Fix OOM: shrink arxiv config to hidden=256 2L no-rec (BGRL-matched, fits T4)

Fix torch.load weights_only=True for PyTorch 2.6+ / OGB compat

Add round 2: ogbn-arxiv + CiteSeer collapse fixes

Add round 2 script: ogbn-arxiv + CiteSeer collapse fixes