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Manu Nicholas Jacob

Observed name: Jacob, Manu Nicholas
ORCID: 0009-0007-6589-6572
Observed ORCID: 0009-0007-6589-6572
OpenAlex ID: A5146049571
Your Quantization Format Is Not Free: Same-Size, Same-Label GGUF Files Decode Very Differently on Edge CPUs
2026 · Jacob, Manu Nicholas · Zenodo (CERN European Organization for Nuclear Research) · 1
llama-roofline: a portable memory-bandwidth roofline for llama.cpp
2026 · Jacob, Manu Nicholas · Zenodo (CERN European Organization for Nuclear Research) · 1
Power-Aware Image Classification on a Low-Cost Edge SBC: A Reproducible Micro-Benchmark with MobileNetV3-Small and ResNet-18
2025 · Manu Nicholas Jacob · 1
PDF
attribution-calibration: error rates for directed attribution claims about multi-agent logs
2026 · Jacob, Manu Nicholas · Zenodo (CERN European Organization for Nuclear Research)
SwarmInfluence-Bench
2026 · Jacob, Manu Nicholas · Zenodo (CERN European Organization for Nuclear Research)
An Agent That Copies Nobody Is Certified as a Leader
2026 · Jacob, Manu Nicholas · Zenodo (CERN European Organization for Nuclear Research)
"Kubernetes CPU limits and inference benchmark throughput: 50 run records"
2026 · Manu Nicholas Jacob · IEEE DataPort
Anti-Collusion Levers Are Not Free: Measuring What Monitoring Costs LLM Markets
2026 · Jacob, Manu Nicholas · Zenodo (CERN European Organization for Nuclear Research)
Spectral Geometry Instability: Covariance Eigenspace Rotation as a Structural Market-Risk Signal
2026 · Manu Nicholas Jacob, Ronit Ghai · Zenodo (CERN European Organization for Nuclear Research)
The Narrow Regime of Thermal-Aware Anytime Inference: When Early-Exit Selection Helps on Edge CPUs, and When It Does Not
2026 · Jacob, Manu Nicholas · Zenodo (CERN European Organization for Nuclear Research)
qgemv-roofline: a quantized GEMV kernel ladder measured against its own bandwidth roof
2026 · Jacob, Manu Nicholas · Zenodo (CERN European Organization for Nuclear Research)
gguf-faultscope: single-bit fault exposure of block-quantized language models
2026 · Jacob, Manu Nicholas · Zenodo (CERN European Organization for Nuclear Research)
The Barrier Spin Crossover: Throughput and Energy Cost of Spin-Wait Thresholds in CPU LLM Inference
2026 · Jacob, Manu Nicholas · Zenodo (CERN European Organization for Nuclear Research)
The Break-Even Parallel Speedup: When Multithreading Saves Energy for Edge CPU Inference
2026 · Jacob, Manu Nicholas · Zenodo (CERN European Organization for Nuclear Research)
An Optimizer That Deletes
2026 · Manu Nicholas Jacob · Kaggle
ML Systems Lab: reproducible ML inference benchmarking across heterogeneous hardware
2026 · Jacob, Manu Nicholas · Zenodo (CERN European Organization for Nuclear Research)
Latency-Elastic Edge Inference: Predictive Thread-Level QoS on Raspberry Pi 5
2026 · Jacob, Manu Nicholas · Zenodo (CERN European Organization for Nuclear Research)
When Thermal-Margin Control Helps and When It Hurts: Convex Allocation for Multi-Tenant Edge Inference on Raspberry Pi 5
2026 · Jacob, Manu Nicholas · Zenodo (CERN European Organization for Nuclear Research)
A Software-Only Thermal Proxy for Edge AI Inference on Raspberry Pi 5
2026 · Jacob, Manu Nicholas · Zenodo (CERN European Organization for Nuclear Research)
INT8 configuration study on Raspberry Pi 5 (Arm Cortex-A76)
2026 · Jacob, Manu Nicholas · Zenodo (CERN European Organization for Nuclear Research)
The Cold-Start Tax: Warm-Up, Re-Warm, and Residency Policy for Duty-Cycled Edge DNN Inference
2026 · Jacob, Manu Nicholas · Zenodo (CERN European Organization for Nuclear Research)
The Memory Wall at the Edge of Language: Characterizing and Optimizing LLM Inference on a 2 GB ARM CPU
2026 · Jacob, Manu Nicholas · Zenodo (CERN European Organization for Nuclear Research)
Lightweight Machine Learning for Edge Devices: Classical Baselines vs. TinyCNN with INT8 Quantization
2025 · Manu Nicholas Jacob
PDF
ThermML@Edge: Thermally-Robust Inference on Commodity SBCs via Precision, Threading, and Policy Design
2025 · Manu Nicholas Jacob
PDF
Thermo-Aware Anytime Inference on Raspberry Pi 5: Uncertainty-Aware Control and Full-Stack Reproducibility
2025 · Manu Nicholas Jacob
Works count: 25
Citation count: 3
H-index: 1
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