Updated: 2026-09-07
The finite Balance accounting, lower bound, and Appendix constructions are proved on the domains described below.
Formalization gap: Theorem 8’s limit is proved when its finite-error term vanishes; deriving that condition from the paper’s small-bid regime remains unproved. Details.
The audited source is Mehta, Saberi, Vazirani, and Vazirani,
AdWords and Generalized Online Matching, JACM 54(5), 2007. The
local journal text was read source-first from the abstract through
Appendix A. The exact source digest is pinned in
audit/paper_statement_map.json and
audit/source_proof_fidelity.json. The public source is the
paper
PDF.
| Result | Comparison with the paper |
|---|---|
| Section 3: GREEDY tight example, equal-bid BALANCE identity, and discrete tradeoff monotonicity/convergence | Exact. |
| Lemmas 1–3 | Exact. |
| Lemma 4 | Exact. |
| Lemmas 5–7 | Exact. |
| Theorem 9 | Exact. |
| Theorem 8 | Formalization gap: the finite bound and limiting inequality under vanishing finite error are proved; deriving that limit condition from the paper’s fixed-advertiser small-bid regime remains unproved. |
| Theorem 8 suffix | Typo fixed: exponent k-i and unspent
fraction (k-i)/k. |
| Section 4 tightness | Formalization gap: a fluid tightness construction is proved; the asserted finite instance is not constructed. |
| Section 6 variants | Current proof restrictions: each possible charge is small relative to its winner’s budget; all bidders remain alive for the charge comparison. Necessity is unproved. Efficiency is a unit-cost operation count. |
| Appendix A three-phase example | Formula corrected: corrected phase revenue and residual service; the strict counterexample remains. |
kappa>1
witness |
Exact: an explicit continuous-limit family supplies the source existence claim; no fixed-positive-bid discretization bound is asserted. |
| Section 8 retained formulas and definitions | Exact. The weighted-bid runner is uncredited. |
The Section 6 comparison uses an effective-charge bound for every possible winner and a unit-cost arithmetic model. Necessity of these conditions for other proof routes is not established. Theorem 8’s remaining limit-condition bridge is listed in Section 5.
The finite-to-limit and fluid proof routes are explained in the memo, including the distinction between a continuous execution and a fixed positive discretization.
Optional extensions could refine the Appendix fluid certificate to a
quantified fixed-positive-a discretization theorem, analyze
bit complexity for an approximate implementation of the Balance scan, or
investigate the Section 8 switching-distribution and many-representative
RANKING proposals without prejudging their open guarantees. None is
required for source-level status.
The memo gives the finite suffix correction, the corrected three-phase revenue, and the explicit witness with both endpoint limits. The corrected execution preserves the strict counterexample to the naive rule.
The localized corrections and their unchanged limiting conclusions are explained in Section 10; no additional boundary is asserted here.
PaperInterface.lean exposes the model/formula rows, the
finite and continuous tradeoff route, the occurrence runner and cost
bounds, both displayed LP families, Lemmas 1–7, Theorem 8 and its
simple-proof accounting, Section 6, Theorem 9, Section 8’s proposal
definitions, and all Appendix source claims.
SourceRunner.lean contains the source-shaped operational
and accounting bridges. AppendixCounterexample.lean
contains the continuous within-phase state, allocation-derived
three-phase certificate, true revenue and optimum, and derived
kappa family. The older transformed-instance Section 8
theorem remains auxiliary and receives no credit for the source’s open
stochastic guarantee.
The source-to-statement map records the premises of each selected target. The memo explains the finite and limiting small-bid conditions. Finite histories index arrival occurrences, so repeated query words are allowed; Section 6 click-through rates lie in .
The source map binds the bid, spend, revenue, feasibility, LP, tradeoff, competitive-ratio, and lower-bound formulas to their source spans. The memo explains Theorem 8’s finite-index correction and the corrected Appendix execution and revenue; the current screening records the corresponding source-to-Spec comparisons.
Reusable AdWords definitions and main finite accounting
infrastructure already live in
AppliedModelingLib/Algorithms/Online/AdWords.lean. The
source-specific occurrence runner, phase dynamics, and
kappa construction remain paper-local; no generic lift was
justified in this pass.
The dependency DAG distinguishes the proved finite results, Theorem 8’s remaining limit-condition bridge, and the source’s open Section 8 questions. The Section 4 construction is identified as a fluid limit. The current PDF was compiled and visually inspected on September 7, 2026; labels and arrows are legible and unclipped.
The current direct source-to-Spec ledger records 50 selected result judgments. The paper-prerequisite ledger records 38 governing definitions and conditions, alongside 36 reusable-library prerequisites. The closure receipt records the accepted graph and focused build for the completed closeout.
The checked definitions include assignments, spend, revenue,
feasibility, small bids, fractional revenue/feasibility, the tradeoff
function, MSVV ratio, Balance score, assignability, occurrence-level
runner state, current slabs, bidder/query types, alpha/beta accounting,
Section 6 next-price charges, Section 8 switching and weight-update
state, Theorem 9’s hard distribution/payoff, and the Appendix fluid
inputs, allocations, derived state, and kappa family.
kappa > 1 family with both endpoint limits:
formalized.1 - o(1) result: source open
question, not a theorem; the switching model, weighted-bid formula,
updates, and replicated-RANKING definitions have checked source
connections. The experimental weighted-bid runner is uncredited; see the
scope
note.The current records are the source-to-statement map, source-to-Spec screening, paper prerequisites, library prerequisites, and closure receipt. They retain the exact statement and validation evidence summarized above.
The source-to-statement map records the selected claims, supporting source material, exclusions, and exact source locations. The current validation records are linked in Section 20; the closure receipt records their binding to the closed surface.