qosf
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@@ -42,13 +42,13 @@ For a curated list of learning resources please check out [desireevl's repo](htt
 **C++**
 - [avaloni](https://github.com/avalon-lang/avaloni)  Programming language (interpreter) for classical-quantum hybrid computers.
 - [CUDA-Q](https://github.com/NVIDIA/cuda-quantum) - Platform for accelerated quantum-classical applications on GPUs, CPUs and QPUs.
-- [staq](https://github.com/softwareqinc/staq) - [Full stack quantum processing toolkit](https://arxiv.org/abs/1912.06070).
-- [XACC](https://github.com/ORNL-QCI/xacc) - [Extreme-scale programming model for quantum acceleration within high-performance computing](https://arxiv.org/abs/1710.01794).
+- [staq](https://github.com/softwareqinc/staq) - Full stack quantum processing toolkit ([arXiv paper](https://arxiv.org/abs/1912.06070)).
+- [XACC](https://github.com/ORNL-QCI/xacc) - Extreme-scale programming model for quantum acceleration within high-performance computing ([arXiv paper](https://arxiv.org/abs/1710.01794)).
 - [qpp](https://github.com/softwareQinc/qpp) - Quantum++ is a modern C++ general purpose quantum computing library, composed solely of template header files.
 
 **Python**
 - [blueqat](https://github.com/Blueqat/Blueqat) - Quantum computing SDK.
-- [bosonic-qiskit](https://github.com/C2QA/bosonic-qiskit) - Simulate hybrid boson-qubit systems within Qiskit, implemented as a part of the Co-design Center for Quantum Advantage (C2QA) of the National Quantum Initiative. 
+- [bosonic-qiskit](https://github.com/C2QA/bosonic-qiskit) - Simulate hybrid boson-qubit systems within Qiskit, implemented as a part of the Co-design Center for Quantum Advantage (C2QA) of the National Quantum Initiative.
 - [Braket](https://github.com/amazon-braket/amazon-braket-sdk-python) - [Amazon's](https://aws.amazon.com/braket/) fully managed quantum computing service for building quantum algorithms.
 - [Cirq](https://github.com/quantumlib/Cirq) - Framework for creating, editing, and invoking Noisy Intermediate Scale Quantum (NISQ) circuits.
 - [CUDA-Q](https://github.com/NVIDIA/cuda-quantum) - Platform for accelerated quantum-classical applications on GPUs, CPUs and QPUs.
@@ -92,17 +92,17 @@ For a curated list of learning resources please check out [desireevl's repo](htt
 **C++**
 - [Huawei HiQsimulator](https://github.com/Huawei-HiQ/HiQsimulator) - Single-amplitude, Full-amplitude and Error-correction circuit simulation engine.
 - [Intel Quantum Simulator](https://github.com/intel/intel-qs) - Distributed qubit register quantum simulator using OpenMP and MPI.
-- [JKQ-DDSIM](https://github.com/iic-jku/ddsim) - Error-free quantum simulator using decision diagrams as underlying data structure. ([arXiv](https://arxiv.org/abs/1707.00865) / [IEEE](https://ieeexplore.ieee.org/document/8355954))
+- [JKQ-DDSIM](https://github.com/iic-jku/ddsim) - Error-free quantum simulator using decision diagrams as underlying data structure ([arXiv](https://arxiv.org/abs/1707.00865) / [IEEE](https://ieeexplore.ieee.org/document/8355954)).
 - [PennyLane Lightning](https://github.com/PennyLaneAI/pennylane-lightning) - Fast state-vector simulator written in C++. GPU support. Python interface via [PennyLane](https://pennylane.ai).
 - [qFlex](https://github.com/ngnrsaa/qflex) - Flexible high-performance simulator for verifying and benchmarking quantum circuits implemented on real hardware.
 - [Qiskit Aer](https://github.com/Qiskit/qiskit-aer) - High performance simulator for quantum circuits that includes noise models (supported by IBM).
 - [QCEAD](https://github.com/llens/QuantumComputingEvolutionaryAlgorithmDesign) - C++ program to both simulate a quantum computer and use parallel evolutionary techniques to design algorithms.
 - [QCSim](https://github.com/aromanro/QCSim) - Quantum computing simulator with many algorithms as examples and tests ([blog post](https://compphys.go.ro/quantum-computing-simulator/)).
-- [QPlayer](https://github.com/eQuantumOS/QPlayer) - Light-weight, scalable and fast quantum Schrödinger simulator ([paper](https://onlinelibrary.wiley.com/doi/full/10.4218/etrij.2021-0442))
+- [QPlayer](https://github.com/eQuantumOS/QPlayer) - Light-weight, scalable and fast quantum Schrödinger simulator ([paper](https://onlinelibrary.wiley.com/doi/full/10.4218/etrij.2021-0442)).
 - [Qrack](https://github.com/vm6502q/qrack) - Comprehensive qubit and gate implementation for developing universal virtual quantum processors.
 - [qSim](https://github.com/haykkh/qSim) - High level, elementary simulation library.
 - [QSim](https://github.com/quantumlib/qsim) - Schrödinger and Schrödinger-Feynman simulators for quantum circuits.
-- [Quantum++](https://github.com/softwareqinc/qpp) - [High-performance general purpose quantum simulator (can simulate d-dimensional qudits)](https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0208073).
+- [Quantum++](https://github.com/softwareqinc/qpp) - High-performance general purpose quantum simulator (can simulate d-dimensional qudits) ([paper](https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0208073)).
 - [tweedledum](https://github.com/boschmitt/tweedledum) - Library for synthesis, compilation, and optimization of quantum circuits.
 
 
@@ -322,7 +322,7 @@ For a curated list of learning resources please check out [desireevl's repo](htt
 - [openssh](https://github.com/open-quantum-safe/openssh-portable) - OpenSSH with quantum-safe key exchange algorithms.
 - [openssl](https://github.com/open-quantum-safe/openssl) - OpenSSL with quantum-safe cryptographic algorithms.
 - [PQClean](https://github.com/PQClean/PQClean) - Clean, portable, tested implementations of post-quantum cryptography.
-- [TQ42 Cryptography](https://github.com/terra-quantum-public/tq42-pqc-oss) - Post-quantum algorithms, hash functions, digital signature, key encapsulation mechanism, PRNG, and key management functions. 
+- [TQ42 Cryptography](https://github.com/terra-quantum-public/tq42-pqc-oss) - Post-quantum algorithms, hash functions, digital signature, key encapsulation mechanism, PRNG, and key management functions.
 
 **Python**
 - [Crypto-Vinaigrette](https://github.com/aditisrinivas97/Crypto-Vinaigrette) - Quantum-resistant asymmetric key generation tool for digital signatures.