirds
Needle-in-a-Haystack
NExT-QA
Objaverse
ObjectNet
OCRB
Ogbn-arxiv
Ogbn-products
Omnibench
Open-BookQA
Oxford Flowers
OxfordPets
Permuted MNIST
Pima Indians
Pima-Diabetes
PL
PM
PneumoniaMNIST
PoL
Polychromatic Meta (2025)
PRE
QASPER
Qualcomm 580 ISP
RULER-4K
SciQA
SciTail
Seeds
Sentiment140
Sequential MNIST
ShapeNet
SingleEq
sMNIST
Spambase
SQA^IMG
SST-5
Stable Diffusion 3
Stanford Dogs
StanfordCars
Subj
Synthetic ISP
UCF101
UniFood
Union
Video-MME
Visual HayStack
VQA^{V2}
VQA^2
VSIBench
Wino Grande
Yelp Review
20-Newsgroups
20NG
Academic Papers
Adult
AIME
Amazon Photos
AmazonPolarity
AMC23
AQUA-RAT
ARC(Easy)
AudioMNIST
AV-MNIST
babyLM
BankMarketing
BBC
BBH-test
BERT
C-Eval
C10.1
C10.2
Cats and Dogs
CBT
CC3M
CESM
CIFAR10-C
CINIC10
cityscapes
CNN
Copying memory
CREMA-D
DNACorpus
Dolly
DriveLMM-o1
ego4d
EgoGesture
EgoPlan
Enwik9
FLUX.1 - dev
gauss
Gender Pronoun Resolution (GP)
GSM8K Chat
Heart Disease
Hella.
IllusionVQA
Image
ImageFruit
ImageMeow
ImageNet 1K
ImageNet-B
ImageNet-D
ImageNet-E
ImageNet-Subset
ImageNetV2
ImageSquawk
ImageYellow
Imbalanced CIFAR-100
in-house dataset
Indirect Object Identification (IOI)
industry status monitoring dataset
Instruct HumanEval
IOI
KBQA
Law
LEDGAR
LJSpeech
LLaVA-B
Loan Defaulter
Long-Range Arena
LSUN-Churches
m-brick-kiln
m-eurosat
m-so2sat
MagnifierBench
Mathematicas
Medical
MHEALTH
Mini Speech Commands
mLAMA
MM-Bench
MMB_CN
MMBench-CN
MMLU Chat
MMMU Val
MMT-Bench
Movie Plots
MRCR
MSRVTT-QA
Multi-Fashion
Multi-MNIST
multi-topic
MVoxCeleb
NATS-Bench Size, CIFAR-10
NATS-Bench Size, CIFAR-100
NATS-Bench Size, ImageNet16-120
News Articles
NExTQA
NTU RGB-D
NumGLUE
NUS
Oxford IIIT Pets
PAMAP2
PARAREL
PASCAL VOC 2012 trainaug
PATH
PATH-X
Places365 Standard
psMNIST
Reuters3
Reuters5
Rice
RSI-CB256
RSVQA-HRBEN
S-NI
sCIFAR (grayscale)
ScreenSpot
SeedBench (video)
SEEDImage
Self-inst
Shakespeare
Silesia
SoccerNet-Caption
Song Lyrics
STL
STS-B
TCGA-BRCA
TestImages
TextCaps
Tiny-ImageNet
Tiny-ImageNet-200
TinyImageNet-C
Unist
unseen tasks
UR-Funny
UVG
V* Bench
VC100
VCR
VGGSound
Vicuna
Video
VQA 2.0
VQAText
VT200
WG-M
WG-S
Wildfires
Wino.
XLSum English
xsum
YouCook2
YoutubeFace