publications

2025

1. 

   Advancing Math Formula Search Using Diverse Structural and Symbolic Representations

   Sumedh Vemuganti, Ayu Seiya, and Nickvash Kani

   2025

   Bib

   @article{vemuganti2025advancing,
     title = {Advancing Math Formula Search Using Diverse Structural and Symbolic Representations},
     author = {Vemuganti, Sumedh and Seiya, Ayu and Kani, Nickvash},
     publisher = {Springer},
     booktitle = {European conference on information retrieval},
     year = {2025}
   }

2024

1. 

   Mathematical Derivation Graphs: A Task for Summarizing Equation Dependencies in STEM Manuscripts

   Vishesh Prasad, Brian Kim, and Nickvash Kani

   arXiv preprint arXiv:2410.21324, 2024

   Bib

   @article{prasad2024mathematical,
     title = {Mathematical Derivation Graphs: A Task for Summarizing Equation Dependencies in STEM Manuscripts},
     author = {Prasad, Vishesh and Kim, Brian and Kani, Nickvash},
     journal = {arXiv preprint arXiv:2410.21324},
     year = {2024}
   }

2. 

   STEM-POM: Evaluating Language Models Math-Symbol Reasoning in Document Parsing

   Jiaru Zou, Qing Wang, Pratyush Thakur, and 1 more author

   2024

   Bib

   @article{zou2024stem,
     title = {STEM-POM: Evaluating Language Models Math-Symbol Reasoning in Document Parsing},
     author = {Zou, Jiaru and Wang, Qing and Thakur, Pratyush and Kani, Nickvash},
     booktitle = {The 4th Workshop on Mathematical Reasoning and AI at NeurIPS'24},
     year = {2024},
   }

3. 

   Intermediate Fine-Tuning Improves Mathematical Reasoning in Smaller Models

   Neeraj Gangwar, Suma Bhat, and Nickvash Kani

   2024

   Bib

   @article{gangwar2024intermediate,
     title = {Intermediate Fine-Tuning Improves Mathematical Reasoning in Smaller Models},
     author = {Gangwar, Neeraj and Bhat, Suma and Kani, Nickvash},
     year = {2024},
     booktitle = {The 4th Workshop on Mathematical Reasoning and AI at NeurIPS'24}
   }

4. 

   Semantic Representations of Mathematical Expressions in a Continuous Vector Space and Generation of Different but Mathematicallly Equivalent Expressions and Applications Thereof

   Nickvash Kani, Neeraj Gangwar, and Hongbo Zheng

   2024

   US Patent App. 18/479,242

   Bib

   @misc{kani2024semantic,
     title = {Semantic Representations of Mathematical Expressions in a Continuous Vector Space and Generation of Different but Mathematicallly Equivalent Expressions and Applications Thereof},
     author = {Kani, Nickvash and Gangwar, Neeraj and Zheng, Hongbo},
     year = {2024},
     publisher = {Google Patents},
     note = {US Patent App. 18/479,242}
   }

2023

1. 

   Factors That Influence Automatic Recognition of African-American Vernacular English in Machine-Learning Models

   Emma Hamel, and Nickvash Kani

   IEEE/ACM Transactions on Audio, Speech, and Language Processing, 2023

   Bib

   @article{hamel2023factors,
     publisher = {IEEE},
     title = {Factors That Influence Automatic Recognition of African-American Vernacular English in Machine-Learning Models},
     author = {Hamel, Emma and Kani, Nickvash},
     journal = {IEEE/ACM Transactions on Audio, Speech, and Language Processing},
     volume = {32},
     pages = {509--516},
     year = {2023}
   }

2. 

   Semantic Representations of Mathematical Expressions in a Continuous Vector Space

   Neeraj Gangwar, and Nickvash Kani

   Transactions on Machine Learning Research, 2023

   Bib

   @article{gangwar2022semantic,
     title = {Semantic Representations of Mathematical Expressions in a Continuous Vector Space},
     author = {Gangwar, Neeraj and Kani, Nickvash},
     journal = {Transactions on Machine Learning Research},
     year = {2023}
   }

3. 

