HRoPE encodes patch surfaces as slanted planes for multi-view attention
Plane parameters need no ground-truth geometry and can be learned from view synthesis alone or taken from foundation models.
7 stories, newest first · one card per story
Plane parameters need no ground-truth geometry and can be learned from view synthesis alone or taken from foundation models.
Coordinate-conditioned noise scheduling cut revisit drift 66% versus the strongest of four baselines.
On Gangqinpu, DuET cuts MUSTER mean error from 6.56% to 3.64% versus the strongest baseline.
Hybrid local-mixing layers give global NoPE attention a recency bias that encodes relative position.
MinkowskiPE encodes relative spacetime displacement in attention and improves molecular and video prediction.
Compression depth, not location, distinguishes real paragraph structure under hierarchical rotary positional encoding.
arXiv study uses synthetic delay-copy tasks to show how RoPE, ALiBi, NoPE and training data diversity affect transformers' distance generalization.
Today 1.5K readers · 2.4K views · 754 reads · all time 189K views