Siddharth Joshi

ORCID

Publication Activity (10 Years)

Years Active: 2006-2024
Publications (10 Years): 64

Top Venues

Telecom & Management SudParis, Évry, Essonne, France (PHD)

Education History

Telecom & Management SudParis, Évry, Essonne, France

PHD

Publications

Siddharth Joshi, Arnav Jain, Ali Payani, Baharan Mirzasoleiman
Data-Efficient Contrastive Language-Image Pretraining: Prioritizing Data Quality over Quantity. AISTATS (2024)
Siddharth Joshi, Arnav Jain, Ali Payani, Baharan Mirzasoleiman
Data-Efficient Contrastive Language-Image Pretraining: Prioritizing Data Quality over Quantity. CoRR (2024)
Thomas Summe, Siddharth Joshi
Slax: A Composable JAX Library for Rapid and Flexible Prototyping of Spiking Neural Networks. CoRR (2024)
Yihao Xue, Eric Gan, Jiayi Ni, Siddharth Joshi, Baharan Mirzasoleiman
Investigating the Benefits of Projection Head for Representation Learning. ICLR (2024)
Yihao Xue, Siddharth Joshi, Dang Nguyen, Baharan Mirzasoleiman
Understanding the Robustness of Multi-modal Contrastive Learning to Distribution Shift. ICLR (2024)
Yihao Xue, Eric Gan, Jiayi Ni, Siddharth Joshi, Baharan Mirzasoleiman
Investigating the Benefits of Projection Head for Representation Learning. CoRR (2024)
Clemens J. S. Schaefer, Siddharth Joshi, Shan Li, Raúl Blázquez
Edge Inference with Fully Differentiable Quantized Mixed Precision Neural Networks. WACV (2024)
Mark Horeni, Siddharth Joshi
Improvements in Interlayer Pipelining of CNN Accelerators Using Genetic Algorithms. CoRR (2023)
Gert Cauwenberghs, Jason Cong, X. Sharon Hu, Siddharth Joshi, Subhasish Mitra, Wolfgang Porod, H.-S. Philip Wong
Micro/Nano Circuits and Systems Design and Design Automation: Challenges and Opportunities. Proc. IEEE 111 (6) (2023)
Martin Schiemer, Clemens JS Schaefer, Jayden Parker Vap, Mark James Horeni, Yu Emma Wang, Juan Ye, Siddharth Joshi
Hadamard Domain Training with Integers for Class Incremental Quantized Learning. CoRR (2023)
Thomas Summe, Clemens JS Schaefer, Siddharth Joshi
Estimating Post-Synaptic Effects for Online Training of Feed-Forward SNNs. CoRR (2023)
Yihao Xue, Siddharth Joshi, Eric Gan, Pin-Yu Chen, Baharan Mirzasoleiman
Which Features are Learnt by Contrastive Learning? On the Role of Simplicity Bias in Class Collapse and Feature Suppression. CoRR (2023)
Clemens JS Schaefer, Pooria Taheri, Mark Horeni, Siddharth Joshi
The Hardware Impact of Quantization and Pruning for Weights in Spiking Neural Networks. IEEE Trans. Circuits Syst. II Express Briefs 70 (5) (2023)
Clemens JS Schaefer, Navid Lambert-Shirzad, Xiaofan Zhang, Chiachen Chou, Tom Jablin, Jian Li, Elfie Guo, Caitlin Stanton, Siddharth Joshi, Yu Emma Wang
Augmenting Hessians with Inter-Layer Dependencies for Mixed-Precision Post-Training Quantization. CoRR (2023)
Clemens JS Schaefer, Elfie Guo, Caitlin Stanton, Xiaofan Zhang, Tom Jablin, Navid Lambert-Shirzad, Jian Li, Chiachen Chou, Siddharth Joshi, Yu Emma Wang
