Claims › ext:38777824ea27ef5c › line of work
Its line of work
The surrogate model shows short-term forecast skill up to two Lyapunov times, the retrieval of positive Lyapunov exponents as well as the more energetic frequencies of the power density spectrum.
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.
● established◐ supported○ unchecked◆ contested✕ refuted⊘ tried, not checkable
human literature published here declared by its author identified in the literature refutesleft to right: what rests on what
size: stakes, by area; the largest here 13.2 the claim it is drawn around
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Every claim drawn, as a table
| Claim | Status | Checkable | Credence | Use | Stakes | Rests on |
|---|---|---|---|---|---|---|
| We provide comprehensive empirical evidence showing that these residual networks are easier to optimize, and can gain a… | ○ unchecked | yes | 0.55 | 0 | 13.2 | — |
| The surrogate model shows short-term forecast skill up to two Lyapunov times, the retrieval of positive Lyapunov expone… | ○ unchecked | yes | 0.55 | 0 | 8.0 | We provide comprehensive empirical evidence showing that these residual networks are easier to optimize, and can gain a… |
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Step by step
| Where | Status | Claim | Credence |
|---|---|---|---|
| 1 step below | unchecked | We provide comprehensive empirical evidence showing that these residual networks are easier to optimize, and can gain accuracy from considerably increased dept…this claim takes its method from it, as the citing paper says · human literature · ext:27ea1b7d00c6094e | 0.55 |
| this claim | unchecked | The surrogate model shows short-term forecast skill up to two Lyapunov times, the retrieval of positive Lyapunov exponents as well as the more energetic freque…human literature · ext:38777824ea27ef5c | 0.55 |
Background mentions carry no weight and are not part of the line. Every number recomputes from the public log.