mhadnanali/daens

DAENS

Requirements:

torch 1.11.0+cu113

torch-geometric 2.1.0.post1

Python 3.9+

Results from Paper

Algo	Cora	CiteSeer	Dblp	PubMed	WikiCS	Am.Comp	Am.Photo	Co.CS
DGI	82.6±0.4	68.8±0.7	83.2±0.1	86.0±0.1	75.35±0.14	83.95±0.47	91.61±0.22	92.15±0.63
GRACE	83.3±0.4	72.1±0.5	84.2±0.1	86.7±0.1	80.14±0.48	89.53±0.35	92.78±0.45	91.12±0.20
GCA	N/A	N/A	N/A	N/A	78.35±0.05	88.94±0.15	92.53±0.16	93.10±0.01
BGRL	83.83±1.61	72.32±0.89	84.07±0.23	86.03±0.33	79.98±0.10	*90.34±0.19	93.17±0.30	93.31±0.13
MVGRL	*86.80±0.5	73.30±0.5	N/A	80.10±0.70	77.52±0.08	87.52±0.11	91.74±0.07	92.11±0.12
LG2AR	82.70±0.70	N/A	N/A	81.50±0.70	77.80±0.50	89.60±0.30	94.10±0.40	93.60±0.30
AFGRL	N/A	N/A	N/A	N/A	77.62±0.49	89.88±0.33	93.22±0.28	93.27±0.17
COSTA	84.30±0.20	72.90±0.30	84.50±0.10	86.20±0.10	79.12±0.02	88.32±0.03	92.56±0.45	92.95±0.12
AFGCL	83.16±0.13	71.96±0.42	N/A	79.05±0.75	79.01±0.51	89.68±0.19	92.49±0.31	91.92±0.10
GRACE*	84.57±0.35	74.29±0.33	84.36±0.31	85.96±0.23	80.51±0.41	89.88±0.14	93.04±0.14	OOM
LG2AR*	83.56±0.64	72.11±0.35	83.34±0.53	81.32±0.61	78.23±0.29	89.57±0.35	94.07±0.41	93.45±0.48
BGRL*	83.87±0.76	73.01±0.46	83.96±0.18	85.94±0.38	79.86±0.11	*90.49±0.17	93.65±0.21	93.25±0.15
DAENS_C	87.13±0.00	79.64±0.00	86.07±0.76	87.48±0.04	83.29±0.21	90.44±0.19	93.44±0.25	93.19±0.13
DAENS_T	89.71±0.00	75.81±0.29	84.99±0.14	86.72±0.06	83.62±0.00	91.60±0.24	94.68±0.42	93.96±0.04

Hyper-parameter Settings

The table below presents the Hyper-parameter settings while the file HyperParameters.py``HyperParameters.py contains these settings with seeds contains these settings with seed values to regenerate the above results.

Dataset	$p_{e1}$	$p_{f1}$	$p_{e2}$	$p_{f2} = F_d \times F_r$	Encoder	Hetro	Training epochs	Learning rate	Activation function	Hidden layers
Cora	0.4	0.4	0.2	0.7 × 0.43	GAT	1D,2D	750	0.0005	ReLU	128
CiteSeer	0.4	0.4	0.2	0.8 × 0.375	GCN	2D,2D	1200	0.00001	PReLU	256
DBLP	0.1	0.1	0.2	0.375 × 0.8	GCN	2D,2D	1450	0.001	ReLU	256
PubMed	0.1	0.1	0.2	0.43 × 0.7	GCN	1D,2D	1800	0.001	ReLU	256
WikiCS	0.4	0.1	0.3	0.4 × 0.75	GAT	1D,2D	1800	0.01	ReLU	256
Am.Comp	0.5	0.1	0.5	0.7 × 0.43	GAT	2D,2D	1900	0.001	ReLU	128
Am.Photo	0.5	0.1	0.3	0.8 × 0.375	GAT	1D,2D	1200	0.01	ReLU	256
Co.CS	0.4	0.3	0.2	0.75 × 0.4	GAT	1D,2D	2000	0.0005	ReLU	256