├── quantum_supremacy └── README.md ├── quantum_software └── README.md ├── README.md ├── quantum_hardware └── README.md ├── blockchains └── README.md ├── post_quantum_crypto └── README.md ├── quantum_computing └── README.md └── quantum_machine_learning └── README.md /quantum_supremacy/README.md: -------------------------------------------------------------------------------- 1 | ## quantum supremacy 2 | 3 |
4 | 5 | * **[scott aaronson’s supreme quantum supremacy faq](https://www.scottaaronson.com/blog/?p=4317)** 6 | * **[quantum supremacy using a programmable superconducting processor, nature](https://www.nature.com/articles/s41586-019-1666-5)** 7 | * **[quantum supremacy: the gloves are off, by s. aaronson](https://www.scottaaronson.com/blog/?p=4372)** 8 | * **[unpacking the quantum supremacy benchmark with python](https://medium.com/@sohaib.alam/unpacking-the-quantum-supremacy-benchmark-with-python-67a46709d)** 9 | * **[google's quantum supremacy explained](https://www.youtube.com/watch?v=gylmjTOUfCQ&feature=youtu.be)** 10 | * **[the race for quantum supremacy, by vice](https://www.youtube.com/watch?v=1lIfbqfoGMo&feature=emb_logo)** 11 | 12 | -------------------------------------------------------------------------------- /quantum_software/README.md: -------------------------------------------------------------------------------- 1 | ## quantum software 2 | 3 |
4 | 5 | ### general resources 6 | 7 |
8 | 9 | * **[making quantum computing open: lessons from open-source projects, by shaydulin et al.](https://arxiv.org/pdf/1902.00991.pdf)** 10 | * **[overview and comparison of gate level quantum software platforms, by r. larose](https://arxiv.org/pdf/1807.02500.pdf)** 11 | * **[python implementation of classical quantum computing "protocols](https://github.com/quantumprotocolzoo/protocols)** 12 | * **[open-source in quantum computing, by fingerhuth et al.](https://arxiv.org/pdf/1812.09167.pdf)** 13 | 14 | 15 |
16 | 17 | --- 18 | 19 | ### qiskit 20 | 21 |
22 | 23 | * **[qiskit textbook](https://qiskit.org/textbook/preface.html)** 24 | * **[ibm's roadmap for building an open quantum software ecosystem](https://www.ibm.com/quantum/blog/quantum-development-roadmap)** 25 | 26 |
27 | 28 | --- 29 | 30 | ### cirq 31 | 32 |
33 | 34 | * **[programming a quantum computer with cirq](https://www.youtube.com/watch?v=16ZfkPRVf2w&feature=youtu.be)** 35 | 36 |
37 | 38 | ---- 39 | 40 | ### pyQuil 41 | 42 |
43 | 44 | * **[pyquil official docs](https://docs.rigetti.com/)** 45 | * **[warsaw quantum computing group: "introduction to programming quantum computers using pyquil"](https://www.youtube.com/watch?v=FPGcmK0ftXU&feature=youtu.be)** 46 | 47 |
48 | 49 | --- 50 | 51 | ### Q# 52 | 53 |
54 | 55 | * **[intro to QC with Q#](https://www.strathweb.com/2020/03/intro-to-quantum-computing-with-q-part-1-the-background-and-the-qubit/?utm_source=Morning+Cup+of+Coding&utm_campaign=eba87cf845-EMAIL_CAMPAIGN_2020_04_13_08_11&utm_medium=email&utm_term=0_56b5f64c5f-eba87cf845-195928761)** 56 | 57 | 58 |
59 | 60 | --- 61 | 62 | ### s2n 63 | 64 |
65 | 66 | * **[s2n: an implementation of the TLS/SSL protocols (with post-quantum hybrid options)](https://github.com/awslabs/s2n)** 67 | 68 | 69 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | ## the quantum computing toolkit 2 | 3 |
4 | 5 | #### ⚛️ *quantum computing technology starts a new exciting era in humanity, combining quantum mechanics, security, artificial intelligence, computing technologies, and decentralized finance* 6 | 7 |
