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<h2>Publications</h2>
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<ul>
<table>
<td>
<li>C. Bellinger, R. Coles, M. Crowley, I. Tamblyn, "Active Measure Reinforcement Learning for Observation Cost Minimization", <i>submitted</i> [(<a href="https://arxiv.org/abs/2005.12697" target="new window">open access link</a>)]
<br>
<br>
<b><h1><a href="publications.html">Manuscript Summary</a></h1></b>
</td>
<td>
<img height=100px src="publications/images/wl.png">
</td>
</table>
<table>
<td>
<li>K. Sprague, J. Carrasquilla, S. Whitelam, and <u>I. Tamblyn</u>, "Watch and learn -- a generalized approach for transferrable learning in deep neural networks via physical principles", <i>submitted</i> [(<a href="https://arxiv.org/abs/2003.02647" target="new window">open access link</a>)] (2020)</li>
<br>
<br>
<b><h1><a href="publications.html">Manuscript Summary</a></h1></b>
</td>
<td>
<img height=100px src="publications/images/wl.png">
</td>
</table>
<table>
<td>
<li>C. Casert, K. Mills, T Vieijra, J Ryckebusch, and <u>I. Tamblyn</u>, "Optical lattice experiments at unobserved conditions and scales through generative adversarial deep learning", <i>submitted</i> [(<a href="https://arxiv.org/abs/2002.07055" target="new window">open access link</a>)] (2020)</li>
<br>
<br>
<b><h1><a href="publications.html">Manuscript Summary</a></h1></b>
</td>
<td>
<img height=100px src="publications/images/RUGAN1.png">
</td>
</table>
<table>
<td>
<li>C. Beeler, U. Yahorau, R. Coles, K. Mills, S. Whitelam, and <u>I. Tamblyn</u>, "Optimizing thermodynamic trajectories using evolutionary reinforcement learning", <i>submitted</i> [(<a href="https://arxiv.org/abs/1903.08543" target="new window">open access link</a>)] (2020)</li>
<br>
<br>
<b><h1><a href="publications/CARNOT.html">Manuscript Summary</a></h1></b>
</td>
<td>
<img height=100px src="publications/images/CARNOT.png">
</td>
</table>
<table>
<td>
<li>K. Ryczko, P. Darancet, <u>I. Tamblyn</u>, "Inverse Design of a Graphene-Based Quantum Transducer via Neuroevolution", <i>submitted</> (2020)</li>
<br>
<br>
<br>
<b><h1><a href="publications/RUGAN2.html">Manuscript Summary</a></h1></b>
</td>
<td>
<img height=100px src="publications/images/RUGAN2.png"
</td>
</table>
<table>
<td>
<li>S. Whitelam, V. Selin, S.-W. Park, <u>I. Tamblyn</u>, "Correspondence between neuroevolution and gradient descent", <i>submitted</> (2020)</li>
<br>
<br>
<br>
<b><h1><a href="publications/RUGAN2.html">Manuscript Summary</a></h1></b>
</td>
<td>
<img height=100px src="publications/images/RUGAN2.png"
</td>
</table>
<!---
<table>
<td>
<li>H. Choubisa*, P. Todorović*, J.M. Pina, D.H. Parmar1, O. Voznyy, I. Tamblyn, E. Sargent, "Interpretable discovery of new semiconductors with machine learning", <i>submitted</> (2020)</li>
<br>
<br>
<br>
<b><h1><a href="publications/DARWIN.html">Manuscript Summary</a></h1></b>
</td>
<td>
<img height=100px src="publications/images/DARWIN.png"
</td>
</table>
<table>
<td>
<li>S. Wetzel, K. Ryczko, R. Melko, <u>I. Tamblyn</u>, "Twin Neural Network Regression", <i>submitted</> (2020)</li>
<br>
<br>
<br>
<b><h1><a href="publications/TNNR.html">Manuscript Summary</a></h1></b>
</td>
<td>
<img height=100px src="publications/images/TNNR.png"
</td>
</table>
-->
</ul>
<ol>
<hr>
<table>
<td>
<li value=44>K. Mills, C. Casert, <u>I. Tamblyn</u>, "Adversarial generation of mesoscale surface from small scale chemical motifs", <i>accepted J. Chem. Phys. C</>[<a href="https://pubs.acs.org/doi/10.1021/acs.jpcc.0c06673" target="new window">J. Phys. Chem. C</a> (<a href="https://ml4physicalsciences.github.io/2019/files/NeurIPS_ML4PS_2019_120.pdf">open access NeurIPS 2019 workshop</a>)] (2020)</li>
<br>
<br>
<b><h1><a href="publications/RUGAN2.html">Manuscript Summary</a></h1></b>
</td>
<td>