   Highlighting Named Entities in Input for Auto-formulation of Optimization Problems

   Neeraj Gangwar, and Nickvash Kani

   In International Conference on Intelligent Computer Mathematics, 2023

   Bib

   @inproceedings{gangwar2023highlighting,
     publisher = {CICM},
     title = {Highlighting Named Entities in Input for Auto-formulation of Optimization Problems},
     author = {Gangwar, Neeraj and Kani, Nickvash},
     booktitle = {International Conference on Intelligent Computer Mathematics},
     pages = {130--141},
     year = {2023},
     organization = {Springer}
   }

2022

1. 

   An Evaluation of NLP Methods to Extract Mathematical Token Descriptors

   Emma Hamel, Hongbo Zheng, and Nickvash Kani

   In International Conference on Intelligent Computer Mathematics, 2022

   Bib

   @inproceedings{hamel2022evaluation,
     publisher = {Springer},
     title = {An Evaluation of NLP Methods to Extract Mathematical Token Descriptors},
     author = {Hamel, Emma and Zheng, Hongbo and Kani, Nickvash},
     booktitle = {International Conference on Intelligent Computer Mathematics},
     pages = {329--343},
     year = {2022},
     organization = {Springer}
   }

2018

1. 

   Analytic modeling of dipolar field requirements for robust coupling in a non-identical biaxial two-magnet system

   Nickvash Kani, Shaloo Rakheja, and Azad Naeemi

   Journal of Applied Physics, 2018

   Bib

   @article{kani2018analytic,
     publisher = {AIP Publishing LLC},
     title = {Analytic modeling of dipolar field requirements for robust coupling in a non-identical biaxial two-magnet system},
     author = {Kani, Nickvash and Rakheja, Shaloo and Naeemi, Azad},
     journal = {Journal of Applied Physics},
     volume = {124},
     number = {2},
     pages = {023901},
     year = {2018}
   }

2. IEEE

   Clocked Magnetostriction-Assisted Spintronic Device Design and Simulation

   Rouhollah Mousavi Iraei, Nickvash Kani, Sourav Dutta, and 5 more authors

   IEEE Transactions on Electron Devices, 2018

   Bib

   @article{8331277,
     publisher = {Institute of Electrical and Electronics Engineers},
     author = {Mousavi Iraei, Rouhollah and Kani, Nickvash and Dutta, Sourav and Nikonov, Dmitri E. and Manipatruni, Sasikanth and Young, Ian A. and Heron, John T. and Naeemi, Azad},
     journal = {IEEE Transactions on Electron Devices},
     title = {Clocked Magnetostriction-Assisted Spintronic Device Design and Simulation},
     year = {2018},
     volume = {65},
     number = {5},
     pages = {2040-2046},
     doi = {10.1109/TED.2018.2817556}
   }

2017

1. 

   Analytical models for coupling reliability in identical two-magnet systems during slow reversals

   Nickvash Kani, and Azad Naeemi

   Journal of Applied Physics, 2017

   Bib

   @article{kani2017analytical,
     publisher = {AIP Publishing LLC},
     title = {Analytical models for coupling reliability in identical two-magnet systems during slow reversals},
     author = {Kani, Nickvash and Naeemi, Azad},
     journal = {Journal of Applied Physics},
     volume = {122},
     number = {22},
     pages = {223902},
     year = {2017}
   }

2. 

   Modeling of magnetization dynamics and applications to spin-based logic and memory devices

   Nickvash Kani

   Georgia Institute of Technology, 2017
3. IEEE

   Polymorphic spintronic logic gates for hardware security primitives — Device design and performance benchmarking

   S. Rakheja, and N. Kani

   In 2017 IEEE/ACM International Symposium on Nanoscale Architectures (NANOARCH), 2017

   Bib

   @inproceedings{8053726,
     publisher = {Institute of Electrical and Electronics Engineers},
     author = {Rakheja, S. and Kani, N.},
     booktitle = {2017 IEEE/ACM International Symposium on Nanoscale Architectures (NANOARCH)},
     title = {Polymorphic spintronic logic gates for hardware security primitives — Device design and performance benchmarking},
     year = {2017},
     volume = {},
     number = {},
     pages = {131-132},
     doi = {10.1109/NANOARCH.2017.8053726}
   }

4. 