Mixed Precision Post Training Quantization of Neural Networks with Sensitivity Guided Search. CoRR (2023)
Siddharth Joshi, Yu Yang, Yihao Xue, Wenhan Yang, Baharan Mirzasoleiman
Towards Mitigating Spurious Correlations in the Wild: A Benchmark & a more Realistic Dataset. CoRR (2023)
Siddharth Joshi, Baharan Mirzasoleiman
Data-Efficient Contrastive Self-supervised Learning: Easy Examples Contribute the Most. CoRR (2023)
Clemens JS Schaefer, Pooria Taheri, Mark Horeni, Siddharth Joshi
The Hardware Impact of Quantization and Pruning for Weights in Spiking Neural Networks. CoRR (2023)
Yihao Xue, Siddharth Joshi, Eric Gan, Pin-Yu Chen, Baharan Mirzasoleiman
Which Features are Learnt by Contrastive Learning? On the Role of Simplicity Bias in Class Collapse and Feature Suppression. ICML (2023)
Siddharth Joshi, Baharan Mirzasoleiman
Data-Efficient Contrastive Self-supervised Learning: Most Beneficial Examples for Supervised Learning Contribute the Least. ICML (2023)
Md. Shahrul Islam, Zephan M. Enciso, Sunghoon Rho, Kshama Lakshmi Ranganatha, Alicia Wei, Thomas D. O'Sullivan, Siddharth Joshi
Platform with 70.7% Efficient 4 mA 3.2 V Charge Pump and a Current-Input Ramp ADC for Implantable Optical Sensing of Tumors. BioCAS (2023)
Yihao Xue, Siddharth Joshi, Dang Nguyen, Baharan Mirzasoleiman
Understanding the Robustness of Multi-modal Contrastive Learning to Distribution Shift. CoRR (2023)
Jason Yik, Soikat Hasan Ahmed, Zergham Ahmed, Brian Anderson, Andreas G. Andreou, Chiara Bartolozzi, Arindam Basu, Douwe den Blanken, Petrut Bogdan, Sander M. Bohté, Younes Bouhadjar, Sonia M. Buckley, Gert Cauwenberghs, Federico Corradi, Guido de Croon, Andreea Danielescu, Anurag Reddy Daram, Mike Davies, Yigit Demirag, Jason Eshraghian, Jeremy Forest, Steve B. Furber, Michael Furlong, Aditya Gilra, Giacomo Indiveri, Siddharth Joshi, Vedant Karia, Lyes Khacef, James C. Knight, Laura Kriener, Rajkumar Kubendran, Dhireesha Kudithipudi, Gregor Lenz, Rajit Manohar, Christian Mayr, Konstantinos P. Michmizos, Dylan R. Muir, Emre Neftci, Thomas Nowotny, Fabrizio Ottati, Ayça Özcelikkale, Noah Pacik-Nelson, Priyadarshini Panda, Pao-Sheng Sun, Melika Payvand, Christian Pehle, Mihai A. Petrovici, Christoph Posch, Alpha Renner, Yulia Sandamirskaya, Clemens JS Schaefer, André van Schaik, Johannes Schemmel, Catherine D. Schuman, Jae-sun Seo, Sumit Bam Shrestha, Manolis Sifalakis, Amos Sironi, Kenneth Stewart, Terrence C. Stewart, Philipp Stratmann, Guangzhi Tang, Jonathan Timcheck, Marian Verhelst, Craig M. Vineyard, Bernhard Vogginger, Amirreza Yousefzadeh, Biyan Zhou, Fatima Tuz Zohora, Charlotte Frenkel, Vijay Janapa Reddi
NeuroBench: Advancing Neuromorphic Computing through Collaborative, Fair and Representative Benchmarking. CoRR (2023)
Mark Horeni, Pooria Taheri, Po-An Tsai, Angshuman Parashar, Joel S. Emer, Siddharth Joshi