<img height=100px src="publications/images/RUGAN2.png"
</td>
</table>
<table>
<td>
<li value=43>K. Mills, P. Ronagh, and <u>I. Tamblyn</u>, "Controlled Online Optimization Learning (COOL): Finding the ground state of spin Hamiltonians with reinforcement learning", <i>accepted Nature Machine Intelligence</i> [(<a href="https://arxiv.org/abs/2003.00011" target="new window">open access link</a>)] (2020)</li>
<br>
<br>
<b><h1><a href="publications/COOL.html">Manuscript Summary</a></h1></b>
</td>
<td>
<img height=100px src="publications/images/COOL.png">
</td>
</table>
<table>
<td>
<li value=42>N. A. Rice, W. J. Bodnaryk, I. Tamblyn, Z. J. Jakubek, J. Lefebvre, G. Lopinski, A. Adronov, and C. M. Homenick, "Noncovalent Functionalization of Boron Nitride Nanotubes Using Poly(2,7-carbazole)s", Journal of Polymer Science, accepted (2020)
<br>
<br>
<b><h1><a href="publications/0422.html">Manuscript Summary</a></h1></b>
</td>
<td>
<img height=100px src="publications/images/wl.png">
</td>
</table>
<table>
<td>
<li value=41>S. Whitelam, D. Jacobson, and <u>I. Tamblyn</u>, "Evolutionary reinforcement learning of dynamical large deviations, accepted J. Chem. Phys. [(<a href="https://arxiv.org/abs/1909.00835" target="arxiv">open access link)</a>] (2020)<br>
<br>
<b><h1><a href="publications/041.html">Manuscript Summary</a></h1></b>
</td>
<td>
<img height=100px src="publications/images/FA.png">
</td>
</table>
<table>
<td>
<li value=40>Hitarth Choubisa, M. Askerka, K. Ryczko, O. Voznyy, K. Mills, <u>I. Tamblyn</u>, and E.H. Sargent, "Crystal Site Feature Embedding Enables Exploration of Large Chemical Spaces", Matter 3, 1 [<a href="https://www.sciencedirect.com/science/article/pii/S2590238520301879?via%3Dihub">Matter</a>], (2020)</li>
<br>
<br>
<b><h1><a href="publications/040.html">Manuscript Summary</a></h1></b>
</td>
<td>
<img height=100px src="publications/images/040.png">
</td>
</table>
<table>
<td>
<li value=39>S. Whitelam, <u>I. Tamblyn</u>, "Learning to grow: control of materials self-assembly using evolutionary reinforcement learning", Phys. Rev. E, 101, 052604 [<a href="https://dx.doi.org/10.1103/PhysRevE.101.052604" targe="PRE">PRE</a>(<a href="https://arxiv.org/abs/1912.08333" target="new window">open access link</a>)] (2020)</li>
<br>
<br>
<b><h1><a href="publications/039.html">Manuscript Summary</a></h1></b>
</td>
<td>
<img height=100px src="publications/images/039.png">
</td>
</table>
<table>
<td>
<li value=38>C. Bellinger, R. Coles, M. Crowley <u>I. Tamblyn</u>, "Reinforcement Learning in a Physics-Inspired Semi-Markov Environment", accepted, CanadianAI [(<a href="https://arxiv.org/abs/2004.07333" target="arxiv">open access link</a>)] (2020)</li>
<br>
<b><h1><a href="publications/038.html">Manuscript Summary</a></h1></b>
<br>
</td>
<td>
<img height=100px src="publications/images/038.png">
</td>
</table>
<table>
<td>
<li value=37>K. Ryczko, D. Strubbe, and <u>I. Tamblyn</u>, "Deep learning and density functional theory", Phys. Rev. A 100, 022512 [(<a href="https://doi.org/10.1103/PhysRevA.100.022512">PRA</a>/<a href="https://arxiv.org/abs/1811.08928" target="new window">open access link</a>)] (2019)</li>
<br>
<span class="__dimensions_badge_embed__" data-doi="10.1103/PhysRevA.100.022512" data-style="small_rectangle"></span><script async src="https://badge.dimensions.ai/badge.js" charset="utf-8"></script>
<br>
<br>
<b><h1><a href="publications/037.html">Manuscript Summary</a></h1></b>
<br>
</td>
<td>
<img height=100px src="publications/images/037.png">
</td>
</table>
<table>
<td>
<li value=36>K. Mills, I. Luchak, K. Ryczko, A. Domurad, C. Beeler, and <u>I. Tamblyn</u>, "Extensive deep neural networks for transferring small scale learning to large scale systems", <i>Chemical Science</i>, 10, 15, 4119-4354, [<a href="https://pubs.rsc.org/en/content/articlelanding/2019/sc/c8sc04578j">Chemical Science</a> (<a href="https://pubs.rsc.org/en/content/articlelanding/2019/sc/c8sc04578j" target="new window">open access link</a>)] (2019)</li>
