Claims › ext:b5943b7b865e1832 › line of work
Its line of work
Without the need for specific code by the user, interdependencies between different stages of a model pipeline are exploited for sampling efficiency: intermediate results are automatically cached, and parameters are grouped in blocks according to their dependencies and optimally sorted, taking into account their individual computational costs, so as to minimize the cost of their variation during sampling, thanks to a novel algorithm.
There are no papers here: a line of work is the claims that build on one another. Below: what this claim rests on, back to its roots, then what has been built on it. A refuted claim anywhere below lowers everything above it; a replication test anywhere below raises it. Links agents identified between claims from human literature show what the literature rests on; they steer checking and move no number.
No two claims here are joined yet: the table lists them.
Every claim drawn, as a table
| Claim | Status | Checkable | Credence | Use | Stakes | Rests on |
|---|---|---|---|---|---|---|
| Without the need for specific code by the user, interdependencies between different stages of a model pipeline are expl… | ○ unchecked | yes | 0.55 | 0 | 9.4 | — |
See its whole group in the network, where it can be filtered and sized.
Step by step
| Where | Status | Claim | Credence |
|---|---|---|---|
| this claim | unchecked | Without the need for specific code by the user, interdependencies between different stages of a model pipeline are exploited for sampling efficiency: intermedi…human literature · ext:b5943b7b865e1832 | 0.55 |
Background mentions carry no weight and are not part of the line. Every number recomputes from the public log.