Dharmendra S. Modha

Affiliations:
  • IBM Research Almaden, San Jose, CA, USA


According to our database1, Dharmendra S. Modha authored at least 72 papers between 1994 and 2024.

Collaborative distances:

Awards

IEEE Fellow

IEEE Fellow 2011, "For contributions to cognitive computing and caching algorithms".

Timeline

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Bibliography

2024

2023
Efficient and Effective Methods for Mixed Precision Neural Network Quantization for Faster, Energy-efficient Inference.
CoRR, 2023


2020
Learned Step Size quantization.
Proceedings of the 8th International Conference on Learning Representations, 2020

2019
TrueNorth: Accelerating From Zero to 64 Million Neurons in 10 Years.
Computer, 2019

Discovering Low-Precision Networks Close to Full-Precision Networks for Efficient Inference.
Proceedings of the Fifth Workshop on Energy Efficient Machine Learning and Cognitive Computing, 2019

2018
Low Precision Policy Distillation with Application to Low-Power, Real-time Sensation-Cognition-Action Loop with Neuromorphic Computing.
CoRR, 2018

Discovering Low-Precision Networks Close to Full-Precision Networks for Efficient Embedded Inference.
CoRR, 2018

2017
Always-On Speech Recognition Using TrueNorth, a Reconfigurable, Neurosynaptic Processor.
IEEE Trans. Computers, 2017

A Low Power, Fully Event-Based Gesture Recognition System.
Proceedings of the 2017 IEEE Conference on Computer Vision and Pattern Recognition, 2017

2016
Mapping Generative Models onto a Network of Digital Spiking Neurons.
IEEE Trans. Biomed. Circuits Syst., 2016

Convolutional networks for fast, energy-efficient neuromorphic computing.
Proc. Natl. Acad. Sci. USA, 2016

Deep neural networks are robust to weight binarization and other non-linear distortions.
CoRR, 2016

Structured Convolution Matrices for Energy-efficient Deep learning.
CoRR, 2016


Real-time sensory information processing using the TrueNorth Neurosynaptic System.
Proceedings of the IEEE International Symposium on Circuits and Systems, 2016

LATTE: Low-power Audio Transform with TrueNorth Ecosystem.
Proceedings of the 2016 International Joint Conference on Neural Networks, 2016

2015
TrueNorth: Design and Tool Flow of a 65 mW 1 Million Neuron Programmable Neurosynaptic Chip.
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2015

Visual saliency on networks of neurosynaptic cores.
IBM J. Res. Dev., 2015

Mapping Generative Models onto Networks of Digital Spiking Neurons.
CoRR, 2015

Backpropagation for Energy-Efficient Neuromorphic Computing.
Proceedings of the Advances in Neural Information Processing Systems 28: Annual Conference on Neural Information Processing Systems 2015, 2015

Gibbs sampling with low-power spiking digital neurons.
Proceedings of the 2015 IEEE International Symposium on Circuits and Systems, 2015

Brain-Inspired Computing.
Proceedings of the 2015 International Conference on Parallel Architectures and Compilation, 2015

2014

2013
Nanoscale electronic synapses using phase change devices.
ACM J. Emerg. Technol. Comput. Syst., 2013


Cognitive computing building block: A versatile and efficient digital neuron model for neurosynaptic cores.
Proceedings of the 2013 International Joint Conference on Neural Networks, 2013

Cognitive computing programming paradigm: A Corelet Language for composing networks of neurosynaptic cores.
Proceedings of the 2013 International Joint Conference on Neural Networks, 2013

SyNAPSE: Jun Sawada.
Proceedings of the 13th International Conference on Application of Concurrency to System Design, 2013

2012
Optimal Lempel-Ziv based lossy compression for memoryless data: how to make the right mistakes
CoRR, 2012

Compass: a scalable simulator for an architecture for cognitive computing.
Proceedings of the SC Conference on High Performance Computing Networking, 2012

Building block of a programmable neuromorphic substrate: A digital neurosynaptic core.
Proceedings of the 2012 International Joint Conference on Neural Networks (IJCNN), 2012

A Digital Neurosynaptic Core Using Event-Driven QDI Circuits.
Proceedings of the 18th IEEE International Symposium on Asynchronous Circuits and Systems, 2012

2011
Cognitive computing.
Commun. ACM, 2011

A 45nm CMOS neuromorphic chip with a scalable architecture for learning in networks of spiking neurons.
Proceedings of the 2011 IEEE Custom Integrated Circuits Conference, 2011