<br>
Code examples <a href="codes.html">here</a>
<br>
<span class="__dimensions_badge_embed__" data-doi="10.1039/c8sc04578j" data-style="small_rectangle"></span><script async src="https://badge.dimensions.ai/badge.js" charset="utf-8"></script>
<br>
<b><h1><a href="publications/036.html">Manuscript Summary</a></h1></b>
</td>
<td>
<img height=100px src="publications/images/036.png">
</td>
</table>
<table>
<td>
<li value=35>M. E. C. Pascuzzi, E. Selinger A. Sacco, M. Castellino, P. Rivolo, S. Henrandez, G. Lopinski, <u>I. Tamblyn</u>, R. Nasi, S. Esposito, M. Manzoli, B. Bonelli, and M. Armandia, "Beneficial effect of iron addition on the catalytic activity of electrodeposited MnOx films in the water oxidation reaction", Electrochimica Acta 284, 294-302, [<a href="https://www.sciencedirect.com/science/article/pii/S0013468618316633">EA</a>] (2018)</li>
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<br>
<b><h1><a href="publications/035.html">Manuscript Summary</a></h1></b>
</td>
<td>
<img height=100px src="publications/images/035.png">
</td>
</table>
<table>
<td>
<li value=34>K. Ryczko, K. Mills, I. Luchak, C. Homenick, and <u>I. Tamblyn</u>, "Convolutional neural networks for atomistic systems", <i>accepted</i>, Computational Materials Science, [<a href="https://linkinghub.elsevier.com/retrieve/pii/S0927025618301526">Comp. Mat. Sci.</a>(<a href="https://arxiv.org/abs/1706.09496" target="new window">open access link</a>)] (2018)</li>
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<span class="__dimensions_badge_embed__" data-doi="10.1016/j.commatsci.2018.03.005" data-style="small_rectangle"></span><script async src="https://badge.dimensions.ai/badge.js" charset="utf-8"></script>
<br>
<b><h1><a href="publications/034.html">Manuscript Summary</a></h1></b>
</td>
<td>
<img height=100px src="publications/images/034.png">
</td>
</table>
<table>
<td>
<li value=33>K. Mills and <u>I. Tamblyn</u>, "Deep neural networks for learning operators through observation: the case of the 2d spin models", Phys. Rev. E 97, 032119, [<a href="https://journals.aps.org/pre/abstract/10.1103/PhysRevE.97.032119">PRE</a> (<a href="https://arxiv.org/abs/1706.09779" target="new window">open access link</a>)] (2018)</li>
<br>
<span class="__dimensions_badge_embed__" data-doi="10.1103/PhysRevE.97.032119" data-style="small_rectangle"></span><script async src="https://badge.dimensions.ai/badge.js" charset="utf-8"></script>
<br>
<b><h1><a href="publications/033.html">Manuscript Summary</a></h1></b>
</td>
<td>
<img height=100px src="publications/images/033.png">
</td>
</table>
<table>
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<li value=32>K. Mills, M. Spanner, and <u>I. Tamblyn</u>, "Deep learning and the Schrodinger equation", Phys. Rev. A 96, 042113, [<a href="https://journals.aps.org/pra/abstract/10.1103/PhysRevA.96.042113">PRA (<a href="https://arxiv.org/abs/1702.01361" target="new window">open access link</a>)], Editor's Suggestion, (2017)</li>
<br>
<span class="__dimensions_badge_embed__" data-doi="10.1103/PhysRevA.96.042113" data-style="small_rectangle"></span><script async src="https://badge.dimensions.ai/badge.js" charset="utf-8"></script>
<br>
<b><h1><a href="publications/032.html">Manuscript Summary</a></h1></b>
</td>
<td>
<img height=100px src="publications/images/032.png">
</td>
</table>
<table>
<td>
<li value=31><u>I. Tamblyn</u>, "The electronic structure of nanoscale interfaces", Molecular Simulation, 43, 10-11, [<a href="http://dx.doi.org/10.1080/08927022.2017.1313417">Mol. Sim.</a>] (2017)</li>
</td>
<td>
<img height=100px src="publications/images/031.png">
</td>
</table>
<table>
<td>
