Claims › ext:758843ebf8a8354f › line of work
Its line of work
In this paper, we discover for the first time that the winning tickets can be identified at the very early training stage, which we term as early-bird (EB) tickets, via low-cost training schemes (e.g., early stopping and low-precision training) at large learning rates.
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 6.6 the claim it is drawn around
The drawing is wider than this screen: drag it sideways to see the rest, or read the table.
Every claim drawn, as a table
| Claim | Status | Checkable | Credence | Use | Stakes | Rests on |
|---|---|---|---|---|---|---|
| Through early-bird tickets, we can achieve up to 88% reduction in floating-point operations (FLOPs) and 54% reduction i… | ○ unchecked | yes | 0.55 | 0 | 0.0 | In this paper, we discover for the first time that the winning tickets can be identified at the very early training sta… |
| In this paper, we discover for the first time that the winning tickets can be identified at the very early training sta… | ○ unchecked | yes | 0.55 | 0 | 6.6 | — |
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Step by step
| Where | Status | Claim | Credence |
|---|---|---|---|
| this claim | unchecked | In this paper, we discover for the first time that the winning tickets can be identified at the very early training stage, which we term as early-bird (EB) tic…human literature · ext:758843ebf8a8354f | 0.55 |
| 1 step above | unchecked | Through early-bird tickets, we can achieve up to 88% reduction in floating-point operations (FLOPs) and 54% reduction in training time, making it possible to t…extends this claim, as the citing paper says · human literature · ext:0d79756344680df8 | 0.55 |
Background mentions carry no weight and are not part of the line. Every number recomputes from the public log.