   Strain-Mediated Magnetization Reversal Through Spin-Transfer Torque

   Nickvash Kani, John T. Heron, and Azad Naeemi

   IEEE Transactions on Magnetics, 2017

   Bib

   @article{7927436,
     publisher = {Institute of Electrical and Electronics Engineers},
     author = {Kani, Nickvash and Heron, John T. and Naeemi, Azad},
     journal = {IEEE Transactions on Magnetics},
     title = {Strain-Mediated Magnetization Reversal Through Spin-Transfer Torque},
     year = {2017},
     volume = {53},
     number = {11},
     pages = {1-8},
     doi = {10.1109/TMAG.2017.2703898}
   }

5. 

   Non-monotonic probability of thermal reversal in thin-film biaxial nanomagnets with small energy barriers

   N Kani, A Naeemi, and S Rakheja

   AIP Advances, 2017

   Bib

   @article{kani2017non,
     publisher = {American Institute of Physics},
     title = {Non-monotonic probability of thermal reversal in thin-film biaxial nanomagnets with small energy barriers},
     author = {Kani, N and Naeemi, A and Rakheja, S},
     journal = {AIP Advances},
     volume = {7},
     number = {5},
     pages = {056006},
     year = {2017},
   }

6. APS

   Enhanced nanomagnet spin-transfer-toque reversal through strain-induced meta-stable magnetization initialization

   Nickvash Kani, and Azad Naeemi

   In APS March Meeting Abstracts, 2017

   Bib

   @inproceedings{kani2017enhanced,
     publisher = {American Physical Society,},
     title = {Enhanced nanomagnet spin-transfer-toque reversal through strain-induced meta-stable magnetization initialization},
     author = {Kani, Nickvash and Naeemi, Azad},
     booktitle = {APS March Meeting Abstracts},
     volume = {2017},
     pages = {Y47--011},
     year = {2017}
   }

7. IEEE

   A theoretical approach to strain-mediated nanomagnet reversal through spin-transfer torque

   N. Kani, J. Heron, and A. Naeemi

   In 2017 IEEE International Magnetics Conference (INTERMAG), 2017

   Bib

   @inproceedings{8007805,
     publisher = {Institute of Electrical and Electronics Engineers},
     author = {Kani, N. and Heron, J. and Naeemi, A.},
     booktitle = {2017 IEEE International Magnetics Conference (INTERMAG)},
     title = {A theoretical approach to strain-mediated nanomagnet reversal through spin-transfer torque},
     year = {2017},
     volume = {},
     number = {},
     pages = {1-1},
     doi = {10.1109/INTMAG.2017.8007805}
   }

8. IEEE

   Voltage-tunable stochastic computing with magnetic bits

   N. Rangarajan, A. Parthasarthy, N. Kani, and 1 more author

   In 2017 IEEE International Magnetics Conference (INTERMAG), 2017

   Bib

   @inproceedings{8008050,
     publisher = {Institute of Electrical and Electronics Engineers},
     author = {Rangarajan, N. and Parthasarthy, A. and Kani, N. and Rakheja, S.},
     booktitle = {2017 IEEE International Magnetics Conference (INTERMAG)},
     title = {Voltage-tunable stochastic computing with magnetic bits},
     year = {2017},
     volume = {},
     number = {},
     pages = {1-2},
     doi = {10.1109/INTMAG.2017.8008050}
   }

9. IEEE

   Energy-Efficient Computing With Probabilistic Magnetic Bits—Performance Modeling and Comparison Against Probabilistic CMOS Logic