<li value=30>Y. Chen, <u>I. Tamblyn</u>, and S.Y. Quek, "Energy Level Alignment at Hybridized Organic-Metal Interfaces: The Role of Many-Electron Effects", <i>accepted</i>, J. Phys. Chem. C., [<a href="http://dx.doi.org/10.1021/acs.jpcc.7b00715">JPC</a>] (2017)</li>
<br>
<span class="__dimensions_badge_embed__" data-doi="10.1021/acs.jpcc.7b00715" data-style="small_rectangle"></span><script async src="https://badge.dimensions.ai/badge.js" charset="utf-8"></script>
</td>
<td>
<img height=100px src="publications/images/030.png">
</td>
</table>
<table>
<td>
<li value=29>N. Portman & <u>I. Tamblyn</u> "Sampling algorithms for validation of supervised learning models for Ising-like systems", Journal of Computational Physics, 350, 871-890, [<a href="https://www.sciencedirect.com/science/article/pii/S0021999117304990?via%3Dihub">JCP</a> (<a href="https://arxiv.org/abs/1611.05891" target="new window">open access link</a>)] (2017)</li>
<br>
<span class="__dimensions_badge_embed__" data-doi="10.1016/j.jcp.2017.06.045" data-style="small_rectangle"></span><script async src="https://badge.dimensions.ai/badge.js" charset="utf-8"></script>
<br>
<b><h1><a href="publications/029.html">Manuscript Summary</a></h1></b>
</td>
<td>
<img height=100px src="publications/images/ising_PCA.png">
</td>
</table>
<table>
<td>
<li value=28>K. Ryczko & <u>I. Tamblyn</u> "Structural characterizations of water-metal interfaces", Phys. Rev. B 96, 064104, [<a href="https://journals.aps.org/prb/abstract/10.1103/PhysRevB.96.064104">PRB (<a href="https://arxiv.org/abs/1611.02307" target="new window">open access link</a>)] (2017)</li>
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<span class="__dimensions_badge_embed__" data-doi="10.1103/PhysRevB.96.064104" data-style="small_rectangle"></span><script async src="https://badge.dimensions.ai/badge.js" charset="utf-8"></script>
<br>
<b><h1><a href="publications/028.html">Manuscript Summary</a></h1></b>
</td>
<td>
<img height=100px src="group/images/itamblyn/structural_characterization.png">
</td>
</table>
<table>
<td>
<li value=27>K. Ryczko, A. Domurad, N. Buhagiar, and <u>I. Tamblyn</u>, "hashkat: Large-scale simulations of online social networks", Soc. Netw. Anal. Min. 7:4, [<a href="http://dx.doi.org/10.1007/s13278-017-0424-7">SNA</a> (<a href="http://rdcu.be/o1Kf" target="new window"]>open access link</a>)] (2017)</li>
<br>
<span class="__dimensions_badge_embed__" data-doi="10.1007/s13278-017-0424-7" data-style="small_rectangle"></span><script async src="https://badge.dimensions.ai/badge.js" charset="utf-8"></script>
<br>
<b><h1><a href="publications/026.html">Manuscript Summary</a></h1></b>
</td>
</td>
<td>
<img height=100px src="group/images/itamblyn/agent_types.png">
</td>
</table>
<table>
<td>
<li value=26>G. Gupta, M. Radhakrishna, <u>I. Tamblyn</u>, D. QH Tran, M. Besemann, A. Thonnagith, M.F. Elgueta, M.E. Robitaille, R.J. Finlayson, "A randomized comparison between neurostimulation- and ultrasound-guided lateral femoral cutaneous nerve block", <i>accepted</i> Army Medical Dept. J., (2016)</li>
</td>
<td>
<img height=100px src="group/images/itamblyn/leg_freeze.png">
</td>
</table>
<table>
<td>
<li value=25>S Whitelam, <u>I. Tamblyn</u>, J.P. Garrahan, and P.H. Beton, "Emergent rhombus tilings from molecular interactions with M-fold rotational symmetry", Phys. Rev. Lett., 114, 115702 [<a href="http://journals.aps.org/prl/abstract/10.1103/PhysRevLett.114.115702">PRL</a> (<a href="http://arxiv.org/abs/1411.3644" target="new window">open access link</a>)] (2015) <a href="http://journals.aps.org/prl/covers/114/11"><b>Cover article</b></a></li>
<br><span class="__dimensions_badge_embed__" data-doi="10.1103/PhysRevLett.114.115702" data-style="small_rectangle"></span><script async src="https://badge.dimensions.ai/badge.js" charset="utf-8"></script>
