Strategy/projects/files/splitting/splitting_status_2026-04-09.md
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splitting_status_2026-04-09

Splitting Project Status — 2026-04-09

Paper: “Stochastic gradient algorithms from ODE splitting perspective”
Authors: Daniil Merkulov, Ivan Oseledets
Target: JCAM (Journal of Computational and Applied Mathematics, IF 2.4)
Timeline: Q3 2026 submission (after PhD defense phase begins)


Current Paper State

Component Status
Main text (main_jcam.tex) ✅ 26pp, elsarticle template
Theorem A (LT zero bias) — full proof ✅ complete
Theorem D (Strang bias bound) — proof sketch ✅ sketch, Steps 3-4 approximate
C_D = ‖A·sign(θ*)‖²/8 — numerical ✅ C_D ≈ 0.77 confirmed
C_D formula — analytic verification ❌ needs Оселедец
LASSO section ✅ integrated
Related Work (Blanes/Casas/Murua 2024) ✅ positioned
Figures: LLS, Logreg, Softmax ✅ in graphicspath
Figures: LASSO bias floor, C_D estimation ✅ generated (scripts/article3_lasso_figures.py)
Support expansion figures (Fig4a,b) ✅ generated
Rigorous proof of Theorem D ❌ main blocker
ЖВММФ skeleton (19pp, ЖВММФ-compatible) ✅ Strategy/phd/zhvmmf_article3_skeleton.tex
ArXiv preprint ❌ not posted

Blockers (in priority order)

  1. April meeting with Оселедец (primary blocker)
    - Agenda item 1: Verify C_D = ‖A·sign(θ*)‖²/8 analytically
    - Agenda item 2: Strategy for rigorous Theorem D proof
    - Agenda item 3: JCAM vs COAP — which journal?
    - Agenda item 4: Confirm co-authorship for journal version
    - Agenda item 5: Confirm OK for parallel ЖВММФ + JCAM publication

  2. ЖВММФ parallel publication approval
    - ЖВММФ submission has been waiting 28+ days for Оселедец OK
    - ЖВММФ skeleton ready: Strategy/phd/zhvmmf_article3_skeleton.tex
    - Review item: /review/inbox/zhvmmf_submit.md (P1!)
    - This unblocks a required PhD qualification publication

  3. Rigorous Theorem D proof
    - Steps 3-4 of sketch need exact coefficient tracking
    - C_D formula analytically: C_D = ‖A·sign(θ*)‖²/8 (needs verification)
    - Support expansion analysis: Strang activates j iff dual_j > λ/2


Strategic Context

For PhD defense: Splitting paper = 3rd qualified publication (needed for defense).
- ЖВММФ (ВАК journal) = fastest path to getting paper counted
- JCAM = higher impact, but 3-4 month review

For РНФ grant (LabMMO): РНФ 23-11-00229-П needs 14 more papers.
- Гасников confirmed Splitting paper as candidate (2026-04-02)
- Timeline: submit ЖВММФ ASAP (unblocked after Оселедец call)

Literature positioning: Main USP — SGD-splitting connection is under-explored.
Key citation: Blanes/Casas/Murua (Acta Numerica 2024) = PDE focus, not ML optimization.
Our angle: ML optimization / stochastic analysis of splitting bias.


Next Actions (priority order)

  1. [ask] Get ЖВММФ submission OK from Оселедец — email/call ASAP (28+ days waiting)
  2. [ask] Schedule April Оселедец meeting for C_D + Theorem D discussion
  3. [auto] After meeting: write rigorous Theorem D proof → finalize main_jcam.tex
  4. [auto] Prune arxiv-preprint figures to final quality before JCAM submission
  5. [auto] Submit to ЖВММФ (via Patchright script: scripts/submit_zhvmmf_patchright.py)

Key Files

File Description
/root/Strategy/projects/files/splitting/split-sgd/main_jcam.tex Main paper, 26pp, JCAM format
/root/Strategy/phd/zhvmmf_article3_skeleton.tex ЖВММФ-compatible skeleton, 19pp
/root/scripts/article3_cd_estimation.py C_D numerical verification
/root/scripts/article3_lasso_figures.py LASSO figures
/root/scripts/article3_support_expansion.py Support expansion Fig4a,b
/root/Strategy/projects/files/splitting/splitting_literature_review_2024_2026.md 22-paper lit review
/root/Strategy/projects/files/splitting/jcam_splitting_papers.md Reference list
/root/Strategy/projects/files/splitting/article3_submission_plan.md Full submission plan
/review/inbox/zhvmmf_submit.md P1 review item — ЖВММФ submission
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