Ruby: Improving Hardware Efficiency for Tensor Algebra Accelerators Through Imperfect Factorization. ISPASS (2022)
Weier Wan, Rajkumar Kubendran, Clemens J. S. Schaefer, Sukru Burc Eryilmaz, Wenqiang Zhang, Dabin Wu, Stephen R. Deiss, Priyanka Raina, He Qian, Bin Gao, Siddharth Joshi, Huaqiang Wu, H.-S. Philip Wong, Gert Cauwenberghs
A compute-in-memory chip based on resistive random-access memory. Nat. 608 (7923) (2022)
Clemens J. S. Schaefer, Siddharth Joshi, Shan Li, Raúl Blázquez
Edge Inference with Fully Differentiable Quantized Mixed Precision Neural Networks. CoRR (2022)
Weier Wan, Rajkumar Kubendran, Clemens J. S. Schaefer, Sukru Burc Eryilmaz, Wenqiang Zhang, Dabin Wu, Stephen R. Deiss, Priyanka Raina, He Qian, Bin Gao, Siddharth Joshi, Huaqiang Wu, H.-S. Philip Wong, Gert Cauwenberghs
Edge AI without Compromise: Efficient, Versatile and Accurate Neurocomputing in Resistive Random-Access Memory. CoRR (2021)
Clemens J. S. Schaefer, Mark Horeni, Pooria Taheri, Siddharth Joshi
LSTMs for Keyword Spotting with ReRAM-Based Compute-In-Memory Architectures. ISCAS (2021)
Antik Mallick, Mohammad Khairul Bashar, Daniel S. Truesdell, Benton H. Calhoun, Siddharth Joshi, Nikhil Shukla
Graph Coloring Using Coupled Oscillator-Based Dynamical Systems. ISCAS (2021)
Clemens J. S. Schaefer, Siddharth Joshi
Quantizing Spiking Neural Networks with Integers. ICONS (2020)
Rajkumar Kubendran, Weier Wan, Siddharth Joshi, H.-S. Philip Wong, Gert Cauwenberghs
A 1.52 pJ/Spike Reconfigurable Multimodal Integrate-and-Fire Neuron Array Transceiver. ICONS (2020)
Clemens J. S. Schaefer, Patrick Faley, Emre O. Neftci, Siddharth Joshi
Memory Organization for Energy-Efficient Learning and Inference in Digital Neuromorphic Accelerators. CoRR (2020)
Clemens J. S. Schaefer, Siddharth Joshi
Memory Organization and Structures for On-Chip Learning in Spiking Neural Networks. MWSCAS (2020)
Clemens J. S. Schaefer, Patrick Faley, Emre O. Neftci, Siddharth Joshi
Memory Organization for Energy-Efficient Learning and Inference in Digital Neuromorphic Accelerators. ISCAS (2020)
Zephan M. Enciso, Seyed Hadi Mirfarshbafan, Oscar Castañeda, Clemens J. S. Schaefer, Christoph Studer, Siddharth Joshi
Analog vs. Digital Spatial Transforms: A Throughput, Power, and Area Comparison. MWSCAS (2020)
Weier Wan, Rajkumar Kubendran, Sukru Burc Eryilmaz, Wenqiang Zhang, Yan Liao, Dabin Wu, Stephen R. Deiss, Bin Gao, Priyanka Raina, Siddharth Joshi, Huaqiang Wu, Gert Cauwenberghs, H.-S. Philip Wong
33.1 A 74 TMACS/W CMOS-RRAM Neurosynaptic Core with Dynamically Reconfigurable Dataflow and In-situ Transposable Weights for Probabilistic Graphical Models. ISSCC (2020)
Arman Kazemi, Cristobal Alessandri, Alan C. Seabaugh, Xiaobo Sharon Hu, Michael T. Niemier, Siddharth Joshi
A Device Non-Ideality Resilient Approach for Mapping Neural Networks to Crossbar Arrays. DAC (2020)
Zephan M. Enciso, Seyed Hadi Mirfarshbafan, Oscar Castañeda, Clemens J. S. Schaefer, Christoph Studer, Siddharth Joshi
