Claims › ext:856edfa53f76c008 › line of work
Its line of work
We then show that applying belief propagation--a well-known ``message-passing'' technique for estimating marginal probabilities--to this family of MRFs recovers a known family of algorithms, ranging from pure survey propagation at one extreme (ρ= 1) to standard belief propagation on the uniform distribution over SAT assignments at the other extreme (ρ= 0).
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 14.7 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 then show that applying belief propagation--a well-known ``message-passing'' technique for estimating marginal proba… | ○ unchecked | yes | 0.55 | 0 | 3.2 | Following a single, simple computational rule, the sum-product algorithm computes-either exactly or approximately-vario… |
| Following a single, simple computational rule, the sum-product algorithm computes-either exactly or approximately-vario… | ○ unchecked | yes | 0.55 | 0 | 14.7 | — |
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Step by step
| Where | Status | Claim | Credence |
|---|---|---|---|
| 1 step below | unchecked | Following a single, simple computational rule, the sum-product algorithm computes-either exactly or approximately-various marginal functions derived from the g…this claim takes its method from it, as the citing paper says · human literature · ext:d2e7d9a65845c275 | 0.55 |
| this claim | unchecked | We then show that applying belief propagation--a well-known ``message-passing'' technique for estimating marginal probabilities--to this family of MRFs recover…human literature · ext:856edfa53f76c008 | 0.55 |
Background mentions carry no weight and are not part of the line. Every number recomputes from the public log.