8 | 9 |

10 | 11 |

12 | 13 |
14 | 15 | ### chapters 16 | 17 |
18 | 19 | * **[quantum computing](quantum_computing)** 20 | * **[quantum supremacy](quantum_supremacy)** 21 | * **[quantum software](quantum_software)** 22 | * **[quantum hardware](quantum_hardware)** 23 | * **[quantum machine learning](quantum_machine_learning)** 24 | * **[quantum cryptography](post_quantum_crypto)** 25 | * **[quantum blockchains](blockchains)** 26 | 27 |
28 | 29 | --- 30 | 31 | ### appendix: some of bt3gl's qc work from the last decade+ 32 | 33 |
34 | 35 | ##### outreach 36 | * **[DEF CON 23 talk on hacking quantum computing](https://www.youtube.com/watch?v=1Fp6ibfOQ4Y)** 37 | * **[curiee, a former 501(c)(3) for hackers to learn qc](http://web.archive.org/web/20200426052315/http://curiee.com/)** 38 | 39 | ##### publications 40 | * **[graduate book on quantum information](http://www.astro.sunysb.edu/steinkirch/books/qi.pdf)** 41 | * **[graduate book on quantum field theory](https://www.astro.sunysb.edu/steinkirch/books/qft.pdf)** 42 | * **[on the study of the potts model, tutte and chromatic polynomials, and the connections with computation complexity and quantum computing](https://www.semanticscholar.org/paper/On-the-study-of-the-Potts-model%2C-Tutte-and-and-the-Steinkirch/cceb1ca9bc3bd9b397c50b844e061e029f44efe4)** 43 | * **[handwritten notes on topological quantum field theory (and the chern-simons theory)](https://www.astro.sunysb.edu/steinkirch/books/tqfts.pdf)** 44 | 45 | ##### open-source software 46 | * **[training energy-based-models using openai's resources](https://github.com/autistic-symposium/ml-ai-agents-py/tree/master/EBMs)** 47 | * **[quantum computing tensorflow on kubernetes](https://github.com/autistic-symposium/ml-qtensorflow-py?tab=readme-ov-file)** 48 | * **[quantum teleportation demo in cirq](https://www.youtube.com/watch?v=oGYMrXpQT-8)** 49 | -------------------------------------------------------------------------------- /quantum_hardware/README.md: -------------------------------------------------------------------------------- 1 | ## quantum hardware 2 | 3 |
4 | 5 | ### arranging multiple coherent qubits together 6 | 7 |
8 | 9 | * **[google's willow chip with "exponential by number of qubits" decoherence correction (2024)](https://blog.google/technology/research/google-willow-quantum-chip/)** 10 | 11 |
12 | 13 |

14 | 15 |

16 | 17 |
18 | 19 | * **[this is what a 50-qubit quantum computer looks like](https://www.engadget.com/2018/01/09/this-is-what-a-50-qubit-quantum-computer-looks-like/)** 20 | 21 |
22 | 23 | --- 24 | 25 | ### trapped ion 26 | 27 |
28 | 29 | * **[demonstration of the QCCD trapped-ion quantum computer architecture, by honeywell](https://www.nature.com/articles/s41586-021-03318-4)** 30 | 31 |
32 | 33 | --- 34 | 35 | ### quantum annealers 36 | 37 |
38 | 39 | * **[d-wave 2000Q system](https://www.dwavesys.com/d-wave-two-system)** 40 | * **[traffic flow optimization using a quantum annealer](https://arxiv.org/abs/1708.01625)** 41 | * **[when can quantum annealing win?](https://ai.googleblog.com/2015/12/when-can-quantum-annealing-win.html)** 42 | 43 |
44 | 45 | --- 46 | 47 | ### topological quantum computers 48 | 49 |
50 | 51 | #### *"a 2D quantum system with anyonic excitations can be considered as a quantum computer. unitary ransformations can be performed by moving the excitations around each other. measurements can be performed by joining excitations in pairs and observing the result of fusion. such computation is fault-tolerant by its physical nature".* (Kitaev, 2008) 52 | 53 |