</td>
<td>
<img height=150px src="group/images/itamblyn/emergent_rhombus.png">
</td>
</table>
<table>
<td>
<li value=24>S. Choing, A. J. Francis, G. Clendenning*, M. Schuurman, Roger D. Sommer, <u>I. Tamblyn</u>, W.W. Weare, and T. Cuk, "Long-Lived LMCT in a d0 Vanadium(V) Complex by Internal Conversion to a State of 3dxy Character", J. Phys. Chem. C, 2015, 119 (30), 17029-17038, (2015) <b>Cover article</b></li>
<br>
<br><span class="__dimensions_badge_embed__" data-doi="10.1021/acs.jpcc.5b00513" data-style="small_rectangle"></span><script async src="https://badge.dimensions.ai/badge.js" charset="utf-8"></script>
<br>
<b><h1><a href="publications/024.html">Manuscript Summary</a></h1></b>
</td>
<td>
<img height=150px src="group/images/itamblyn/d0V.png">
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</table>
<table>
<td>
<li value=23><u>I. Tamblyn</u>, S. Refaely-Abramson, J.B. Neaton, and L. Kronik, "Simultaneous determination of structures, vibrations, and frontier orbital energies from a self-consistent range-separated hybrid functional", J. Phys. Chem. Lett., 5, 2734, [<a href="http://pubs.acs.org/doi/abs/10.1021/jz5010939">JPCL</a>] (2014)</li>
<br><span class="__dimensions_badge_embed__" data-id="pub.1056135720" data-style="small_rectangle"></span><script async src="https://badge.dimensions.ai/badge.js" charset="utf-8"></script>
</td>
<td>
<img height=100px src="group/images/itamblyn/SOFRSH.png">
</td>
</table>
<table>
<td>
<li value=22>S.G. Srinivasan, N. Goldman, <u>I. Tamblyn</u>, S. Hamel, and M. Gaus, "A Density Functional Tight Binding Model with an Extended Basis Set and Three-Body Repulsion for Hydrogen under Extreme Thermodynamic Conditions", J. Phys. Chem. A, 118, 5520-5528 [<a href="http://pubs.acs.org/doi/pdf/10.1021/jp5036713" target="new window">JPCA</a>] (2014)</li>
<br><span class="__dimensions_badge_embed__" data-id="pub.1056100927" data-style="small_rectangle"></span><script async src="https://badge.dimensions.ai/badge.js" charset="utf-8"></script>
</td>
<td>
<img height=100px src="group/images/itamblyn/DFTBp3bH.png">
</td>
</table>
<table>
<td>
<li value=21>S. Whitelam, <u>I. Tamblyn</u>, T.K. Haxton, M.B. Wieland, N.R. Champness, J.P. Garrahan, and P.H. Beton, "Common physical framework explains phase behavior and dynamics of atomic, molecular and polymeric network-formers", Phys. Rev. X 4, 011044, [<a href="https://journals.aps.org/prx/abstract/10.1103/PhysRevX.4.011044" target="new window">PRX (open access link)</a>] (2014)</li>
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<span class="__dimensions_badge_embed__" data-doi="10.1103/PhysRevX.4.011044" data-style="small_rectangle"></span><script async src="https://badge.dimensions.ai/badge.js" charset="utf-8"></script>
</td>
<td>
<img height=100px src="group/images/itamblyn/QBZ.png">
</td>
</table>
<table>
<td>
<li value=20>N. Goldman, <u>I. Tamblyn</u>, "Prebiotic chemistry within a simple impacting icy mixture", Journal of Physical Chemistry A, 117 (24), 5124-5131, [<a href="http://pubs.acs.org/doi/abs/10.1021/jp402976n" target="new window">JPCA</a>], (2013), <b><a href="http://pubs.acs.org/action/showLargeCover?jcode=jpcafh&vol=117&issue=24" target="JCPA">Cover article</a></b></li>
<br>
<span class="__dimensions_badge_embed__" data-id="pub.1056094864" data-style="small_rectangle"></span><script async src="https://badge.dimensions.ai/badge.js" charset="utf-8"></script>
<br>
<b><h1>== News coverage ==</h1></b>
<ul>
<li><a href="http://www.newyorker.com/online/blogs/elements/2013/06/how-an-exploding-comet-might-have-forged-life-on-earth.html" target="away">The New Yorker</a></li>
<li><a href="http://newswatch.nationalgeographic.com/2013/06/06/did-comets-kick-start-life-on-earth/" target="away">National Geographic News Watch</a></li>
