For scalar field theories, such as those EFTs describing the Higgs, it is well-known that the 2-derivative Lagrangian is captured by geometry. That is, the set of operators with exactly 2 derivatives can be obtained by pulling back a metric from a field space manifold to spacetime . We here generalise this geometric understanding of scalar field theories to higher- (and lower-) derivative Lagrangians. We show how the entire EFT Lagrangian with up to 4-derivatives can be obtained from geometry by pulling back a metric to from the 1-jet bundle that is (roughly) associated with maps from to . More precisely, our starting point is to trade the field space for a fibre bundle , with fibre , of which the scalar field is a local section. We discuss symmetries and field redefinitions in this bundle formalism, before showing how everything can be prolongated' to the 1-jet bundle $J^1 E$ which, as a manifold, is the space of sections $φ$ that agree in their zeroth and first derivatives above each spacetime point. Equipped with a notion of (spacetime and internal) symmetry on $J^1 E$, the idea is that one can write down the most general metric on $J^1 E$ consistent with symmetries, in the spirit of the effective field theorist, and pull it back to spacetime to build an invariant Lagrangian; because $J^1 E$ has derivative coordinates’, one naturally obtains operators with more than 2-derivatives from this geometry. We apply this formalism to various examples, including a single real scalar in 4d and a quartet of real scalars with symmetry that describes the Higgs EFTs. We show how an entire non-redundant basis of 0-, 2-, and 4-derivative operators is obtained from jet bundle geometry in this way. Finally, we study the connection to amplitudes and the role of geometric invariants.

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