   Nikhil Rangarajan, Arun Parthasarathy, Nickvash Kani, and 1 more author

   IEEE Transactions on Magnetics, 2017

   Bib

   @article{7906619,
     publisher = {Institute of Electrical and Electronics Engineers},
     author = {Rangarajan, Nikhil and Parthasarathy, Arun and Kani, Nickvash and Rakheja, Shaloo},
     journal = {IEEE Transactions on Magnetics},
     title = {Energy-Efficient Computing With Probabilistic Magnetic Bits—Performance Modeling and Comparison Against Probabilistic CMOS Logic},
     year = {2017},
     volume = {53},
     number = {11},
     pages = {1-10},
     doi = {10.1109/TMAG.2017.2696041}
   }

2016

1. AIP

   Spin pumping driven auto-oscillator for phase-encoded logic—device design and material requirements

   S Rakheja, and N Kani

   AIP Advances, 2016

   Bib

   @article{rakheja2016spin,
     publisher = {American Institute of Physics},
     author = {Rakheja, S and Kani, N},
     journal = {AIP Advances},
     volume = {7},
     number = {5},
     pages = {055905},
     year = {2016}
   }

2. 

   A Probability-Density Function Approach to Capture the Stochastic Dynamics of the Nanomagnet and Impact on Circuit Performance

   Nickvash Kani, Shaloo Rakheja, and Azad Naeemi

   IEEE Transactions on Electron Devices, 2016

   Bib

   @article{7533502,
     publisher = {Institute of Electrical and Electronics Engineers},
     author = {Kani, Nickvash and Rakheja, Shaloo and Naeemi, Azad},
     journal = {IEEE Transactions on Electron Devices},
     title = {A Probability-Density Function Approach to Capture the Stochastic Dynamics of the Nanomagnet and Impact on Circuit Performance},
     year = {2016},
     volume = {63},
     number = {10},
     pages = {4119-4126},
     doi = {10.1109/TED.2016.2594170}
   }

3. IEEE

   Scaling Limits on All-Spin Logic

   Sou-Chi Chang, Nickvash Kani, Sasikanth Manipatruni, and 3 more authors

   IEEE Transactions on Magnetics, 2016

   Bib

   @article{7384517,
     publisher = {Institute of Electrical and Electronics Engineers},
     author = {Chang, Sou-Chi and Kani, Nickvash and Manipatruni, Sasikanth and Nikonov, Dmitri E. and Young, Ian A. and Naeemi, Azad},
     journal = {IEEE Transactions on Magnetics},
     title = {Scaling Limits on All-Spin Logic},
     year = {2016},
     volume = {52},
     number = {7},
     pages = {1-4},
     doi = {10.1109/TMAG.2016.2518702}
   }

4. 

   A Model Study of an Error-Free Magnetization Reversal Through Dipolar Coupling in a Two-Magnet System

   Nickvash Kani, Sou-Chi Chang, Sourav Dutta, and 1 more author

   IEEE Transactions on Magnetics, 2016

   Bib

   @article{7234896,
     publisher = {Institute of Electrical and Electronics Engineers},
     author = {Kani, Nickvash and Chang, Sou-Chi and Dutta, Sourav and Naeemi, Azad},
     journal = {IEEE Transactions on Magnetics},
     title = {A Model Study of an Error-Free Magnetization Reversal Through Dipolar Coupling in a Two-Magnet System},
     year = {2016},
     volume = {52},
     number = {2},
     pages = {1-12},
     doi = {10.1109/TMAG.2015.2475426}
   }

2015

1. 

