Errors found during review: MPG treated internal coverage and cited deployment data as fleet-wide gains; µEFI overextended boot-path evidence to tiny calls and added an unsupported LLM claim; µFork treated cross-paper Nephele data and a compute-only FaaS test as general comparisons
Remaining: paper repair manifest complete; proceed to global lint, link-status, candidate decisions, and downstream synthesis rebuild
Errors found during review: DISAGG pointed to ProTrain rather than its verified raw source; FunSearch had abbreviated authors and overcompressed experiment context; HexiScale described simulated and UCloud boundaries too loosely
Remaining: needs-review 3, complete-candidate 440; source/evidence recovery review remains for the final batch
Errors found during review: fabric-lib generalized peak bandwidth and a single RL update; GhostShell attributed all bugs to dynamic specification execution; uCache generalized OOM/random-access benchmarks and hid worst IO overhead
Errors found during review: WaferLLM mixed GEMV microbenchmarks with E2E results; Weaver mixed dedicated and multiplexing baselines; ZEN combined maxima from different models, networks, and baselines
Errors found during review: Trochilus treated approximate data-plane matching as exact and throughput as measured line rate; Veritas conflated focused verifier bugs with total issues and understated cost evidence; WASIT presented a discovery campaign as ecosystem bug rate
Errors found during review: TrainCheck generalized reproduced historical errors; TrainVerify omitted an author and understated its verification time; TritorX presented functional coverage as performance and omitted the long tail
Errors found during review: Tigon hid single-partition regressions; Tintin misstated average overhead as an upper bound; Tock presented project-scale experience claims as performance benchmarks
Errors found during review: TaiChi generalized one CSP deployment and omitted nonzero DP cost; Tempo conflated peak results across attention/RL settings; TickTock reported a 36-second kernel check as sub-30-second full verification
Errors found during review: SwiftGS generalized GPU/scene maxima and used nested bold; SysGPT treated label prediction and LLM judgement as system performance; T2C conflated checkers with tests and historical reproductions with production recall
Errors found during review: Spira generalized kernel-map microbenchmarks; SwCC mixed FPGA, ASIC estimate, and 10Gbps Soft-RoCE results; Swift treated heuristic and ambiguous time claims as general guarantees
Errors found during review: SoarAlto conflated predictor correlation with accuracy and mixed baselines; Soze used a single-hop signal and percentage interpretation incorrectly; Spars mixed distinct smartphone and virtual-screen experiments
Errors found during review: QiMeng overstated unit-test accuracy and productivity results; Quilt generalized a synthetic workload and ignored resource-aware splitting; Quirk-Sparing presented parameterized model outputs as operational measurements
Errors found during review: Proto conflated core and full kernel size and self-linked; QBL generalized complexity and benchmark trends; QOS misattributed a 9.6× fidelity result to utilization
Errors found during review: PipeThreader conflated ChunkScan with ChunkState and a layer proxy with end-to-end serving; PoWER generalized modified YCSB comparisons; ProfInfer generalized device-specific tracing and diagnosis results
Errors found during review: Picsou attributed unqualified 24× and Kafka claims; Pie mixed incomparable workflow multipliers and self-linked; PipeANN inverted pipeline fullness and generalized SIFT1B/high-recall results
Errors found during review: PLayer mixed rank summaries with individual-dataset accuracy; PMR mixed handset and fleet configurations; Paralegal did not initially state a lint-recognized latency metric and evaluation boundary
Errors found during review: Orthrus generalized injected-SDC coverage; PASTA conflated format and content accuracy; PHOENIX mixed controlled injections, real bug cases, and distinct recovery-time measures
Errors found during review: MTraining mixed distinct training/quality baselines and used nested bold; Mantle merged incompatible metadata workloads; MettEagle overstated an architectural CVE classification as security evidence
Method: three read-only full-text repair packets, followed by reviewer verification and local patches
Sampling: 3/3 reviewed (100%)
Result: METIS and MLE-Bench pass complete-page checks; MPG is retained as needs-review/full-text because its figures lack independently auditable before/after numbers for the claimed fleet optimizations
Errors found during review: METIS generalized fixed operating-point comparisons; MLE-Bench used a placeholder author and unsupported step limit; MPG presented cited or trend-only fleet examples as independently quantified results
Errors found during review: LLaMEA linked the wrong raw paper and misdescribed P-score baselines; LMCache generalized component and centralized-storage results; Loom reversed/merged query baseline ranges and omitted case-study boundaries
Errors found during review: KPerfIR generalized a single-GEMM instrumentation result; KTransformers combined incomparable baselines and defer scenarios; Kamino treated representative-zone before/after measurements as randomized global production results
Errors found during review: IntervalSkiplist generalized high-contention throughput results; Jenga mixed incompatible context, utilization, and throughput scenarios and contained a self-link; KNighter mixed checker-success and triage FP denominators
Errors found during review: HyperQ’s all-at-once and Poisson queue scenarios required separate boundaries; IceCache’s LongBench, synthetic passkey, and single-GPU RULER results needed distinct scopes; IntAttention needed explicit throughput/energy metrics and a non-nested observation heading
Errors found during review: Greyhound mixed production trace and injected mitigation scales; HEC overstated benchmark soundness/completeness; HexiScale mixed measured heterogeneous results with cost-model/Metis simulations
Errors found during review: FastACS mixed steady and abrupt scaling; Fawkes treated adapted-tool comparisons as stock baselines; FlashInfer-Bench generalized generated-kernel and one RMSNorm case into serving-wide evidence
Remaining: needs-review 91, complete-candidate 352; one source-title-mismatch recovery item
[2026-07-16] Needs-review batch 18
Scope: ExecuTorch-MLSys26, FCP-MLSys26, FLB-ATC25
Method: three read-only full-text repair packets, followed by reviewer verification and local patches
Sampling: 3/3 reviewed (100%)
Result: 3/3 pass page structure and paper quality checks
Errors found during review: ExecuTorch mixed backend and precision changes and generalized device results; FCP presented attention-module MFU as full-training evidence; FLB mixed testbed PFC outcomes with NS3 scaling results
Remaining: needs-review 94, complete-candidate 349; one source-title-mismatch recovery item
Errors found during review: DecDEC generalized a client-kernel buffer metric and treated 3.5-bit OOM as a quality win; DreamDDP conflated iteration and target-performance timing; EMT mixed emulation/simulation evidence with hardware claims
Remaining: needs-review 97, complete-candidate 346; one source-title-mismatch recovery item
[2026-07-14] Needs-review batch 16
Scope: DEDE-OSDI25, DISAGG-MLSys26, DSA-2LM-ATC25
Method: three read-only source checks, followed by reviewer patches
Sampling: 3/3 reviewed (100%)
Result: DEDE and DSA-2LM pass page structure and paper quality checks; DISAGG is quarantined as invalid/metadata-only
Failure: DISAGG declares a raw source whose PDF/Markdown title is ProTrain. The page was reduced to a source-title-mismatch audit record; correct verified source is required before it can be rebuilt.