<li><a href="http://www.livescience.com/37271-comet-impacts-spurred-life.html" target="away">LiveScience</a></li>
<li><a href="http://zeenews.india.com/news/space/life-on-earth-may-have-come-from-out-of-this-world_853192.html" target="away">ZeeNews</a></li>
<li><a href="http://www.redorbit.com/news/space/1112866323/comets-brought-organic-ingredients-for-life-060613/" target="away">redOrbit</a></li>
<li><a href="http://www.enn.com/ecosystems/article/46065" target="away">ENN</a></li>
<li><a href="http://www.scienceagogo.com/news/20130506202942data_trunc_sys.shtml" target="away">Science A GoGo</a></li>
<li><a href="http://www.upi.com/Science_News/2013/06/06/Life-building-compounds-on-early-Earth-may-have-had-cosmic-origins/UPI-33041370563097/" target="away">UPI</a></li>
</ul>
</td>
<td>
<center>
<img height=100px src="group/images/itamblyn/comet_cover.jpg"><img height=100px src="group/images/itamblyn/comet.png">
</center>
</td>
</table>
<table>
<td>
<li value=19>T.K. Haxton, H. Zho, <u>I. Tamblyn</u>, D. Eom, Z. Hu, J.B. Neaton, T.F. Heinz, and S. Whitelam, "Competing thermodynamic and dynamic factors select molecular assemblies on a gold surface", Phys. Rev. Lett., 111, 265701 [<a href="https://doi.org/10.1103/PhysRevLett.111.265701" target="new window">PRL</a> (<a href="http://arxiv.org/abs/1311.7417" target="new window">open access link</a>)] (2013)</li>
<br> <span class="__dimensions_badge_embed__" data-doi="10.1103/PhysRevLett.111.265701" data-style="small_rectangle"></span><script async src="https://badge.dimensions.ai/badge.js" charset="utf-8"></script>
</td>
<td>
<img height=100px src="group/images/itamblyn/BDA_Zho.png">
</td>
</table>
<table>
<td>
<li value=18>M. Yu, P. Doak, <u>I. Tamblyn</u>, and J.B. Neaton, "Theoretical design of redox levels of thiophene on functionalized light-absorbing semiconductor surfaces", J. Phys. Chem. Lett., 4, 1701-1706, [<a href="http://pubs.acs.org/doi/abs/10.1021/jz400601t" target="new window">JPCL</a>], (2013)</li>
<br> <span class="__dimensions_badge_embed__" data-id="pub.1056135040" data-style="small_rectangle"></span><script async src="https://badge.dimensions.ai/badge.js" charset="utf-8"></script>
</td>
<td>
<img height=100px src="group/images/itamblyn/thiophene.png">
</td>
</table>
<table>
<td>
<li value=17>S. Sharifzadeh, <u>I. Tamblyn</u>, P. Doak, P. Darancet, and J.B. Neaton, "Quantitative Molecular Orbital Energies within a G<sub>0</sub>W<sub>0</sub> Approximation", European Physical Journal B, [<a href="http://link.springer.com/article/10.1140%2Fepjb%2Fe2012-30206-0" target="new window">EPJB</a> (<a href="http://arxiv.org/abs/1204.0509v1" target="arxiv">open access link</a>)], (2012)
<br>
<br>
<span class="__dimensions_badge_embed__" data-doi="10.1140/epjb/e2012-30206-0" data-style="small_rectangle"></span><script async src="https://badge.dimensions.ai/badge.js" charset="utf-8"></script>
</td>
<td>
<a href="http://arxiv.org/abs/1204.0509v1" target="arxiv"><img height=100px src="group/images/itamblyn/EPJ_2012.png"></a>
</td>
</table>
<table>
<td>
<li value=16> G. Li, <u>I. Tamblyn</u>, V. Cooper and J.B. Neaton, "Molecular Adsorption on Metal Surfaces with a van der Waals Density Functional", Phys. Rev. B 85, 121409(R), [<a href="https://doi.org/10.1103/PhysRevB.85.121409" target="PRB">PRB</a> (<a href="http://arxiv.org/abs/1201.1326" target="arxiv">open access link</a>)], (2012)
<br>
<br><span class="__dimensions_badge_embed__" data-doi="10.1103/PhysRevB.85.121409" data-style="small_rectangle"></span><script async src="https://badge.dimensions.ai/badge.js" charset="utf-8"></script>
</td>
<td>
<a href="http://arxiv.org/abs/1201.1326" target="arxiv"><img height=100px src="group/images/itamblyn/vdW_DF.png"></a>
</td>
</table>
<table>
<td>