Analog vs. Digital Spatial Transforms: A Throughput, Power, and Area Comparison. CoRR (2020)
Qiuwen Lou, Tianqi Gao, Patrick Faley, Michael T. Niemier, Xiaobo Sharon Hu, Siddharth Joshi
Embedding error correction into crossbars for reliable matrix vector multiplication using emerging devices. ISLPED (2020)
Mohammad Khairul Bashar, Antik Mallick, Daniel S. Truesdell, Benton H. Calhoun, Siddharth Joshi, Nikhil Shukla
Experimental Demonstration of a Reconfigurable Coupled Oscillator Platform to Solve the Max-Cut Problem. CoRR (2020)
Arman Kazemi, Cristobal Alessandri, Alan C. Seabaugh, Xiaobo Sharon Hu, Michael T. Niemier, Siddharth Joshi
A Device Non-Ideality Resilient Approach for Mapping Neural Networks to Crossbar Arrays. CoRR (2020)
Nikhil Pindi, Siddharth Joshi, Bhinal Mehta
Neural Network based MPPT system for Standalone PV system. IECON (2020)
Rajkumar Kubendran, Jongkil Park, Ritvik Sharma, Chul Kim, Siddharth Joshi, Gert Cauwenberghs, Sohmyung Ha
A 4.2-pJ/Conv 10-b Asynchronous ADC with Hybrid Two-Tier Level-Crossing Event Coding. ISCAS (2020)
Yasufumi Sakai, Bruno U. Pedroni, Siddharth Joshi, Abraham Akinin, Gert Cauwenberghs
DropOut and DropConnect for Reliable Neuromorphic Inference under Energy and Bandwidth Constraints in Network Connectivity. AICAS (2019)
Siddharth Joshi, Chul Kim, Chris M. Thomas, Gert Cauwenberghs
Digitally Adaptive High-Fidelity Analog Array Signal Processing Resilient to Capacitive Multiplying DAC Inter-Stage Gain Error. IEEE Trans. Circuits Syst. I Regul. Pap. (11) (2019)
Yasufumi Sakai, Bruno U. Pedroni, Siddharth Joshi, Satoshi Tanabe, Abraham Akinin, Gert Cauwenberghs
Dropout and DropConnect for Reliable Neuromorphic Inference Under Communication Constraints in Network Connectivity. IEEE J. Emerg. Sel. Topics Circuits Syst. 9 (4) (2019)
Chul Kim, Siddharth Joshi, Hristos Courellis, Jun Wang, Cory T. Miller, Gert Cauwenberghs
-Noise Sub-µW/Channel ADC-Direct Neural Recording With 200-mV/ms Transient Recovery Through Predictive Digital Autoranging. IEEE J. Solid State Circuits 53 (11) (2018)
Surabhi Kalyan, Siddharth Joshi, Sadique Sheik, Bruno U. Pedroni, Gert Cauwcnbcrghs
Unsupervised Synaptic Pruning Strategies for Restricted Boltzmann Machines. BioCAS (2018)
Chul Kim, Siddharth Joshi, Hristos Courellis, Jun Wang, Cory T. Miller, Gert Cauwenberghs
A 92dB dynamic range sub-μVrms-noise 0.8μW/ch neural-recording ADC array with predictive digital autoranging. ISSCC (2018)
Siddharth Joshi, Chul Kim, Sohmyung Ha, Yu Mike Chi, Gert Cauwenberghs
21.7 2pJ/MAC 14b 8×8 linear transform mixed-signal spatial filter in 65nm CMOS with 84dB interference suppression. ISSCC (2017)
Jongkil Park, Theodore Yu, Siddharth Joshi, Christoph Maier, Gert Cauwenberghs
Hierarchical Address Event Routing for Reconfigurable Large-Scale Neuromorphic Systems. IEEE Trans. Neural Networks Learn. Syst. 28 (10) (2017)
