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chore: bump version to 16.0.0
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CITATION.cff

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cff-version: 1.2.0
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message: "If you use QRES in academic work, please cite the associated Zenodo publication."
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title: "QRES: Biologically-Inspired Secure Federated Learning for Edge IoT Devices"
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version: "v15.4.0"
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doi: "10.5281/zenodo.18194636"
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date-released: "2026-01-11"
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# [UPDATED] New v16 Title
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title: "QRES: An Adaptive Hybrid Compression System for Edge IoT"
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version: "v16.0.0"
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# [UPDATED] DOI from your README
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doi: "10.5281/zenodo.18216283"
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date-released: "2026-01-12"
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authors:
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- family-names: Krenik
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given-names: Cavin
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orcid: "https://orcid.org/0009-0008-9183-1278"
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# [UPDATED] Abstract matches the new "Hybrid Gatekeeper" narrative
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abstract: >
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QRES is a deterministic, edge-native neural compression
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and federated learning system for time-series data. By treating
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compression as shared prediction and transmitting only residuals,
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QRES achieves high compression ratios while providing strong
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privacy guarantees through differential privacy, secure aggregation,
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and zero-knowledge proofs. The system is implemented in Rust with
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bit-perfect fixed-point determinism and targets constrained IoT
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environments.
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QRES is an adaptive hybrid compression system designed for constrained
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Edge IoT environments. It utilizes a "Hybrid Gatekeeper" architecture
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that dynamically switches between a lightweight Bit-Packing pipeline
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(for high-entropy data) and a Neural Residual Predictor (for structured
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signals). This approach eliminates data expansion on noisy streams while
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achieving high compression ratios (up to 25x) on structured telemetry.
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The system is implemented in no_std Rust with bit-perfect Q16.16
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fixed-point determinism.
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keywords:
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- Federated Learning
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- Edge AI
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- Time-Series Compression
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- Spiking Neural Networks
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- Secure Aggregation
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- Differential Privacy
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- Byzantine Fault Tolerance
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- Deterministic Systems
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- Adaptive Compression
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- Time-Series Data
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- Edge Computing
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- Hybrid Architecture
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- Bit-Packing
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- Neural Residual Prediction
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- Internet of Things
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- Rust
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license: Apache-2.0
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repository-code: "https://github.com/CavinKrenik/QRES"
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url: "https://doi.org/10.5281/zenodo.18194636"
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url: "https://doi.org/10.5281/zenodo.18216283"
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preferred-citation:
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type: software
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authors:
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- family-names: Krenik
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given-names: Cavin
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orcid: "https://orcid.org/0009-0008-9183-1278"
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title: "QRES: Biologically-Inspired Secure Federated Learning for Edge IoT Devices"
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# [UPDATED] Match the title above
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title: "QRES: An Adaptive Hybrid Compression System for Edge IoT"
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year: 2026
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version: "v15.4.0"
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doi: "10.5281/zenodo.18194636"
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version: "v16.0.0"
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doi: "10.5281/zenodo.18216283"

benchmarks/Cargo.toml

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[package]
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name = "benchmarks"
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version = "0.1.0"
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version = "16.0.0"
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edition = "2021"
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[dependencies]

pyproject.toml

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[project]
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name = "qres"
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version = "15.4.0"
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version = "16.0.0"
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description = "QRES: Quantum-Relational Encoding System for Python"
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requires-python = ">=3.8"
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dependencies = [

qres-studio/src-tauri/Cargo.toml

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[package]
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name = "qres-studio"
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version = "15.2.0"
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version = "16.0.0"
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description = "A Tauri App"
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authors = ["you"]
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edition = "2021"

qres_rust/qres_core/Cargo.toml

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[package]
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name = "qres_core"
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version = "15.4.0"
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version = "16.0.0"
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edition = "2021"
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[features]

qres_rust/qres_daemon/Cargo.toml

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[package]
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name = "qres_daemon"
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version = "15.4.0"
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version = "16.0.0"
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edition = "2021"
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[dependencies]

qres_rust/qres_wasm/Cargo.toml

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[package]
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name = "qres_wasm"
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version = "0.1.0"
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version = "16.0.0"
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edition = "2021"
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[lib]

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