54 | 55 | * **[microsoft quantum computing 'breakthrough' faces fresh challenge 56 | ](https://www.nature.com/articles/d41586-025-00683-2)** 57 | * **[developing a topological qubit, by microsoft](https://cloudblogs.microsoft.com/quantum/2018/09/06/developing-a-topological-qubit/)** 58 | * **[a. kitaev's review](https://arxiv.org/abs/0904.2771)** and **[his quintessential book](https://archive.org/details/classicalquantum0047kita)** 59 | * **[the radical map of topological quantum computing (intro video)](https://www.youtube.com/watch?v=ihZXl33t8So)** 60 | 61 |
62 | 63 |

64 | 65 |

66 | 67 |
68 | -------------------------------------------------------------------------------- /blockchains/README.md: -------------------------------------------------------------------------------- 1 | ## quantum blockchains 2 | 3 |
4 | 5 | 6 | ### general resources 7 | 8 |
9 | 10 | * **[the road to post quantum ethereum is paved with aa, by asanso (2025)](https://ethresear.ch/t/the-road-to-post-quantum-ethereum-transaction-is-paved-with-account-abstraction-aa)** 11 | * **[how to build a quantum computer resistant blockchain with qrl, by m. strike (2025)](https://www.youtube.com/watch?v=QFuIU1S92E4)** 12 | * **[should crypto fear quantum computing, by ledger](https://www.ledger.com/blog/should-crypto-fear-quantum-computing)** 13 | * **[quantum proof keypairs with ECDSA + ZK, discussion by yush_g](https://ethresear.ch/t/quantum-proof-keypairs-with-ecdsa-zk/14901)** 14 | * **[how to hard-fork to save most users’ funds in a quantum emergency, by vub](https://ethresear.ch/t/how-to-hard-fork-to-save-most-users-funds-in-a-quantum-emergency/18901)** 15 | * **[possible futures of the ethereum protocol, part 6: the slurge, by vub](https://vitalik.eth.limo/general/2024/10/29/futures6.html)** 16 | 17 | 18 |
19 | 20 | ---- 21 | 22 | ### quantum money 23 | 24 |
25 | 26 |

27 | 28 |

29 | 30 |
31 | 32 | * **[one-shot signatures and applications to hybrid quantum/classical authentication, by r. amos et al](https://eprint.iacr.org/2020/107.pdf)** 33 | 34 |
35 | 36 | --- 37 | 38 | ### quantum mpc 39 | 40 |
41 | 42 | * **[asynchronous multi-party quantum computation, by simons institute](https://www.youtube.com/watch?v=XK-SO55DTaQ)** 43 | * **[one-shot signatures and applications to hybrid quantum/classical authentication, by r. amos et al.](https://eprint.iacr.org/2020/107.pdf)** (one-shot signs for obfuscation) 44 | 45 |
46 | 47 | ---- 48 | 49 | ### research groups 50 | 51 |
52 | 53 | * **[quantum punks](https://quantumpunks.org/)** 54 | 55 |
56 | 57 | ---- 58 | 59 | ### possibilities for the age of aquarius 60 | 61 |
62 | 63 | ###### cryptomatas 64 | 65 | * **[programmable cryptography (part 1), by 0xparc](https://0xparc.org/blog/programmable-cryptography-1)** 66 | 67 |
68 | 69 | --- 70 | 71 | ### quantum computers vs. bitcoin 72 | 73 |
74 | 75 | * **[@paoloardoino's take (2025)](https://x.com/paoloardoino/status/1888259298641191049)** 76 | * **[quantum resistance: taking proof of keys day to the next level, by j. loop (2022)](https://bitcoinmagazine.com/culture/proof-of-keys-day-and-quantum-computing)** 77 | * **[bitcoin is not quantum safe and how can we fix it, by vub (2013)](https://bitcoinmagazine.com/technical/bitcoin-is-not-quantum-safe-and-how-we-can-fix-1375242150)** 78 | -------------------------------------------------------------------------------- /post_quantum_crypto/README.md: -------------------------------------------------------------------------------- 1 | ## quantum cryptography 2 | 3 |
