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)
-
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 -
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 -
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)
- [ask] Get ЖВММФ submission OK from Оселедец — email/call ASAP (28+ days waiting)
- [ask] Schedule April Оселедец meeting for C_D + Theorem D discussion
- [auto] After meeting: write rigorous Theorem D proof → finalize main_jcam.tex
- [auto] Prune arxiv-preprint figures to final quality before JCAM submission
- [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 |