COLT Workflow
Use this as the project-management layer for a COLT paper. Anchor everything to the
live timetable: for the 39th edition the CFP (checked 2026-07-08) set one submission
deadline — February 4, 2026, Anywhere on Earth, via CMT — for a conference running
June 29 to July 3, 2026 in San Diego. Notification and camera-ready dates were not on
the checked pages (待核实); take them from the CFP and acceptance email of your cycle.
Stage map
- Fit decision: confirm the contribution is a theorem a learning theorist wants
(see
colt-topic-selection); if the result is 80% proved, the clock question is
whether the remaining 20% is verification or invention — only the first is
schedulable.
- Result freeze: theorem statements stop moving. At COLT this is the single most
important date you control, because every downstream artifact (proof appendix,
overviews, comparisons) quotes the statements.
- Verification: independent re-derivation of every load-bearing proof
(
colt-reproducibility). Schedule it as real work with an owner per theorem — it
finds bugs at a rate authors never want to believe.
- Writing: body-first is a mistake here; write the appendix proofs first, then
distill overviews into the body, so the body never promises what the appendix
cannot deliver.
- Submission week: CMT record early, anonymity sweep, single-PDF assembly
(
colt-submission).
- Rebuttal: reviews arrive before decisions; block calendar capacity for the
window even before you know its dates (
colt-author-response).
- Aftermath: acceptance → PMLR camera-ready and talk prep (
colt-camera-ready);
rejection → triage between fix-and-resubmit (next COLT / ALT) and re-routing.
Backward plan from the deadline
| Weeks before deadline |
Milestone |
Failure smell |
| 10+ |
All main results proved at whiteboard level |
"The lower bound should follow" — it does not, yet |
| 8 |
Theorem statements frozen; ledger of claims opened |
Statements still absorbing scope changes |
| 6 |
Full proofs written in LaTeX, appendix-structured |
Proofs alive only in notebooks and heads |
| 4 |
Independent verification pass complete; bugs triaged |
"We'll verify while writing" (you will not) |
| 3 |
Body drafted: setup, results, proof overviews, known-vs-new table |
Overview promises diverging from actual proofs |
| 2 |
Internal mock review by an uninvolved theorist |
No one external has read the model section |
| 1 |
Anonymity sweep, notation audit, cross-reference check |
Renumbering theorems this late |
| 0 |
Upload, re-download, verify the stored PDF; stop editing |
Compiling at the AoE boundary |
Weeks are heuristics; the deadline is not. AoE means when it is February 4 anywhere
on Earth — compute your local cutoff and subtract a safety day.
Verification is the critical path
For a theory paper the long pole is never the writing; it is discovering at week 2
that Lemma 6 is false. Mitigations:
- Verify in dependency order, most-load-bearing first — a bug in the master lemma
invalidates weeks of downstream polishing.
- When a bug appears, immediately re-derive the weakest still-true statement and
check whether the paper survives with it; many COLT papers ship the weaker constant
that week-3 debugging forced.
- Maintain the claim ledger (see
colt-artifact-evaluation) as the single source of
verification status; standups read the ledger, not vibes.
Team coordination template
# colt-plan.txt
DEADLINE (AoE): 2026-02-04 -> local cutoff 2026-02-05 11:59 UTC-12
RESULT FREEZE: 2025-12-10 owner: all
PROOF APPENDIX DRAFT: 2025-12-22 owner: A (Thm 1), B (Thm 2, lower bound)
VERIFICATION PASS: 2026-01-09 owner: swap (B checks Thm 1, A checks Thm 2)
BODY + OVERVIEWS: 2026-01-16 owner: A
MOCK REVIEW: 2026-01-21 reader: C (not a coauthor)
ANONYMITY + PDF QA: 2026-01-28 owner: B
UPLOAD TARGET: 2026-02-02 (two days of slack, CMT record made 01-25)
REBUTTAL WINDOW: dates TBA with reviews -> block capacity on release
Workflow failure modes specific to theory papers
- The moving theorem: a coauthor strengthens a statement during the writing
phase without re-opening its ledger entry; the appendix now proves the old claim.
Rule: statement edits after freeze require a ledger re-verification, no exceptions.