4 | 5 | ### tl; dr 6 | 7 | * almost all public-key cryptography right now could be broken with just a few advances in quantum computing 8 | * the commonly-used public-key algorithms are based: factoring (rsa), finite field discrete logarithms (diffie-hellman), and elliptic curve discrete logarithms (ecdh and ecdsa) - the hidden subgroup problem, which quantum computers are good at solving 9 | * modern design of post-quantum algorithms: 10 | - make constant-time implementations easy, reducing the risk of timing attacks 11 | - reduce reliance on random number generators (rngs) by extending nonce values with deterministic functions (shake) 12 | - implement random sampling techniques for non-uniform distributions, reducing the risk of attacks that rely on biased sampling 13 | - many are fully deterministic in their input reducing nonce reuse issues 14 | - many are designed to allow quick and easy generation of new keys, making it easier to provide forward secrecy 15 | 16 |
17 | 18 | ------ 19 | 20 | ### shor's algorithm 21 | 22 |
23 | 24 | * **[how quantum computers break encryption: shor's algorithm explained (video)](https://www.youtube.com/watch?v=lvTqbM5Dq4Q&t=160s)** 25 | * **[when will a quantum computer running shor's algorithm be used to factor one of the rsa numbers for the first time?](https://www.metaculus.com/questions/3684/when-will-a-quantum-computer-running-shors-algorithm-or-a-similar-one-be-used-to-factor-one-of-the-rsa-numbers-for-the-first-time/)** 26 | 27 |
28 | 29 | ---- 30 | 31 | ### nist post-quantum cryptography standardizations 32 | 33 |
34 | 35 | #### general resources 36 | 37 |
38 | 39 | * **[nist's pqc standardization process: second round candidate announcement](https://csrc.nist.gov/news/2019/pqc-standardization-process-2nd-round-candidates)** 40 | * **[minimum quantum assumptions for cryptography workshop, simons institute](https://www.youtube.com/playlist?list=PLgKuh-lKre12DNtplRAQIwbJf_46HSMfB)** 41 | * **[nist's transition to post-quantum cryptography standards, by d. moody et al. (nov/2024)](https://nvlpubs.nist.gov/nistpubs/ir/2024/NIST.IR.8547.ipd.pdf)** 42 | 43 |
44 | 45 | #### bike 46 | 47 |
48 | 49 | * **[bit flipping key encapsulation (BIKE)](https://bikesuite.org/)** 50 | 51 |
52 | 53 | #### sike 54 | 55 | * **[supersingular isogeny key encapsulation (SIKE)](https://sike.org/)** 56 | 57 |
58 | 59 | ---- 60 | 61 | ### quantum key distribution (qkd) 62 | 63 |
64 | 65 | * **[prototyping post-quantum and hybrid key exchange and authentication in TLS and SSH](https://openquantumsafe.org/papers/NISTPQC-CroPaqSte19.pdf)** 66 | * **[uncloneable cryptography, by o. sattah](https://arxiv.org/pdf/2210.14265)** (review talking about quantum money and uncloneable forms of encryption) 67 | 68 |
69 | 70 | ---- 71 | 72 | ### applications 73 | 74 |
75 | 76 | * **[apple implements pq3 on imessage](https://security.apple.com/blog/imessage-pq3/)** 77 | * **[signal implements x3dh (named pqxdh)](https://signal.org/blog/pqxdh/)** 78 | -------------------------------------------------------------------------------- /quantum_computing/README.md: -------------------------------------------------------------------------------- 1 | ## introduction to quantum computing 2 | 3 |
4 | 5 | ### intro resources 6 | 7 |
8 | 9 | #### canonical 10 | 11 |