Said Hamdioui, Shahar Kvatinsky, Gert Cauwenberghs, Lei Xie, Nimrod Wald, Siddharth Joshi, Hesham Mostafa Elsayed, Henk Corporaal, Koen Bertels
Memristor for computing: Myth or reality? DATE (2017)
Siddharth Joshi, Chul Kim, Sohmyung Ha, Gert Cauwenberghs
From algorithms to devices: Enabling machine learning through ultra-low-power VLSI mixed-signal array processing. CICC (2017)
Siddharth Joshi, Bruno U. Pedroni, Gert Cauwenberghs
Neuromorphic event-driven multi-scale synaptic connectivity and plasticity. ACSSC (2017)
Chul Kim, Siddharth Joshi, Chris M. Thomas, Sohmyung Ha, Lawrence E. Larson, Gert Cauwenberghs
A 1.3 mW 48 MHz 4 Channel MIMO Baseband Receiver With 65 dB Harmonic Rejection and 48.5 dB Spatial Signal Separation. IEEE J. Solid State Circuits 51 (4) (2016)
Sukru Burc Eryilmaz, Emre Neftci, Siddharth Joshi, SangBum Kim, Matthew BrightSky, Hsiang-Lan Lung, Chung Lam, Gert Cauwenberghs, H.-S. Philip Wong
Training a Probabilistic Graphical Model with Resistive Switching Electronic Synapses. CoRR (2016)
Bruno U. Pedroni, Sadique Sheik, Siddharth Joshi, Georgios Detorakis, Somnath Paul, Charles Augustine, Emre Neftci, Gert Cauwenberghs
Forward Table-Based Presynaptic Event-Triggered Spike-Timing-Dependent Plasticity. CoRR (2016)
Siddharth Joshi, Chul Kim, Gert Cauwenberghs
A 6.5-µW/MHz Charge Buffer With 7-fF Input Capacitance in 65-nm CMOS for Noncontact Electropotential Sensing. IEEE Trans. Circuits Syst. II Express Briefs (12) (2016)
Sukru Burc Eryilmaz, Siddharth Joshi, Emre Neftci, Weier Wan, Gert Cauwenberghs, H.-S. Philip Wong
Neuromorphic architectures with electronic synapses. ISQED (2016)
Sohmyung Ha, Chul Kim, Jongkil Park, Siddharth Joshi, Gert Cauwenberghs
Energy Recycling Telemetry IC With Simultaneous 11.5 mW Power and 6.78 Mb/s Backward Data Delivery Over a Single 13.56 MHz Inductive Link. IEEE J. Solid State Circuits 51 (11) (2016)
Bruno U. Pedroni, Sadique Sheik, Siddharth Joshi, Georgios Detorakis, Somnath Paul, Charles Augustine, Emre Neftci, Gert Cauwenberghs
Forward table-based presynaptic event-triggered spike-timing-dependent plasticity. BioCAS (2016)
Siddharth Joshi, Chul Kim, Gert Cauwenberghs
A 6μW/MHz charge buffer with 7fF input capacitance in 65nm CMOS for non-contact electropotential sensing. ISCAS (2016)
Emre Neftci, Bruno U. Pedroni, Siddharth Joshi, Maruan Al-Shedivat, Gert Cauwenberghs
Unsupervised Learning in Synaptic Sampling Machines. CoRR (2015)
Chul Kim, Siddharth Joshi, Chris M. Thomas, Sohmyung Ha, Abraham Akinin, Lawrence E. Larson, Gert Cauwenberghs
A CMOS 4-channel MIMO baseband receiver with 65dB harmonic rejection over 48MHz and 50dB spatial signal separation over 3MHz at 1.3mW. VLSIC (2015)
Jongkil Park, Sohmyung Ha, Chul Kim, Siddharth Joshi, Theodore Yu, Wei Ma, Gert Cauwenberghs
A 12.6 mW 8.3 Mevents/s contrast detection 128×128 imager with 75 dB intra-scene DR asynchronous random-access digital readout. BioCAS (2014)
