These papers describe the NEXT system:

• “NEXT: A System for Real-World Development, Evaluation, and Application of Active Learning“ in NIPS 2015 by Kevin Jamieson, Lalit Jain, Chris Fernandez, Nick Glattard and Robert Nowak.
• “NEXT: A system to easily connect crowdsourcing and adaptive data collection“ in the 2017 Scientific Python Proceedings by Scott Sievert, Daniel Ross, Lalit Jain, Robert Nowak, Bob Mankoff.

These papers use NEXT for data collection:

• “Adaptive sampling for coarse ranking.” by Sumeet Katariya, Lalit Jain, Nandana Sengupta, James Evans and Robert Nowak. 2018. (PDF)
• “A KL-LUCB Bandit Algorithm for Large-Scale Crowdsourcing”. Ervin Tanczos, Robert Nowak, Bob Mankoff. (PDF)
• “Scalable Generalized Linear Bandits”. Kwang-Sung Jun, Aniruddha Bhargava, Robert Nowak and Rebecca Willett. (PDF)
• “Should Adversarial Attacks Use Pixel p-Norm?” Ayon Sen, Xiaojin Zhu, Liam Marshall, Robert Nowak. (PDF)
• “Machine Beats Human at Sequencing Visuals for Perceptual-Fluency Practice” by Ayon Sen, Purav Patel, Martina Rau, Blake Mason, Robert Nowak, Timothy Rogers, Xiaojin Zho. (PDF)
• “How to Model Implicit Knowledge? Similarity Learning Methods to Assess Perceptions of Visual Representations.” Martina Rau, Blake Mason, Robert Nowak. 2016. (PDF)
• “Production and perception of social functional smiles rely on similar morphological features” (under review) by Martin J., Wood A., Cox W., Sievert S., Nowak R., and Niedenthal P.
• “Validating a social-functional smile typology: Insights from machine learning and computer-assisted facial expression analysis” (under review) by Martin J., Wood A., Cox W., Sievert S., Nowak R., Gilboa-Schectman, E. G., Zhao, F. & Niedenthal, P. M.

Citations

If you use NEXT, please cite these papers. Here is the relevant BibTeX:

@incollection{jamieson2015next,
  title = {NEXT: A System for Real-World Development,
           Evaluation, and Application of Active Learning},
  author = {Jamieson, Kevin G and Jain, Lalit and Fernandez,
            Chris and Glattard, Nicholas J. and Nowak, Rob},
  booktitle = {Advances in Neural Information Processing Systems 28},
  editor = {C. Cortes and N. D. Lawrence and D. D. Lee and
            M. Sugiyama and R. Garnett},
  pages = {2656--2664},
  year = {2015},
  publisher = {Curran Associates, Inc.},
  url = {http://papers.nips.cc/paper/5868-next-a-system-for-real-world-development-evaluation-and-application-of-active-learning.pdf}
}

@InProceedings{sievert2017next,
  author    = { {S}cott {S}ievert and {D}aniel {R}oss and
               {L}alit {J}ain and {K}evin {J}amieson and
               {R}ob {N}owak and {R}obert {M}ankoff },
  title     = { {N}{E}{X}{T}: {A} system to easily connect
               crowdsourcing and adaptive data collection },
  booktitle = { {P}roceedings of the 16th {P}ython in
               {S}cience {C}onference },
  pages     = { 113 - 119 },
  year      = { 2017 },
  editor    = { {K}aty {H}uff and {D}avid {L}ippa and
               {D}illon {N}iederhut and {M} {P}acer },
  doi       = { 10.25080/shinma-7f4c6e7-010 }
}