<li value=15> S. Whitelam, <u>I. Tamblyn</u>, P.H. Beton and J.P. Garrahan, "Random and ordered phases of off-lattice rhombus tiles", Physical Review Letters, 108, 035702, [<a href="http://prl.aps.org/abstract/PRL/v108/i3/e035702" target="PRL">PRL</a> (<a href="http://arxiv.org/abs/1109.1450" target="arxiv">open access link</a>)], (2012)
<br>
<br>
<span class="__dimensions_badge_embed__" data-id="pub.1000336037" data-style="small_rectangle"></span><script async src="https://badge.dimensions.ai/badge.js" charset="utf-8"></script>
</td>
<td>
<a href="http://arxiv.org/abs/1109.1450" target="arxiv"><img height=100px src="group/images/itamblyn/rhombus.png"></a>
</td>
</table>
<table>
<td>
<li value=14> <u>I. Tamblyn</u>, P. Darancet, S.Y. Quek, S.A. Bonev, and J.B. Neaton, "Electronic energy level alignment at metal-molecule interfaces with a GW approach", Phys. Rev. B 84, 201402(R), [<a href="http://prb.aps.org/abstract/PRB/v84/i20/e201402" target="PRB">PRB</a> (<a href="http://arxiv.org/abs/1111.2569" target="arxiv">open access link</a>)], (2011)
<br>
<br><span class="__dimensions_badge_embed__" data-doi="10.1103/PhysRevB.84.201402" data-style="small_rectangle"></span><script async src="https://badge.dimensions.ai/badge.js" charset="utf-8"></script>
</td>
<td>
<a href="http://prb.aps.org/abstract/PRB/v84/i20/e201402" target="PRB"><img height=100px src="group/images/itamblyn/BDA_GW.png"></a>
</td>
</table>
<table>
<td>
<li value=13> A. Biller, <u>I. Tamblyn</u>, J.B. Neaton, and L. Kronik, "Electronic level alignment at a metal-molecule interface from a short-range hybrid functional", J. Chem. Phys. 135, 164706, [<a href="http://dx.doi.org/10.1063/1.3655357" target="new window">JCP</a>] (2011)
<br>
<br><span class="__dimensions_badge_embed__" data-doi="10.1063/1.3655357" data-style="small_rectangle"></span><script async src="https://badge.dimensions.ai/badge.js" charset="utf-8"></script>
</td>
<td>
<img height=100px src="group/images/itamblyn/HSE_JCP_2011.png">
</td>
</table>
<li value=12> M.A. Morales, L.X. Benedict, D.S. Clark, E. Schwegler, <u>I. Tamblyn</u>, S.A. Bonev, A.A. Correa, S. W. Haan, "<i>Ab initio</i> equation of state of hydrogen for inertial fusion applications", High Energy Density Physics 8, 1, (2011)
<br>
<br>
<span class="__dimensions_badge_embed__" data-doi="10.1016/j.hedp.2011.09.002" data-style="small_rectangle"></span><script async src="https://badge.dimensions.ai/badge.js" charset="utf-8"></script>
<table>
<td>
<li value=11> <u>I. Tamblyn</u> and S.A. Bonev "Structure and phase boundaries of compressed liquid hydrogen", Physical Review Letters, 104, 065702, [<a href="http://prl.aps.org/abstract/PRL/v104/i6/e065702" target="new window">PRL</a> (<a href="http://arxiv.org/abs/0910.1798" target="new window">open access link</a>)] (2010). <b>PRL Editor's Suggestion</b>; featured in <a href="http://physics.aps.org/synopsis-for/10.1103/PhysRevLett.104.065702" target="new window">Physics</a>
<br>
<br>
<span class="__dimensions_badge_embed__" data-id="pub.1060756595" data-style="small_rectangle"></span><script async src="https://badge.dimensions.ai/badge.js" charset="utf-8"></script>
</td>
<td>
<img height=100px src="group/images/itamblyn/Hydrogen_PRL_2012.png">
</td>
</table>
<table>
<td>
<li value=10> <u>I. Tamblyn</u> and S.A. Bonev "A note on the metallization of compressed liquid hydrogen", Journal of Chemical Physics, 132, 134503, [<a href="http://dx.doi.org/10.1063/1.3369625" target="new window">JCP</a> (<a href="http://arxiv.org/abs/0912.3931" target="new window">open access link</a>)] (2010)
<br>
<br>
<span class="__dimensions_badge_embed__" data-id="pub.1036831534" data-style="small_rectangle"></span><script async src="https://badge.dimensions.ai/badge.js" charset="utf-8"></script>
</td>
<td>
<img height=100px src="group/images/itamblyn/Hydrogen_metallization_sketch.png">
</td>
</table>
<table>
<td>
