From 81a939ece431b9353858f06651d3cd41fb4e0eb7 Mon Sep 17 00:00:00 2001
From: "Shuhao Zhang (Tony)" <shuhao_zhang@hust.edu.cn>
Date: Sat, 29 Aug 2026 22:07:48 +0800
Subject: [PATCH 1/2] paper: add GRACE evidence contract

---
 paper/advisor_review/.gitignore           |   4 +
 paper/advisor_review/BUILD.md             |   7 +
 paper/advisor_review/BUILD_TRANSCRIPT.txt |  15 +
 paper/advisor_review/Makefile             |   6 +
 paper/advisor_review/main.log             | 346 ++++++++++++++++++++++
 paper/advisor_review/main.pdf             | Bin 0 -> 47297 bytes
 paper/advisor_review/main.tex             |  66 +++++
 paper/advisor_review/references.bib       |   3 +
 8 files changed, 447 insertions(+)
 create mode 100644 paper/advisor_review/.gitignore
 create mode 100644 paper/advisor_review/BUILD.md
 create mode 100644 paper/advisor_review/BUILD_TRANSCRIPT.txt
 create mode 100644 paper/advisor_review/Makefile
 create mode 100644 paper/advisor_review/main.log
 create mode 100644 paper/advisor_review/main.pdf
 create mode 100644 paper/advisor_review/main.tex
 create mode 100644 paper/advisor_review/references.bib

diff --git a/paper/advisor_review/.gitignore b/paper/advisor_review/.gitignore
new file mode 100644
index 0000000..20d3908
--- /dev/null
+++ b/paper/advisor_review/.gitignore
@@ -0,0 +1,4 @@
+main.aux
+main.bbl
+main.blg
+main.out
diff --git a/paper/advisor_review/BUILD.md b/paper/advisor_review/BUILD.md
new file mode 100644
index 0000000..7a47e4d
--- /dev/null
+++ b/paper/advisor_review/BUILD.md
@@ -0,0 +1,7 @@
+# Build
+
+This independent advisor draft does not replace the accepted GRACE manuscript.
+
+```text
+PATH=/home/shuhao/.conda/envs/neuromem/bin:$PATH make pdf
+```
diff --git a/paper/advisor_review/BUILD_TRANSCRIPT.txt b/paper/advisor_review/BUILD_TRANSCRIPT.txt
new file mode 100644
index 0000000..556488b
--- /dev/null
+++ b/paper/advisor_review/BUILD_TRANSCRIPT.txt
@@ -0,0 +1,15 @@
+Script started on 2026-08-29 22:06:22+08:00 [<not executed on terminal>]
+tectonic --keep-intermediates --keep-logs main.tex
+Running TeX ...
+Running BibTeX on main.aux ...
+Rerunning TeX because bibtex was run ...
+Rerunning TeX because "main.aux" changed ...
+Running xdvipdfmx ...
+Writing `main.bbl` (653 B)
+Writing `main.out` (1.1953125 KiB)
+Writing `main.pdf` (46.1884765625 KiB)
+Writing `main.blg` (191 B)
+Writing `main.log` (11.3818359375 KiB)
+Writing `main.aux` (2.2236328125 KiB)
+
+Script done on 2026-08-29 22:06:24+08:00 [COMMAND_EXIT_CODE="0"]
diff --git a/paper/advisor_review/Makefile b/paper/advisor_review/Makefile
new file mode 100644
index 0000000..235235c
--- /dev/null
+++ b/paper/advisor_review/Makefile
@@ -0,0 +1,6 @@
+TECTONIC ?= tectonic
+.PHONY: pdf clean
+pdf:
+	$(TECTONIC) --keep-intermediates --keep-logs main.tex
+clean:
+	rm -f main.aux main.bbl main.blg main.log main.out main.pdf
diff --git a/paper/advisor_review/main.log b/paper/advisor_review/main.log
new file mode 100644
index 0000000..d30f992
--- /dev/null
+++ b/paper/advisor_review/main.log
@@ -0,0 +1,346 @@
+**
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diff --git a/paper/advisor_review/main.tex b/paper/advisor_review/main.tex
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+\documentclass[10pt]{article}
+\usepackage[margin=0.50in]{geometry}
+\usepackage{booktabs,tabularx,array,enumitem,microtype}
+\usepackage[hidelinks]{hyperref}
+\emergencystretch=1em
+\title{GRACE: Reconstruction Decisions for Dynamic Graph Containers\\\large Advisor Preservation and Next-Evidence Contract}
+\author{Advisor-authored narrative; implementation and experiments remain student-owned}
+\date{August 2026}
+\begin{document}\maketitle
+\begin{abstract}
+GRACE is an accepted ICDE 2026 artifact for alleviating reconstruction cost in packed-memory-array dynamic graph systems.  The public repository integrates PPCSR, Terrace, and VCSR, but does not contain the accepted manuscript or a manifest that binds those integrations to exact upstream revisions.  This independent draft therefore does not recreate publication claims.  It preserves the research boundary and preregisters the next question: can measurable structural drift predict when reconstruction is preferable to continued incremental maintenance across graph containers?  We define matched baselines, correctness and provenance oracles, evidence gates, and stopping conditions.  No experiment was run and no repository log is promoted to a paper result.