12 | 13 | * **[quantum computing for the very curious, by m. nielsen](https://quantum.country/qcvc)** 14 | * **[quantum computing in the nisq era and beyond, by j. preskill](https://arxiv.org/pdf/1801.00862.pdf)** 15 | * **[a course in quantum computing, by m. loceff](http://lapastillaroja.net/wp-content/uploads/2016/09/Intro_to_QC_Vol_1_Loceff.pdf)** 16 | * **[lecture on quantum computation, by d. deutsch](http://www.quiprocone.org/Protected/DD_lectures.htm)** 17 | 18 |
19 | 20 | #### fun 21 | 22 |
23 | 24 | * **[on quantum computing, ai podcast #72, by s. aaronson](https://www.youtube.com/watch?v=uX5t8EivCaM)** 25 | * **[on quantum computing, by j. preskill](https://blog.ycombinator.com/john-preskill-on-quantum-computing/)** 26 | * **[on quantum computing, by s. benjamin](https://www.youtube.com/watch?v=LHZKDTJJknE)** 27 | * **[quantum computation and quantum information, by mike & ike](https://www.amazon.com/Quantum-Computation-Information-10th-Anniversary/dp/1107002176)** 28 | * **[quantum computing, by j. hidary](https://github.com/JackHidary/quantumcomputingbook)** 29 | * **[quantum computing for the determined, by m. nielsen](http://michaelnielsen.org/blog/quantum-computing-for-the-determined/)** 30 | * **[crafting qubits: harnessing quantum mechanics for computation, by b. greene et al.](https://www.youtube.com/watch?v=_DoLnmkGpSI)** 31 | * **[the history of games for quantum computers, by j. wootton](https://medium.com/@decodoku/the-history-of-games-for-quantum-computers-a1de98859b5a)** 32 | * **[quantum computing: between hope and hope, by s. aaronson](https://scottaaronson.blog/?p=8329)** 33 | 34 |
35 | 36 | #### extra (fun && canonical) 37 | 38 |
39 | 40 | * **[can quantum-mechanical description of physical reality be considered complete, a. einstein et al.](https://journals.aps.org/pr/pdf/10.1103/PhysRev.47.777)** 41 | * **[simulating physics with computers, by r. feynman](https://catonmat.net/ftp/simulating-physics-with-computers-richard-feynman.pdf)** 42 | * **[quantum mechanical computers, by r. feynman](http://www.quantum-dynamic.eu/doc/feynman85_qmc_optics_letters.pdf)** 43 | 44 |
45 | 46 | --- 47 | 48 | ### quantum mechanics 49 | 50 |
51 | 52 | * **[mit's linear algebra course](https://ocw.mit.edu/courses/18-06-linear-algebra-spring-2010/)** 53 | * **[the essence of linear algebra (videos)](https://www.youtube.com/playlist?list=PLZHQObOWTQDPD3MizzM2xVFitgF8hE_ab)** 54 | * **[susskind's stanford introduction to quantum mechanics](http://theoreticalminimum.com/courses/quantum-mechanics/2012/winter/lecture-1)** 55 | 56 |
57 | 58 | --- 59 | 60 | ### quantum teleportation 61 | 62 |
63 | 64 | * **[how quantum teleportation works, by m. nielsen](https://quantum.country/teleportation)** 65 | * **[quantum scrambling and teleportation, by v. omole](https://vtomole.com/blog/2019/06/08/scrambling)** 66 | 67 |
68 | 69 | --- 70 | 71 | ### decoherence and quantum error correction 72 | 73 |
74 | 75 | * **[scheme for reducing decoherence in quantum computer memory, by p. shor (1995)](https://journals.aps.org/pra/abstract/10.1103/PhysRevA.52.R2493)** (canonical paper introducing decoherence and quantum error correction) 76 | 77 |
78 | 79 | --- 80 | 81 | ### quantum advantage 82 | 83 |
