[charlottechan-crypto]

Summary

Replace KumoForecast’s incorrect NVIDIA NV-Tesseract blog citation with the paper “Memory-Augmented Forecasting: Scalability and Generalization Across Temporal Domains” by Gautam et al. (IEEE BigData 2025).

Description of the change

Replace the NV-Tesseract blog link with Memory-Augmented Forecasting: Scalability and Generalization Across Temporal Domains, update the author attribution from Chen et al. to Gautam et al., and identify the venue and year as IEEE BigData '25. The paper's authors are Aditi Gautam, Manikandan Ravikiran, and Fatma Sena Ekiz.

Validation

Verified title, author order, and publication year against IEEE's publisher-supplied Crossref record: https://api.crossref.org/works/10.1109/BigData66926.2025.11402442. Confirmed that only one README line changes and existing Markdown formatting is preserved. Ran git diff --check; it passed. Pre-commit was unavailable locally. Runtime tests were not run for this citation-only correction.

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ℹ️ Recent review info

⚙️ Run configuration

• Source mode: Auto
• Repository: NVIDIA/structured-data-models
• Branch: main
• File: .coderabbit.yaml
• Commit: 905c5e5
• Layers: Repository YAML
• Review profile: QUIET
• Plan: Enterprise
• Run ID: 6f6feda0-22a3-431f-849f-0b60c6cbbf5f

📥 Commits

Reviewing files that changed from the base of the PR and between 905c5e5 and 24b9f98.

📒 Files selected for processing: 1

• README.md

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📝 Summary

Summary by CodeRabbit

• Documentation
  • Updated the README attribution for KumoForecast and linked to the “Memory-Augmented Forecasting” paper in IEEE BigData ’25.

The README now attributes KumoForecast to Gautam et al. and links to the “Memory-Augmented Forecasting” paper listed for IEEE BigData ’25, replacing the previous attribution and NVIDIA blog reference.

Changes: KumoForecast citation

Layer / File(s)	Summary
Replace KumoForecast reference README.md	The README changes the attribution to Gautam et al. and cites the “Memory-Augmented Forecasting” paper in IEEE BigData ’25.

Priority: ⬇️ Low

Estimated code review effort: 1 (Trivial) | ~2 minutes

Merge Risk: ⚪ Minimal · up to 24b9f

The README-only citation correction is mergeable.

Pre-merge checks: 5

Check name	Status	Explanation
Title check		The title clearly identifies the README citation and research-link correction, which is the main change.
Description check		The description accurately explains the citation replacement, author attribution update, venue, validation, and test scope.
Docstring Coverage		No functions found in the changed files to evaluate docstring coverage. Skipping docstring coverage check. Docstring coverage is scoped to functions touched by this diff. Analyzed 0 functions across 0…
Linked Issues check		Check skipped because no linked issues were found for this pull request.
Out of Scope Changes check		Check skipped because no linked issues were found for this pull request.

Full details: Docstring Coverage

Explanation

No functions found in the changed files to evaluate docstring coverage. Skipping docstring coverage check. Docstring coverage is scoped to functions touched by this diff. Analyzed 0 functions across 0 files. (1 skipped: 1 unsupported.)

✨ Finishing Touches

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[codecov]

Codecov Report

✅ All modified and coverable lines are covered by tests.
✅ Project coverage is 83.02%. Comparing base (b8c5448) to head (53fd890).
⚠️ Report is 1 commits behind head on main.

Additional details and impacted files

@@           Coverage Diff           @@
##             main    #1249   +/-   ##
=======================================
  Coverage   83.02%   83.02%           
=======================================
  Files         174      174           
  Lines       11320    11320           
=======================================
  Hits         9398     9398           
  Misses       1922     1922           

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