+\end{abstract}
+\small
+
+\section{Problem, Importance, and Prior Boundary}
+Packed memory arrays leave gaps so edge updates avoid moving the entire representation, but local insertions consume slack and can trigger increasingly large rebalances.  The systems question is not whether reconstruction has a cost; it is when the accumulated cost of local maintenance exceeds a rebuild, under a changing update stream and concurrent graph queries.  A wrong decision can waste bandwidth, stall updates, increase peak memory, or expose an inconsistent snapshot.
+
+PPCSR supplies parallel and NUMA-aware packed CSR~\cite{wheatman2021ppma}; Terrace adapts storage to skewed degrees~\cite{pandey2021terrace}; VCSR uses a vertex-centric packed-memory layout~\cite{islam2022vcsr}.  GRACE's accepted contribution must be cited from the official paper when its source is added.  The follow-up gap is narrower: a cross-container, falsifiable reconstruction trigger based on observed structural drift.  It is not a claim that one fixed threshold generalizes across all graphs or backends.
+
+\section{Seven Questions}
+\begin{enumerate}[leftmargin=*,label=\textbf{Q\arabic*.}]
+\item \textbf{Question.} When does cumulative incremental-maintenance cost exceed reconstruction cost, and can a pre-decision drift signal select the lower-cost action?
+\item \textbf{Importance.} Dynamic graph stores serve mixed update/query workloads.  The decision affects throughput, tail pause time, peak memory, and correctness; a useful policy must improve a real runtime rather than only predict an offline label.
+\item \textbf{Hidden assumption and related-work gap.} Fixed-period and fixed-density policies assume stationarity.  Different degree distributions, update locality, batch sizes, and container layouts invalidate that assumption.  Existing container mechanisms establish strong baselines, not evidence for a portable predictor.
+\item \textbf{Mechanism hypothesis.} Maintain low-cost receipts for slack distribution, rebalance span and bytes moved, update locality, degree drift, and recent query pressure.  A constrained cost model chooses continue, local rebalance, or full reconstruction.  The native contribution is the decision boundary and its receipts; wrapping three build systems is not a mechanism.
+\item \textbf{Feasibility.} The repository contains three integration trees and host build paths.  Feasibility remains conditional on exact upstream pins, reproducible workloads, and a snapshot oracle.  Existing logs are historical files without a binding result manifest.
+\item \textbf{Evaluation.} Section~\ref{sec:eval} freezes arms, inputs, oracle, metrics, gate, and stop rules before any held-out run.
+\item \textbf{Takeaway.} A positive result would show that measurable structural drift, rather than elapsed updates alone, predicts a portable reconstruction crossover.  A negative result would delimit the accepted mechanism to its original containers and close the portable-trigger extension.
+\end{enumerate}
+
+\section{Design and Causal Chain}
+For each decision epoch, record container identity, graph snapshot, ordered update batch, density/slack summaries, bytes moved, rebalance scope, and query mix.  The treatment estimates the remaining incremental cost and reconstruction cost, then selects an action subject to a memory and correctness constraint.  Every action receipt must link the decision to the exact pre-state and resulting post-state.  Container-specific features may be normalized, but raw receipts remain available so apparent portability is not caused by lossy aggregation.