Remaining: needs-review 100, complete-candidate 343; one source-title-mismatch recovery item
Errors found during review: CountingAtomicity conflated static property inference with end-to-end crash testing; Coyote-v2 merged incompatible reconfiguration timing definitions; DCP conflated causal and sparse-mask baselines and hid planner CPU requirements
Errors found during review: ContextPilot had nested bold and conflated benchmark-specific hit-ratio results; Converos blurred bounded model checking and endpoint workflow claims; CortenMM overstated proof scope and needed workload-specific performance boundaries
Errors found during review: Chitu required explicit WAN and injected-fault boundaries; Collective-NoC presented analytical large-mesh estimates as measured end-to-end results; ContextAwareMoE needed to distinguish routing-similarity evidence and simulated GPU–NDP results from production serving behavior
Errors found during review: COpter misattributed aggregate solver speedups to CPLEX and hid trace/synthetic boundaries; CacheGen used abbreviated authors and treated task metrics as general generation fidelity; Cartridges used abbreviated authors and required explicit offline-training and peak-throughput boundaries
Errors found during review: CAGE conflated accuracy and validation-loss evidence and contained nested bold; CATWILD confused candidate chip-time coverage with adoption and used invalid approximation syntax; CHERIoT-RTOS made broad deployment and completed-verification claims beyond its FPGA measurements
Errors found during review: Basilisk generalized its 16-protocol corpus and omitted proof-artifact boundaries; Belfast turned a mechanism argument into a formal proof and generalized a 10-shard append result; Bin2Wrong simplified prior-work coverage, used invalid approximate notation, and lacked a structured oracle ceiling
Errors found during review: AutoScientists used an unresolved BioML internal numeric conflict and over-specified its optimistic-locking transport; BES presented three-run variance as statistically significant and blurred equal-budget comparisons; BLASST treated a calibrated threshold law as configuration-free and lacked attention-quality/kernel boundaries
Errors found during review: Atropos turned averages into per-scenario guarantees and misstated cancellation-hook coverage; AttributionSparseActivation mixed unrelated sparsity, quality, latency, and memory conditions and misstated the online predictor path; AutoMan generalized Multi-Paxos/KV results and included an unrelated KNighter claim
Errors found during review: ApproxMLIR attributed exact-baseline speedups to static approximation and claimed strict Pareto dominance despite ties; ArckFS+ overstated a targeted audit as proof of no architectural vulnerability and hid uneven regressions; Atmosphere omitted hardware boundaries, contradicted its I/O evaluation, and contained inaccurate TCB and invented scale-out statements
Errors found during review: Aegaeon applied 7 models/GPU to the whole system instead of the decoding pool and attributed 97% to swap alone; AlphaEvolve overstated a non-controlled thousands-vs-millions comparison as a precise sample-efficiency result; AlphaProof Nexus contained an inconsistent 6/9 cost comparison and omitted post-hoc/cost boundaries
Errors found during review: ADR benchmark 0-FP was incorrectly allowed to imply production precision despite a 49% FP analyst queue, and source-stem integrity was rechecked; AFaaS used Catalyzer instead of the stronger CataOnly baseline and blurred mocked comparison with online A/B; 151 Trading Strategies overstated code defaults and downstream influence despite containing no empirical results
Errors found during review: TokenWeave treated a non-producing no-communication counterfactual as a theoretical lower bound; BOOST contained wrong topology, a reversed baseline order, self-link, and unresolved prose; DP-ZeRO overstated 100B utility and conflated system scale with private-training convergence
Errors found during review: RaidServe misattributed the 183× full recovery result to one component and invented an attention-quality trade-off; SpecDecodeBench presented a 4.9× perfect-oracle bound as an implemented adaptive system; StreamDiffusionV2 lacked evaluation boundaries and its source contains a 64.52/61.57 FPS prose-vs-figure conflict
Errors found during review: Catur and Guard contained placeholder authors and malformed nested bold; Guard conflated a 70% step-efficiency claim with MFU; PipelinedSharding converted the paper-defined 2G (2,000MB) into 2GB and treated reader-proposed future work as author claims
Test result: lint 22/22, repair-manifest 5/5, linker 5/5
Errors found during review: FLoRIST mixed three incompatible communication/compute metrics; Matrix overstated unqualified quality preservation; DAS lacked all quantitative evaluation evidence