3 papers
cs.CV2026
Where Does Generative Difficulty Reside? An Empirical Study of Target Representations
Marcel Plocher, Bernhard Schölkopf, Andreas Geiger +1
The target representation defines the distribution an image generator must learn, yet it is often treated as an interchangeable interface. This assumption is particularly questiona…
cs.CV2026
Echoes of the Prior: A Computational Phenomenology of Forgetting
Gege Gao, Bernhard Schölkopf, Andreas Geiger
Memory is not merely the storage of data; it is the scaffolding of reality. When biological memory fades, the world does not simply turn black; it regresses into an unrecognizable…
cs.CV2026
Slots, Transitions, Loops: Learning Composable World Models for ARC
Gege Gao, Bernhard Schölkopf, Andreas Geiger
ARC tests in-context rule induction: given a few input-output demonstrations, a model must infer the hidden rule and apply it to a new query. While many approaches express ARC rule…