+
+The causal claim requires: structural drift changes maintenance work; the receipts measure that change before action; the decision changes the selected maintenance path; and matched execution changes end-to-end cost without changing the logical graph.  Predictor accuracy alone is insufficient if it does not produce a deployable winner switch.
+
+\section{Matched Evaluation Contract}\label{sec:eval}
+\paragraph{Arms.} B0 is each upstream container's unmodified/default reconstruction behavior. B1 is a fixed update-count schedule swept over practical periods. B2 is a fixed density or slack threshold swept without held-out tuning. B3 is an oracle selector that runs candidate actions from the same snapshot and chooses the measured best; it bounds headroom but is not deployable. The treatment is the preregistered GRACE drift policy.  PPCSR, Terrace, and VCSR are separate strata, not pooled repetitions.
+
+\paragraph{Identity and workloads.} Freeze exact upstream and feature commits, compiler and flags, CPU/NUMA topology, allocator, dataset hash, initial graph hash, ordered update stream, query schedule, thread count, and random seeds.  Scan update rate, insertion/deletion mix, locality, batch size, degree skew, and drift.  Calibration, validation, and held-out streams are disjoint and immutable.
+
+\paragraph{Oracle.} After every maintenance action, compare vertex and edge counts, a canonical sorted-edge digest, sampled adjacency lists, and BFS/CC/PageRank outputs where applicable against a reference representation.  Required correctness is 100\%; duplicates, omissions, stale edges, or snapshot-generation mismatches fail the run.  Action receipts must conserve input updates and bind pre-state, action, and post-state identities.
+
+\paragraph{Metrics and gate.} Report update throughput, query throughput and p95 latency, reconstruction time, bytes moved, peak memory, predictor error, action frequency, and full repeated-run distributions.  A positive extension requires a repeated deployable winner switch over the strongest B0--B2 arm and remaining B3 oracle headroom, with no correctness failure or memory regression beyond a preregistered bound.  Numeric margins and repetition count are TBD until the student owner freezes them before held-out execution.
+
+\paragraph{Stop conditions.} Stop if exact pins cannot reproduce the accepted baseline; fixed policies match the treatment across strata; the signal is only known after the decision; predictions fail under a second container or workload family; or any correctness receipt fails.  Do not retune a failed policy on held-out data.
+
+\section{Evidence Ledger and Limitations}
+\begin{tabularx}{\linewidth}{@{}>{\raggedright\arraybackslash}p{.22\linewidth}>{\raggedright\arraybackslash}p{.17\linewidth}X@{}}
+\toprule Artifact & Level & Admissible statement\\\midrule
+Root README & contract/metadata & Records ICDE 2026 acceptance and names three integrations; it is not the accepted manuscript.\\
+Three source trees & implementation presence & Establish code presence only; exact upstream ancestry is not pinned.\\
+Terrace benchmark logs & historical/unbound & May guide recovery, but cannot support a claim without command, exit, hardware, input, and Git identities.\\
+Hosted PPCSR build & host correctness probe & Demonstrates compilation of one integration; not performance or cross-container evidence.\\
+This PDF & derived artifact & Demonstrates only reproducible narrative compilation.\\\bottomrule
+\end{tabularx}
+
+The highest evidence accepted by this draft is implementation presence plus a host build probe.  It claims no new number.  This is a CPU dynamic-graph topic, so an NPU architecture chain is not applicable; mapping it to an accelerator without a native counterexample and mechanism would be adaptation.
+
+\section{Two-Week Closure and Ownership}
+Week one: the student owner adds reviewed gitlinks or machine-readable upstream commit receipts, freezes workload identities, validates snapshot oracles, and reproduces the strongest original baseline.  Week two: the owner runs matched B0--B3/treatment sweeps on at least two containers, emits raw logs and manifests, and applies the frozen gate.  Advisor work is limited to this narrative and acceptance criteria; implementation, environment, experiments, debugging, and results remain student-owned.
+
+\section{Conclusion}
+GRACE already has an accepted-paper identity, but its repository must not substitute unbound logs for publication evidence.  The next defensible contribution is a predictive and auditable reconstruction boundary.  The contract makes both portability and failure informative.