A digital neurosynaptic core using embedded crossbar memory with 45pJ per spike in 45nm.
Proceedings of the 2011 IEEE Custom Integrated Circuits Conference, 2011

Lossy Lempel-Ziv like compression algorithms for memoryless sources.
Proceedings of the 49th Annual Allerton Conference on Communication, 2011

2010
Binding sparse spatiotemporal patterns in spiking computation.
Proceedings of the International Joint Conference on Neural Networks, 2010

2009
The cat is out of the bag: cortical simulations with 10<sup>9</sup> neurons, 10<sup>13</sup> synapses.
Proceedings of the ACM/IEEE Conference on High Performance Computing, 2009

Think Global, Act Local; Projectome Estimation with BlueMatter.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention, 2009

2007
A Generalized Maximum Entropy Approach to Bregman Co-clustering and Matrix Approximation.
J. Mach. Learn. Res., 2007

Anatomy of a cortical simulator.
Proceedings of the ACM/IEEE Conference on High Performance Networking and Computing, 2007

2006
Adaptive Website Design Using Caching Algorithms.
Proceedings of the Advances in Web Mining and Web Usage Analysis, 2006

Making the Correct Mistakes.
Proceedings of the 2006 Data Compression Conference (DCC 2006), 2006

2005
SARC: Sequential Prefetching in Adaptive Replacement Cache.
Proceedings of the 2005 USENIX Annual Technical Conference, 2005

WOW: Wise Ordering for Writes - Combining Spatial and Temporal Locality in Non-Volatile Caches.
Proceedings of the FAST '05 Conference on File and Storage Technologies, 2005

2004
Outperforming LRU with an Adaptive Replacement Cache Algorithm.
Computer, 2004

Fully automatic cross-associations.
Proceedings of the Tenth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2004

Finite-state rate-distortion for individual sequences.
Proceedings of the 2004 IEEE International Symposium on Information Theory, 2004

CAR: Clock with Adaptive Replacement.
Proceedings of the FAST '04 Conference on File and Storage Technologies, March 31, 2004

2003
One Up on LRU.
login Usenix Mag., 2003

Feature Weighting in <i>k</i>-Means Clustering.
Mach. Learn., 2003

CacheCOW: providing QoS for storage system caches.
Proceedings of the International Conference on Measurements and Modeling of Computer Systems, 2003

Information-theoretic co-clustering.
Proceedings of the Ninth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, Washington, DC, USA, August 24, 2003

CacheCOW: QoS for Storage System Caches.
Proceedings of the Quality of Service, 2003

ARC: A Self-Tuning, Low Overhead Replacement Cache.
Proceedings of the FAST '03 Conference on File and Storage Technologies, March 31, 2003

Codelet Parsing: Quadratic-time, Sequential, Adaptive Algorithms for Lossy Compression.
Proceedings of the 2003 Data Compression Conference (DCC 2003), 2003

2002
Links between complexity theory and constrained block coding.
IEEE Trans. Inf. Theory, 2002

Class visualization of high-dimensional data with applications.
Comput. Stat. Data Anal., 2002

2001
Concept Decompositions for Large Sparse Text Data Using Clustering.
Mach. Learn., 2001

Art of constructing low-complexity encoders/decoders for constrained block codes.
IEEE J. Sel. Areas Commun., 2001

Maximum transition run codes for generalized partial response channels.
IEEE J. Sel. Areas Commun., 2001

Designing LDPC codes using bit-filling.
Proceedings of the IEEE International Conference on Communications, 2001

Extended bit-filling and LDPC code design.
Proceedings of the Global Telecommunications Conference, 2001

2000
Reversible arithmetic coding for quantum data compression.
IEEE Trans. Inf. Theory, 2000

Clustering hypertext with applications to web searching.
Proceedings of the HYPERTEXT 2000, Proceedings of the 11th ACM Conference on Hypertext and Hypermedia, May 30, 2000

1999
A Data-Clustering Algorithm on Distributed Memory Multiprocessors.
Proceedings of the Large-Scale Parallel Data Mining, 1999

1998
Memory-Universal Prediction of Stationary Random Processes.
IEEE Trans. Inf. Theory, 1998

Prequential and Cross-Validated Regression Estimation.
Mach. Learn., 1998

1996
Minimum complexity regression estimation with weakly dependent observations.
IEEE Trans. Inf. Theory, 1996

Rate of Convergence in Density Estimation Using Neural Networks.
Neural Comput., 1996

1994
A learning law for density estimation.
IEEE Trans. Neural Networks, 1994


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