MachineSex/results
Giorgio Gilestro ea051a5f92 E13b/c: harden real-weight speciation — full symmetry group + emergent-divergence null
E13c (the symmetry defense): alignment now runs modulo the FULL
function-preserving unit symmetry group of a ReLU MLP (per-unit positive
rescaling via canonicalise_scale, composed with Re-Basin permutations;
sanity gate recovers a permuted-and-rescaled copy exactly). Verdict: the
full group removes the independent-init barrier (residual 0.001) and
essentially none of the conflict barrier (0.502 -> 0.497) — the residual
is functional, not a missed symmetry (answers arXiv:2606.23607). The
cliff gains a hybrid-fitness readout: merged accuracy 0.97 -> 0.03 with
conflict. Floor proposition drafted (paper/si-notes.md S1): endpoint
invariance + max(eps_A, eps_B) >= mu(S)/2 for any merged model under any
alignment group.

E13b (emergent divergence): pre-registered second reading — with NO
conflicting training signal (disjoint class specialists; rolled-input
conventions), residual is 0.000 at every divergence to t_div=3200, and
the merge RESCUES the forgetting specialists (parents 0.535/0.474 ->
merged 0.955; a sustained Fisher-Muller rescue at zero barrier).
Speciation in real weights requires functional conflict; it does not
emerge from compatible specialisation on shared ancestry. LLM-scale
over-specialisation (cf. 2607.11997) deferred to Phase-3 llm_speciation.

3-panel figure, READMEs, +2 tests (149 green), make mnist wired.

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01BkRLcc18rwT2Lysu6PbG7v
2026-09-06 12:35:14 +01:00
..
architectures docs: accessible figure legends (README.md) for all figures 2026-07-05 08:43:04 +01:00
bridge docs: accessible figure legends (README.md) for all figures 2026-07-05 08:43:04 +01:00
collapse docs: accessible figure legends (README.md) for all figures 2026-07-05 08:43:04 +01:00
E1 docs: accessible figure legends (README.md) for all figures 2026-07-05 08:43:04 +01:00
E2 docs: accessible figure legends (README.md) for all figures 2026-07-05 08:43:04 +01:00
E3 docs: accessible figure legends (README.md) for all figures 2026-07-05 08:43:04 +01:00
E4 docs: accessible figure legends (README.md) for all figures 2026-07-05 08:43:04 +01:00
E5 docs: accessible figure legends (README.md) for all figures 2026-07-05 08:43:04 +01:00
E6 docs: accessible figure legends (README.md) for all figures 2026-07-05 08:43:04 +01:00
E7 society: multi-locus recombination frame — the vertical claim (E7/E8) 2026-07-05 10:51:41 +01:00
E8 society: multi-locus recombination frame — the vertical claim (E7/E8) 2026-07-05 10:51:41 +01:00
E9 society: make the sexual-transmission model rigorous (E9 epistasis, E10 directed sex) 2026-07-05 11:13:37 +01:00
E10 society: make the sexual-transmission model rigorous (E9 epistasis, E10 directed sex) 2026-07-05 11:13:37 +01:00
E11 society: the dynamic Lamarckian society — the vertical claim (E11 / C3) 2026-07-05 12:34:01 +01:00
E12 E12: model speciation — the merge-compatibility limit of the sexual society 2026-07-08 22:40:02 +01:00
E12_nk E12: model speciation — the merge-compatibility limit of the sexual society 2026-07-08 22:40:02 +01:00
E14 E14: mating systems — monogamy vs promiscuity (mate-pool breadth) 2026-07-09 12:38:50 +01:00
grounding docs: accessible figure legends (README.md) for all figures 2026-07-05 08:43:04 +01:00
kernel_sharpen knowledge: learning kernel — model the estimator bias, not just sampling 2026-07-05 10:23:33 +01:00
kernel_smooth knowledge: learning kernel — model the estimator bias, not just sampling 2026-07-05 10:23:33 +01:00
llm_directed llm_directed: directed sex (breed offspring + select on verifier) — E10 in real weights 2026-07-05 18:35:04 +01:00
llm_directed_hard_hpc hard benchmark: the 7B "fusion wins / no headroom" results were saturation artefacts 2026-07-05 19:13:26 +01:00
llm_directed_hpc llm_directed: directed sex (breed offspring + select on verifier) — E10 in real weights 2026-07-05 18:35:04 +01:00
llm_merge llm_merge_hpc: the 7B firm-up makes the Fisher-Muller sign decisive 2026-07-05 17:32:51 +01:00
llm_merge_hpc llm_merge_hpc: the 7B firm-up makes the Fisher-Muller sign decisive 2026-07-05 17:32:51 +01:00
llm_moe llm_directed: directed sex (breed offspring + select on verifier) — E10 in real weights 2026-07-05 18:35:04 +01:00
llm_moe_hard_hpc hard benchmark: the 7B "fusion wins / no headroom" results were saturation artefacts 2026-07-05 19:13:26 +01:00
llm_moe_hpc llm_moe: the union operator (route/max-merge) vs fusion — and the regime flips at scale 2026-07-05 17:53:47 +01:00
mnist_collapse neural: real-MNIST external-validity tier (collapse + grounding) 2026-07-05 09:19:36 +01:00
recombination docs: accessible figure legends (README.md) for all figures 2026-07-05 08:43:04 +01:00
speciation_real E13b/c: harden real-weight speciation — full symmetry group + emergent-divergence null 2026-09-06 12:35:14 +01:00
speciation_real_cliff E13b/c: harden real-weight speciation — full symmetry group + emergent-divergence null 2026-09-06 12:35:14 +01:00
speciation_real_emergent E13b/c: harden real-weight speciation — full symmetry group + emergent-divergence null 2026-09-06 12:35:14 +01:00