   Analysis of coupling strength in multi-domain magneto-systems

   Nickvash Kani, Sourav Dutta, and Azad Naeemi

   In 2015 73rd Annual Device Research Conference (DRC), 2015

   Bib

   @inproceedings{7175580,
     publisher = {Institute of Electrical and Electronics Engineers},
     author = {Kani, Nickvash and Dutta, Sourav and Naeemi, Azad},
     booktitle = {2015 73rd Annual Device Research Conference (DRC)},
     title = {Analysis of coupling strength in multi-domain magneto-systems},
     year = {2015},
     volume = {},
     number = {},
     pages = {111-112},
     doi = {10.1109/DRC.2015.7175580}
   }

2. Non-volatile clocked spin wave interconnect for beyond-CMOS nanomagnet pipelines

   Sourav Dutta, Sou-Chi Chang, Nickvash Kani, and 4 more authors

   Scientific reports, 2015

   Bib

   @article{dutta2015non,
     title = {Non-volatile clocked spin wave interconnect for beyond-CMOS nanomagnet pipelines},
     author = {Dutta, Sourav and Chang, Sou-Chi and Kani, Nickvash and Nikonov, Dmitri E and Manipatruni, Sasikanth and Young, Ian A and Naeemi, Azad},
     journal = {Scientific reports},
     volume = {5},
     number = {1},
     pages = {1--9},
     year = {2015},
     publisher = {Nature Publishing Group}
   }

2014

1. IEEE

   Wiring resource minimization for physically-complex Network-on-Chip architectures

   Nickvash Kani, and Azad Naeemi

   In 2014 27th IEEE International System-on-Chip Conference (SOCC), 2014

   Bib

   @inproceedings{6948938,
     publisher = {Institute of Electrical and Electronics Engineers},
     author = {Kani, Nickvash and Naeemi, Azad},
     booktitle = {2014 27th IEEE International System-on-Chip Conference (SOCC)},
     title = {Wiring resource minimization for physically-complex Network-on-Chip architectures},
     year = {2014},
     volume = {},
     number = {},
     pages = {261-266},
     doi = {10.1109/SOCC.2014.6948938}
   }

2. 

   Pipeline design in spintronic circuits

   Nickvash Kani, and Azad Naeemi

   In 2014 IEEE/ACM International Symposium on Nanoscale Architectures (NANOARCH), 2014

   Bib

   @inproceedings{6880496,
     publisher = {Institute of Electrical and Electronics Engineers},
     author = {Kani, Nickvash and Naeemi, Azad},
     booktitle = {2014 IEEE/ACM International Symposium on Nanoscale Architectures (NANOARCH)},
     title = {Pipeline design in spintronic circuits},
     year = {2014},
     volume = {},
     number = {},
     pages = {110-115},
     doi = {10.1109/NANOARCH.2014.6880496}
   }

3. IEEE

   Impact of dimensional scaling and size effects on beyond CMOS All-Spin Logic interconnects

   Rouhollah Mousavi Iraei, Phillip Bonhomme, Nickvash Kani, and 4 more authors

   In IEEE International Interconnect Technology Conference, 2014

   Bib

   @inproceedings{6831833,
     publisher = {Institute of Electrical and Electronics Engineers},
     author = {Iraei, Rouhollah Mousavi and Bonhomme, Phillip and Kani, Nickvash and Manipatruni, Sasikanth and Nikonov, Dmitri E. and Young, Ian A. and Naeemi, Azad},
     booktitle = {IEEE International Interconnect Technology Conference},
     title = {Impact of dimensional scaling and size effects on beyond CMOS All-Spin Logic interconnects},
     year = {2014},
     volume = {},
     number = {},
     pages = {353-356},
     doi = {10.1109/IITC.2014.6831833}
   }

2012

1. 

   Circuit-technology co-optimization of heterogeneous hierarchical network-on-chips

   Nickvash Kani, and Azad Naeemi

   In 2012 IEEE International Interconnect Technology Conference, 2012

   Bib

   @inproceedings{6251645,
     author = {Kani, Nickvash and Naeemi, Azad},
     booktitle = {2012 IEEE International Interconnect Technology Conference},
     title = {Circuit-technology co-optimization of heterogeneous hierarchical network-on-chips},
     year = {2012},
     volume = {},
     number = {},
     pages = {1-3},
     doi = {10.1109/IITC.2012.6251645}
   }