84 | 85 | * **[observation of constructive interference at the edge of quantum ergodicity, by google quantum AI](https://www.nature.com/articles/s41586-025-09526-6)** 86 | - use of second-order out-of-time-order correlators on a superconducting quantum processor to probe the dynamics of quantum many-body systems, revealing sensitive quantum correlations even at long timescales. potential to unlock hidden details about quantum systems. suggestion of a path to practical quantum advantage, like hamiltonian learning tasks. 87 | - **[google's explanation video (quantum echoes)](https://www.youtube.com/watch?v=mEBCQidaNTQ)** 88 | -------------------------------------------------------------------------------- /quantum_machine_learning/README.md: -------------------------------------------------------------------------------- 1 | ## quantum machine learning 2 | 3 |
4 | 5 | ### general reviews 6 | 7 |
8 | 9 | * **[opportunities and challenges for quantum-assisted ml in nisq](https://iopscience.iop.org/article/10.1088/2058-9565/aab859) (2018)** 10 | * **[quantum machine learning: what quantum computing means to data mining](https://www.researchgate.net/publication/264825604_Quantum_Machine_Learning_What_Quantum_Computing_Means_to_Data_Mining) (2014)** 11 | * **[quantum machine learning](https://arxiv.org/abs/1611.09347v2) (2016)** 12 | * **[a survey of quantum learning theory](https://arxiv.org/abs/1701.06806) (2017)** 13 | * **[quantum machine learning: a classical perspective](https://arxiv.org/abs/1707.08561) (2017)** 14 | * **[opportunities and challenges for quantum-assisted machine learning in near-term quantum computers](https://arxiv.org/abs/1708.09757) (2017)** 15 | * **[quantum machine learning for data scientists](https://arxiv.org/abs/1804.10068) (2018)** 16 | * **[supervised learning with quantum computers](https://www.springer.com/gp/book/9783319964232) (2018)** 17 | 18 |
19 | 20 | ---- 21 | 22 | ### discrete-variables quantum computing 23 | 24 |
25 | 26 | #### theory 27 | 28 |
29 | 30 | * **[quantum statistical inference](https://arxiv.org/abs/1812.04877) (2018)** 31 | * **[quantum hardness of learning shallow classical circuits](https://arxiv.org/abs/1903.02840) (2019)** 32 | 33 |
34 | 35 | #### variational circuits 36 | 37 |
38 | 39 | * **[quantum boltzmann machine](https://arxiv.org/abs/1601.02036) (2016)** 40 | * **[quantum perceptron model](https://arxiv.org/abs/1602.04799) (2016)** 41 | * **[quantum autoencoders via quantum adders with genetic algorithms](https://arxiv.org/abs/1709.07409) (2017)** 42 | * **[a quantum hopfield neural network](https://arxiv.org/abs/1710.03599) (2017)** 43 | * **[automated optimization of large quantum circuits with continuous parameters](https://arxiv.org/abs/1710.07345) (2017)** 44 | * **[quantum neuron: an elementary building block for machine learning on quantum computers](https://arxiv.org/abs/1711.11240) (2017)** 45 | * **[a quantum algorithm to train neural networks using low-depth circuits](https://arxiv.org/abs/1712.05304) (2017)** 46 | * **[a generative modeling approach for benchmarking and training shallow quantum circuits](https://arxiv.org/abs/1801.07686) (2018)** 47 | * **[universal quantum perceptron as efficient unitary approximators](https://arxiv.org/abs/1801.00934) (2018)** 48 | * **[quantum variational autoencoder](https://arxiv.org/abs/1802.05779) (2018)** 49 | * **[classification with quantum neural networks on near term processors](https://arxiv.org/abs/1802.06002) (2018)** 50 | * **[barren plateaus in quantum neural network training landscapes](https://arxiv.org/abs/1803.11173) (2018)** 51 | * **[quantum generative adversarial learning](https://arxiv.org/abs/1804.09139) (2018)** 52 | * **[quantum generative adversarial