+
+\bibliographystyle{plain}\bibliography{references}
+\end{document}
diff --git a/paper/advisor_review/references.bib b/paper/advisor_review/references.bib
new file mode 100644
index 0000000..a5f67f3
--- /dev/null
+++ b/paper/advisor_review/references.bib
@@ -0,0 +1,3 @@
+@inproceedings{wheatman2021ppma,author={Brian Wheatman and Helen Xu},title={A Parallel Packed Memory Array to Store Dynamic Graphs},booktitle={ALENEX},year={2021},pages={31--45},doi={10.1137/1.9781611976472.3}}
+@inproceedings{pandey2021terrace,author={Prashant Pandey and Brian Wheatman and Helen Xu and Aydin Buluc},title={Terrace: A Hierarchical Graph Container for Skewed Dynamic Graphs},booktitle={SIGMOD},year={2021},pages={1372--1385},doi={10.1145/3448016.3457313}}
+@inproceedings{islam2022vcsr,author={Abdullah Al Raqibul Islam and Dong Dai and Dazhao Cheng},title={{VCSR}: Mutable {CSR} Graph Format Using Vertex-Centric Packed Memory Array},booktitle={CCGrid},year={2022},pages={71--80},doi={10.1109/CCGrid54584.2022.00016}}

From c8b06e08bf8beb04a3080814a9eae82e34cde153 Mon Sep 17 00:00:00 2001
From: "Shuhao Zhang (Tony)" <shuhao_zhang@hust.edu.cn>
Date: Sat, 29 Aug 2026 22:09:32 +0800
Subject: [PATCH 2/2] paper: bind GRACE review artifacts

---
 paper/advisor_review/MANIFEST.md | 32 ++++++++++++++++++++++++++++++++
 1 file changed, 32 insertions(+)
 create mode 100644 paper/advisor_review/MANIFEST.md

diff --git a/paper/advisor_review/MANIFEST.md b/paper/advisor_review/MANIFEST.md
new file mode 100644
index 0000000..b748519
--- /dev/null
+++ b/paper/advisor_review/MANIFEST.md
@@ -0,0 +1,32 @@
+# Advisor review artifact manifest
+
+- Canonical repository: `DataSysResearch/GRACE`
+- Source base (`main`): `9f81318ecb12cbb5531034a574f6136f65d6b8e2`
+- Artifact commit: `81a939ece431b9353858f06651d3cd41fb4e0eb7`
+- Entry/PDF/log: `paper/advisor_review/main.tex`, `main.pdf`, `main.log`
+- Build: `PATH=/home/shuhao/.conda/envs/neuromem/bin:$PATH make pdf`
+- Tectonic exit: `0`; pages: `2`; warnings: none
+- Visual check: both pages rendered with `pdftoppm -png -r 110`; no clipping, overflow, broken glyphs, or unintended blank page.
+
+## SHA256
+
+| Artifact | Digest |
+|---|---|
+| `main.tex` | `f7061ad54029a43fd9abbfc0d15320441c5218f9366821a0303bd8fbc3deabf6` |
+| `references.bib` | `87f2cde98ae936380318169345eb201ec8cde49780b2b4da9bd8b7b7fe1c231d` |
+| `main.pdf` | `75f6aef516619c6300629fcc03eed2d8103cbd96aa259e1a8fc7bc0b296f5a8b` |
+| `main.log` | `f9ac1cfa6c6e406a0502b0bbbfddf44d02480338cb929495314972158704d511` |
+| `BUILD_TRANSCRIPT.txt` | `6693dd56bca155a358d5a94ed3b3c9ce0e3bb29fc52d3d6b9550077db9e7122c` |
+
+## Test and evidence boundary
+
+- `git diff --check`: pass.
+- PPCSR host build was attempted using the repository CI command, but the host
+  has no `cmake`; no dependency was installed and no build was claimed.
+- Highest accepted evidence: implementation presence plus the repository's
+  existing hosted PPCSR build probe. Existing benchmark logs are historical and
+  unbound; no new result is claimed.
+- Exact PPCSR, Terrace, and VCSR upstream pins remain missing. The accepted
+  manuscript is not present, so this independent advisor draft does not replace
+  or reconstruct its claims.
+- Implementation, environment, experiments, and results remain student-owned.