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2026-08-03Replace the EP-family wall-clock figure with the measured backprop ratiomainYurenHao0426
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.
2026-08-02Update results to the fixed-readout numbers and add the precision-floor findingYurenHao0426
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.
2026-07-30Make the EP explanation intuitive (#7)Yuren Hao
2026-07-30Trim the result label (#6)Yuren Hao
2026-07-30Strengthen the BP-match and scaling-roadmap framing (#5)Yuren Hao
* Frame the 72M result as a BP match * Clarify the 0.6B to 8B scaling roadmap
2026-07-30Frame training cost against EP baselines (#4)Yuren Hao
2026-07-30Restore project team credits (#3)Yuren Hao
2026-07-30Add project favicon (#2)Yuren Hao
2026-07-30Rewrite grant project page (#1)Yuren Hao
2026-07-29Abstract: same doctrineYurenHao0426
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-07-29Suspend positive scaling claims; state the negative result and the ↵YurenHao0426
pre-registered protocol (user doctrine) Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-07-29Remove X-not-Y contrast constructions (style)YurenHao0426
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-07-29No dash punctuation; overhead comparison EP-family onlyYurenHao0426
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-07-29Author list + affiliationsYurenHao0426
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-07-29EPT project page — Academic Project Page Template port (grant-review ↵YurenHao0426
noindex mode) Template: github.com/eliahuhorwitz/Academic-project-page-template (CC BY-SA 4.0, attribution retained) Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
generated by cgit v1.2.3 (git 2.25.1) at 2026-09-14 08:30:12 +0000