Chul Kim, Sohmyung Ha, Chris M. Thomas, Siddharth Joshi, Jongkil Park, Lawrence E. Larson, Gert Cauwenberghs
A 7.86 mW +12.5 dBm in-band IIP3 8-to-320 MHz capacitive harmonic rejection mixer in 65nm CMOS. ESSCIRC (2014)
Sohmyung Ha, Chul Kim, Jongkil Park, Siddharth Joshi, Gert Cauwenberghs
Energy-recycling integrated 6.78-Mbps data 6.3-mW power telemetry over a single 13.56-MHz inductive link. VLSIC (2014)
Theodore Yu, Jongkil Park, Siddharth Joshi, Christoph Maier, Gert Cauwenberghs
65k-neuron integrate-and-fire array transceiver with address-event reconfigurable synaptic routing. BioCAS (2012)
Theodore Yu, Jongkil Park, Siddharth Joshi, Christoph Maier, Gert Cauwenberghs
Event-driven neural integration and synchronicity in analog VLSI. EMBC (2012)
Jongkil Park, Theodore Yu, Christoph Maier, Siddharth Joshi, Gert Cauwenberghs
Live demonstration: Hierarchical Address-Event Routing architecture for reconfigurable large scale neuromorphic systems. ISCAS (2012)
Gopal Naik, Siddharth Joshi, K. P. Basavaraj
Fostering inclusive growth through e-Governance Embedded Rural Telecenters (EGERT) in India. Gov. Inf. Q. 29 (Supplement-1) (2012)
Sumedh Attarde, Siddharth Joshi, Yash Deshpande, Sunil Puranik, Sachin B. Patkar
Double Precision Sparse Matrix Vector Multiplication Accelerator on FPGA. PECCS (2011)
A. Selcuk Uluagac, Raheem A. Beyah, Roma Kane, Siddharth Joshi, John A. Copeland
Analysis of Varying AS Path Lengths from the Edge of the Network. ICC (2010)
Vinay B. Y. Kumar, Siddharth Joshi, Sachin B. Patkar, H. Narayanan
FPGA Based High Performance Double-Precision Matrix Multiplication. Int. J. Parallel Program. 38 (3-4) (2010)
Gopal Naik, Siddharth Joshi, K. P. Basavaraj
Market creation and poverty alleviation through telecenters. ICEGOV (2010)
Siddharth Joshi, Stephen P. Boyd
Sensor Selection via Convex Optimization. IEEE Trans. Signal Process. 57 (2) (2009)
Vinay B. Y. Kumar, Siddharth Joshi, Sachin B. Patkar, H. Narayanan
FPGA Based High Performance Double-Precision Matrix Multiplication. VLSI Design (2009)
Siddharth Joshi, Stephen P. Boyd
An Efficient Method for Large-Scale Gate Sizing. IEEE Trans. Circuits Syst. I Regul. Pap. (9) (2008)
Berna Erol, Kathrin Berkner, Siddharth Joshi
Multimedia Clip Generation From Documents for Browsing on Mobile Devices. IEEE Trans. Multim. 10 (5) (2008)
Berna Erol, Kathrin Berkner, Siddharth Joshi, Jonathan J. Hull
Computing a Multimedia Representation for Documents Given Time and Display Constraints. ICME (2006)
Berna Erol, Kathrin Berkner, Siddharth Joshi
Multimedia thumbnails for documents. ACM Multimedia (2006)
Berna Erol, Kathrin Berkner, Siddharth Joshi
Multimedia thumbnails for documents: implementation and demonstration. ACM Multimedia (2006)

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Publication Activity (10 Years)

Top Topics

Top Venues

Siddharth Joshi