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<title>ept-lm-page.git, branch main</title>
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<entry>
<title>Replace the EP-family wall-clock figure with the measured backprop ratio</title>
<updated>2026-08-03T14:19:01+00:00</updated>
<author>
<name>YurenHao0426</name>
<email>Blackhao0426@gmail.com</email>
</author>
<published>2026-08-03T14:19:01+00:00</published>
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The 0.4x figure compared relaxation-iteration counts across methods that count
different things: the closest EP-family baseline uses asynchronous local updates
where one iteration moves information roughly one layer, while ours transmits
through the whole stack per round. Wall-clock against backprop on matched
hardware is the currency that survives that difference, and it measures 2.7x.
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<pre>
The 0.4x figure compared relaxation-iteration counts across methods that count
different things: the closest EP-family baseline uses asynchronous local updates
where one iteration moves information roughly one layer, while ours transmits
through the whole stack per round. Wall-clock against backprop on matched
hardware is the currency that survives that difference, and it measures 2.7x.
</pre>
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</content>
</entry>
<entry>
<title>Update results to the fixed-readout numbers and add the precision-floor finding</title>
<updated>2026-08-02T18:00:27+00:00</updated>
<author>
<name>YurenHao0426</name>
<email>Blackhao0426@gmail.com</email>
</author>
<published>2026-08-02T18:00:27+00:00</published>
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72M is now 3.400 vs 3.397, statistically indistinguishable rather than a 4 to 5 percent band, with the 11M, 18M and 36M rungs reported alongside. Adds the readout precision result and its verification, and marks the 135M rerun as in progress.
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<pre>
72M is now 3.400 vs 3.397, statistically indistinguishable rather than a 4 to 5 percent band, with the 11M, 18M and 36M rungs reported alongside. Adds the readout precision result and its verification, and marks the 135M rerun as in progress.
</pre>
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</content>
</entry>
<entry>
<title>Make the EP explanation intuitive (#7)</title>
<updated>2026-07-30T08:05:21+00:00</updated>
<author>
<name>Yuren Hao</name>
<email>97327730+YurenHao0426@users.noreply.github.com</email>
</author>
<published>2026-07-30T08:05:21+00:00</published>
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<entry>
<title>Trim the result label (#6)</title>
<updated>2026-07-30T08:02:47+00:00</updated>
<author>
<name>Yuren Hao</name>
<email>97327730+YurenHao0426@users.noreply.github.com</email>
</author>
<published>2026-07-30T08:02:47+00:00</published>
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<entry>
<title>Strengthen the BP-match and scaling-roadmap framing (#5)</title>
<updated>2026-07-30T08:00:28+00:00</updated>
<author>
<name>Yuren Hao</name>
<email>97327730+YurenHao0426@users.noreply.github.com</email>
</author>
<published>2026-07-30T08:00:28+00:00</published>
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* Frame the 72M result as a BP match

* Clarify the 0.6B to 8B scaling roadmap</content>
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* Frame the 72M result as a BP match

* Clarify the 0.6B to 8B scaling roadmap</pre>
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</content>
</entry>
<entry>
<title>Frame training cost against EP baselines (#4)</title>
<updated>2026-07-30T07:58:33+00:00</updated>
<author>
<name>Yuren Hao</name>
<email>97327730+YurenHao0426@users.noreply.github.com</email>
</author>
<published>2026-07-30T07:58:33+00:00</published>
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<entry>
<title>Restore project team credits (#3)</title>
<updated>2026-07-30T07:55:00+00:00</updated>
<author>
<name>Yuren Hao</name>
<email>97327730+YurenHao0426@users.noreply.github.com</email>
</author>
<published>2026-07-30T07:55:00+00:00</published>
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<entry>
<title>Add project favicon (#2)</title>
<updated>2026-07-30T07:53:25+00:00</updated>
<author>
<name>Yuren Hao</name>
<email>97327730+YurenHao0426@users.noreply.github.com</email>
</author>
<published>2026-07-30T07:53:25+00:00</published>
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<entry>
<title>Rewrite grant project page (#1)</title>
<updated>2026-07-30T07:51:50+00:00</updated>
<author>
<name>Yuren Hao</name>
<email>97327730+YurenHao0426@users.noreply.github.com</email>
</author>
<published>2026-07-30T07:51:50+00:00</published>
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<entry>
<title>Abstract: same doctrine</title>
<updated>2026-07-30T01:43:00+00:00</updated>
<author>
<name>YurenHao0426</name>
<email>Blackhao0426@gmail.com</email>
</author>
<published>2026-07-30T01:43:00+00:00</published>
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<content type='text'>
Co-Authored-By: Claude Fable 5 &lt;noreply@anthropic.com&gt;
Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
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Co-Authored-By: Claude Fable 5 &lt;noreply@anthropic.com&gt;
Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
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