networks](https://arxiv.org/abs/1804.08641) (2018)** 53 | * **[circuit-centric quantum classifiers](https://arxiv.org/abs/1804.00633) (2018)** 54 | * **[universal discriminative quantum neural networks](https://arxiv.org/abs/1805.08654) (2018)** 55 | * **[a universal training algorithm for quantum deep learning](https://arxiv.org/abs/1806.09729) (2018)** 56 | * **[bayesian deep learning on a quantum computer](https://arxiv.org/abs/1806.11463) (2018)** 57 | * **[quantum generative adversarial learning in a superconducting quantum circuit](https://arxiv.org/abs/1808.02893) (2018)** 58 | * **[the expressive power of parameterized quantum circuits](https://arxiv.org/abs/1810.11922) (2018)** 59 | * **[quantum convolutional neural networks](https://arxiv.org/abs/1810.03787) (2018)** 60 | * **[an artificial neuron implemented on an actual quantum processor](https://arxiv.org/pdf/1811.02266.pdf) (2018)** 61 | * **[graph cut segmentation methods revisited with a quantum algorithm](https://arxiv.org/abs/1812.03050) (2018)** 62 | * **[efficient learning for deep quantum neural networks](https://arxiv.org/abs/1902.10445) (2019)** 63 | * **[parameterized quantum circuits as machine learning models](https://arxiv.org/abs/1906.07682) (2019)** 64 | * **[machine learning phase transitions with a quantum processor](https://arxiv.org/abs/1906.10155) (2019)** 65 | 66 |
67 | 68 | #### tensor networks 69 | 70 |
71 | 72 | * **[towards quantum machine learning with tensor networks](https://arxiv.org/abs/1803.11537) (2018)** 73 | * **[hierarchical quantum classifiers](https://arxiv.org/abs/1804.03680v1) (2018)** 74 | 75 |
76 | 77 | #### reinforcement learning 78 | 79 |
80 | 81 | * **[quantum reinforcement learning](https://arxiv.org/abs/0810.3828) (2008)** 82 | * **[reinforcement learning using quantum boltzmann machines](https://arxiv.org/abs/1612.05695) (2016)** 83 | * **[generalized quantum reinforcement learning with quantum technologies](https://arxiv.org/abs/1709.07848) (2017)** 84 | 85 |
86 | 87 | #### optimization 88 | 89 |
90 | 91 | * **[quantum gradient descent and newton’s method for constrained polynomial optimization](https://arxiv.org/abs/1612.01789) (2016)** 92 | * **[quantum algorithms and lower bounds for convex optimization](https://arxiv.org/pdf/1809.01731.pdf) (2018)** 93 | 94 |
95 | 96 | #### kernel methods and svm 97 | 98 |
99 | 100 | * **[supervised learning with quantum enhanced feature spaces](https://arxiv.org/abs/1804.11326) (2018)** 101 | * **[quantum sparse support vector machines](https://arxiv.org/abs/1902.01879) (2019)** 102 | * **[sublinear quantum algorithms for training linear and kernel-based classifiers](https://arxiv.org/pdf/1904.02276.pdf) (2019)** 103 | 104 |
105 | 106 | --- 107 | 108 | ### continuous-variables quantum computing 109 | 110 |
111 | 112 | #### variational circuits 113 | 114 | * **[continuous-variable quantum neural networks](https://arxiv.org/abs/1806.06871) (2018)** 115 | * **[machine learning method for state preparation and gate synthesis on photonic quantum computers](https://arxiv.org/abs/1807.10781) (2018)** 116 | * **[near-deterministic production of universal quantum photonic gates enhanced by machine learning](https://arxiv.org/abs/1809.04680) (2018)** 117 | 118 |
119 | 120 | #### kernel methods and svm 121 | 122 | * **[quantum machine learning in feature hilbert spaces](https://arxiv.org/1803.07128) (2018)** 123 | --------------------------------------------------------------------------------