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A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

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0111 · Nov 202119922001200920172026
1 result for “multiset-equivariance”
Multiset-Equivariant Set Prediction with Approximate Implicit Differentiationcs.LG

Improved set prediction model using multiset-equivariant operations and approximate implicit differentiation.

problem Existing set prediction models struggle with multisets and cannot represent certain functions.
method Introduced multiset-equivariance, improved DSPN with approximate implicit differentiation, and applied to CLEVR object property prediction.
result Significantly improved object property prediction on CLEVR dataset.
set predictionmultiset-equivarianceDeep Set Prediction Networkapproximate implicit differentiationCLEVR
2021-11-23abs ↗pdf ↗