<li value=9> M. Dell'Angela, G. Kladnik, A. Cossaro, A. Verdini, M. Kamenetska, <u>I. Tamblyn</u>, S.Y. Quek, J.B. Neaton, D. Cvetko, A. Morgante, L. Venkataraman "Relating Energy Level Alignment and Amine-Linked Molecular Junction Conductance", Nano Lett., 10 (7), pp 2470-2474, (2010)
<br><br><span class="__dimensions_badge_embed__" data-id="pub.1056217895" data-style="small_rectangle"></span><script async src="https://badge.dimensions.ai/badge.js" charset="utf-8"></script>
</td>
<td>
<a href="http://dx.doi.org/10.1021/nl100817h" target="new window"><img src="group/images/itamblyn/BDA_XAS.png"></a>
</td>
</table>
<table>
<td>
<li value=8> <u>I. Tamblyn</u>, J.-Y. Raty, S.A. Bonev "Tetrahedral clustering in molten lithium under pressure", Physical Review Letters, 101, 075703 (2008). <a href="http://prl.aps.org/covers/101/7" target="new window">Cover article</a>
<br>
<br>
<span class="__dimensions_badge_embed__" data-id="pub.1004645481" data-style="small_rectangle"></span><script async src="https://badge.dimensions.ai/badge.js" charset="utf-8"></script>
</td>
<td>
<img height=100px src="group/images/itamblyn/li_structure.png">
</td>
</table>
<li value=7> B. Militzer, W.B. Hubbard, J. Vorberger, <u>I. Tamblyn</u>, and S.A. Bonev "Massive core in Jupiter predicted from first-principles simulations", Astrophysical Journal Letters, 688: L45-L48 (2008)
<br>
<br> <span class="__dimensions_badge_embed__" data-doi="10.1086/594364" data-style="small_rectangle"></span><script async src="https://badge.dimensions.ai/badge.js" charset="utf-8"></script>
<br>
<li value=6> <u>I. Tamblyn</u> and S.A. Bonev "Exploring the high pressure phase diagrams of light elements using large scale ab-initio molecular dynamics simulations", HPCS, pp. 154-160, 22nd International Symposium on High Performance Computing Systems and Applications (2008)
<li value=5> J. Vorberger, <u>I. Tamblyn</u>, B. Militzer, S.A. Bonev "Hydrogen-Helium Mixtures in the Interiors of Giant Planets", Phys. Rev. B, 75, 024206 (2007)
<br>
<br> <span class="__dimensions_badge_embed__" data-doi="10.1103/PhysRevB.75.024206" data-style="small_rectangle"></span><script async src="https://badge.dimensions.ai/badge.js" charset="utf-8"></script>
<table>
<td>
<li value=4> <u>I. Tamblyn</u>, J. Vorberger, B. Militzer, S.A. Bonev, "Inside the Jovian atmosphere: Hydrogen and Helium at extreme conditions", Physics in Canada, 63, 3, 133, <a href="http://www.cap.ca/en/publications/physics-canada-pic/issue/63/3" target="new window">Cover article</a> (2007)
</td>
<td>
<img height=100px src="group/images/itamblyn/PIC.jpg">
</td>
</table>
<li value=3> J. Vorberger, <u>I. Tamblyn</u>, S.A. Bonev, B. Militzer "Properties of Dense Fluid Hydrogen and Helium in Giant Gas Planets" Contrib. Plasma Phys. 47, 4-5, 375 (2007)
<br>
<br> <span class="__dimensions_badge_embed__" data-doi="10.1002/ctpp.200710050" data-style="small_rectangle"></span><script async src="https://badge.dimensions.ai/badge.js" charset="utf-8"></script>
<br>
<li value=2> J. Garcia Sucerquia, W. Xu, S.K. Jericho, M.H. Jericho, <u>I. Tamblyn</u>, H.J. Kreuzer "Digital in line holography: 4-D imaging and tracking of microstructures and organisms in microfluidics and biology" ICO20: Biomedical Optics, Proc. SPIE 6026, 267-275, (2006, undergraduate work)
<li value=1> <u>I. Tamblyn</u> and B. Paton "Sands of Time", Canadian Undergraduate Physics Journal, 4:13-16 (2005, undergraduate work)
</ol>
<ul>
<h1>Unfinised tales</h1>
<li>Electronic Structure of Liquid Water and a Platinum Surface, (<a href="https://arxiv.org/abs/1407.7881">open access link</a>)
<li>Phase space sampling and operator confidence with generative adversarial networks [(<a href="https://arxiv.org/abs/1710.08053" target="new window">open access link</a>)] (2019)</li>
</ul>
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