Claims › ext:0d79756344680df8 › line of work
Its line of work
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 train large-scale generative models over tight resource constraints.
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 | — |
See its whole group in the network, where it can be filtered and sized.
Step by step
| Where | Status | Claim | Credence |
|---|---|---|---|
| 1 step below | 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…this claim extends it, as the citing paper says · human literature · ext:758843ebf8a8354f | 0.55 |
| this claim | 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…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.