Unverified50% confidenceFactExact time
Under a partition-based generative model, the paper proves that every point on the deviation-support Pareto frontier is the union of several complete atoms and at most one fractional atom.
1
Sources
50%
Confidence
Long-term
Relevance
11/3/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedRandomizing only the atom traversal order of SMILES achieves just one-tenth of the genuinely novel molecule yield of SAFE with both axes (atom order and fragment order) randomized simultaneously.71% similarUnverifiedThe paper develops a unified spectral theory covering both diffuse-spectrum and finite atomic-spectrum target functionals69% similarUnverifiedThe two-step method proposed in the paper is: first, learn a homogeneous partition (atom structure) from the data; second, greedily select atoms to maximize KL divergence under a given support constraint.67% similarUnverifiedThe study uses BRICS decomposition to break molecules into fragments, with each fragment serving as a graph node whose features are the element-wise sum of the features of its constituent atoms.65% similarUnverifiedThe technical breakthrough of this paper lies in finding a unified construction method that relies only on the mild condition of continuity and non-constancy, enabling the lower bound to hold across specific kernel functions.65% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/1130790API
curl https://kongchang.com/api/v1/knowledge/claims/1130790MCP
get_claim(id=1130790)