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TinyTorch/paper
Vijay Janapa Reddi c31d49d045 Add ML Systems Book ecosystem integration and hardware simulation future work
Paper additions based on student feedback:
- MLSysBook ecosystem integration in Architecture section
- Hardware simulation integration (scale-sim, timeloop, astra-sim) in Future Work
- Enhanced community sustainability discussion
- Bibliography entries for MLSysBook textbook and hardware simulators

Addresses feedback from Zishen Wan on:
- Connecting TinyTorch to broader ML Systems Book curriculum
- System simulator integration for hardware performance analysis
- Community infrastructure and sustainability
2025-11-30 16:06:35 -05:00
..

TinyTorch Research Paper

Complete LaTeX source for the TinyTorch research paper.


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Paper Details

  • Format: Two-column LaTeX (conference-standard)
  • Length: ~12-15 pages
  • Sections: 7 complete sections
  • Tables: 3 (framework comparison, learning objectives, performance benchmarks)
  • Code listings: 5 (syntax-highlighted Python examples)
  • References: 22 citations

Key Contributions

  1. Progressive disclosure via monkey-patching - Novel pedagogical pattern
  2. Systems-first curriculum design - Memory/FLOPs from Module 01
  3. Historical milestone validation - 70 years of ML as learning modules
  4. Constructionist framework building - Students build complete ML system

Framed as design contribution with empirical validation planned for Fall 2025.


Submission Venues

  • ArXiv - Immediate (establish priority)
  • SIGCSE 2026 - August deadline (may need 6-page condensed version)
  • ICER 2026 - After classroom data (full empirical study)

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