- The optimistic lower bound: upper bound done, lower bound "clearly similar to
[X]" and scheduled for week 2. Lower bounds are inventions, not chores — either
prove it before freeze or descope the paper to the upper bound honestly.
- The single-verifier trap: the only person who checked Theorem 2 is the person
who proved it. Swap verification assignments explicitly (the plan file above does).
- The deadline compile: first full single-PDF build in the final 48 hours,
discovering the restatement macros and cross-references were never wired. Build the
full document skeleton — body, appendix, references — by week 3 even while proofs
are placeholders.
After the decision
- Accepted: camera-ready per instructions; book San Diego-style summer logistics
early (single-track conference, one venue hotel); decide who talks.
- Rejected with deep reviews: the reviews are a free verification report — patch and
target the next cycle or ALT (deadline typically in autumn; verify).
- Rejected for significance: the mathematics may be sound but mis-framed; rework the
motivation and known-vs-new ledger before blaming the result.
- Either way, reconcile the arXiv version with what review taught you.
- Debrief the ledger: which claims did reviewers actually verify, and did your
internal verification pass catch what they caught? Calibrating that gap improves
the next paper's schedule more than any template.
Cycle-volatility warnings
- Every date above except the verified 2026 deadline and conference dates is
cycle-specific; notification, rebuttal window, camera-ready, and registration
timing are 待核实 until announced.
- Whether an Open Problems track (with its own deadline) runs in your cycle: check
the CFP; the 2025 edition ran one with a later, non-anonymous, 4-page format.
Output format
[Stage] proving / freeze / verification / writing / submitted / rebuttal / decision
[Critical path] <the unverified claim or unwritten proof gating everything>
[Calendar] <next official date + source, or 待核实>
[Owner map] <theorem/task -> person>
[Slack] <days between planned upload and AoE cutoff>
1---2name: colt-workflow3description: Use when planning a COLT (Conference on Learning Theory) submission calendar backward from the single AoE paper deadline — proof-completion and verification milestones, writing and appendix-assembly passes, CMT logistics, the rebuttal window, decision aftermath, and PMLR camera-ready with conference presentation in early summer.4---56# COLT Workflow78Use this as the project-management layer for a COLT paper. Anchor everything to the9live timetable: for the 39th edition the CFP (checked 2026-07-08) set one submission10deadline — February 4, 2026, Anywhere on Earth, via CMT — for a conference running11June 29 to July 3, 2026 in San Diego. Notification and camera-ready dates were not on12the checked pages (待核实); take them from the CFP and acceptance email of your cycle.1314## Stage map1516- **Fit decision**: confirm the contribution is a theorem a learning theorist wants17 (see `colt-topic-selection`); if the result is 80% proved, the clock question is18 whether the remaining 20% is verification or invention — only the first is19 schedulable.20- **Result freeze**: theorem statements stop moving. At COLT this is the single most21 important date you control, because every downstream artifact (proof appendix,22 overviews, comparisons) quotes the statements.23- **Verification**: independent re-derivation of every load-bearing proof24 (`colt-reproducibility`). Schedule it as real work with an owner per theorem — it25 finds bugs at a rate authors never want to believe.26- **Writing**: body-first is a mistake here; write the appendix proofs first, then27 distill overviews into the body, so the body never promises what the appendix28 cannot deliver.29- **Submission week**: CMT record early, anonymity sweep, single-PDF assembly30 (`colt-submission`).31- **Rebuttal**: reviews arrive before decisions; block calendar capacity for the32 window even before you know its dates (`colt-author-response`).33- **Aftermath**: acceptance → PMLR camera-ready and talk prep (`colt-camera-ready`);34 rejection → triage between fix-and-resubmit (next COLT / ALT) and re-routing.3536## Backward plan from the deadline3738| Weeks before deadline | Milestone | Failure smell |39|---|---|---|40| 10+ | All main results proved at whiteboard level | "The lower bound should follow" — it does not, yet |41| 8 | Theorem statements frozen; ledger of claims opened | Statements still absorbing scope changes |42| 6 | Full proofs written in LaTeX, appendix-structured | Proofs alive only in notebooks and heads |43| 4 | Independent verification pass complete; bugs triaged | "We'll verify while writing" (you will not) |44| 3 | Body drafted: setup, results, proof overviews, known-vs-new table | Overview promises diverging from actual proofs |45| 2 | Internal mock review by an uninvolved theorist | No one external has read the model section |46| 1 | Anonymity sweep, notation audit, cross-reference check | Renumbering theorems this late |47| 0 | Upload, re-download, verify the stored PDF; stop editing | Compiling at the AoE boundary |4849Weeks are heuristics; the deadline is not. AoE means when it is February 4 anywhere50on Earth — compute your local cutoff and subtract a safety day.5152## Verification is the critical path5354For a theory paper the long pole is never the writing; it is discovering at week 255that Lemma 6 is false. Mitigations:5657- Verify in dependency order, most-load-bearing first — a bug in the master lemma58 invalidates weeks of downstream polishing.59- When a bug appears, immediately re-derive the *weakest still-true statement* and60 check whether the paper survives with it; many COLT papers ship the weaker constant61 that week-3 debugging forced.62- Maintain the claim ledger (see `colt-artifact-evaluation`) as the single source of63 verification status; standups read the ledger, not vibes.6465## Team coordination template6667```text68# colt-plan.txt69DEADLINE (AoE): 2026-02-04 -> local cutoff 2026-02-05 11:59 UTC-1270RESULT FREEZE: 2025-12-10 owner: all71PROOF APPENDIX DRAFT: 2025-12-22 owner: A (Thm 1), B (Thm 2, lower bound)72VERIFICATION PASS: 2026-01-09 owner: swap (B checks Thm 1, A checks Thm 2)73BODY + OVERVIEWS: 2026-01-16 owner: A74MOCK REVIEW: 2026-01-21 reader: C (not a coauthor)75ANONYMITY + PDF QA: 2026-01-28 owner: B76UPLOAD TARGET: 2026-02-02 (two days of slack, CMT record made 01-25)77REBUTTAL WINDOW: dates TBA with reviews -> block capacity on release78```7980## Workflow failure modes specific to theory papers8182- **The moving theorem:** a coauthor strengthens a statement during the writing83 phase without re-opening its ledger entry; the appendix now proves the old claim.84 Rule: statement edits after freeze require a ledger re-verification, no exceptions.85- **The optimistic lower bound:** upper bound done, lower bound "clearly similar to86 [X]" and scheduled for week 2. Lower bounds are inventions, not chores — either87 prove it before freeze or descope the paper to the upper bound honestly.88- **The single-verifier trap:** the only person who checked Theorem 2 is the person89 who proved it. Swap verification assignments explicitly (the plan file above does).90- **The deadline compile:** first full single-PDF build in the final 48 hours,91 discovering the restatement macros and cross-references were never wired. Build the92 full document skeleton — body, appendix, references — by week 3 even while proofs93 are placeholders.9495## After the decision9697- Accepted: camera-ready per instructions; book San Diego-style summer logistics98 early (single-track conference, one venue hotel); decide who talks.99- Rejected with deep reviews: the reviews are a free verification report — patch and100 target the next cycle or ALT (deadline typically in autumn; verify).101- Rejected for significance: the mathematics may be sound but mis-framed; rework the102 motivation and known-vs-new ledger before blaming the result.103- Either way, reconcile the arXiv version with what review taught you.104- Debrief the ledger: which claims did reviewers actually verify, and did your105 internal verification pass catch what they caught? Calibrating that gap improves106 the next paper's schedule more than any template.107108## Cycle-volatility warnings109110- Every date above except the verified 2026 deadline and conference dates is111 cycle-specific; notification, rebuttal window, camera-ready, and registration112 timing are 待核实 until announced.113- Whether an Open Problems track (with its own deadline) runs in your cycle: check114 the CFP; the 2025 edition ran one with a later, non-anonymous, 4-page format.115116## Output format117118```text119[Stage] proving / freeze / verification / writing / submitted / rebuttal / decision120[Critical path] <the unverified claim or unwritten proof gating everything>121[Calendar] <next official date + source, or 待核实>122[Owner map] <theorem/task -> person>123[Slack] <days between planned upload and AoE cutoff>124```