Chandan Singh | chandan singh

Research

year	title	authors	tags	paper	misc
'21	Adaptive wavelet distillation from neural networks through interpretations	ha, singh, et al.	🔎 ml	in prep
'21	imodels: a python package for fitting interpretable models	singh, nasseri, et al.	🔎 ml	joss
'21	Matched sample selection in face datasets via GAN projections	singh, balakrishnan, & perona	ml	arxiv
'21	Revisiting complexity and the bias-variance tradeoff	dwivedi, singh, yu & wainwright	ml	topml workshop
'21	developing reliable clinical decision rules: a case study in identifying blunt abdominal trauma in children	kornblith, singh et al.	📊 🔎 💊	SAEM abstract
'21	Interpretable deep learning for accurate molecular partner prediction in clathrin-mediated endocytosis	singh, li, et al.	📊 🦠	in prep
'20	Curating a COVID-19 data repository and forecasting county-level death counts in the United States	altieri et al.	📊 🦠	hdsr
'20	interpretations are useful: penalizing explanations to align neural networks with prior knowledge	rieger, singh, murdoch & yu	🔎 ml	icml
'20	transformation importance with applications to cosmology	singh, ha, lanusse, boehm, liu & yu	🔎 🌌 ml	iclr workshop (spotlight)
'19	disentangled attribution curves for interpreting random forests and boosted trees	devlin, singh, murdoch & yu	🔎 ml	arxiv
'19	interpretable machine learning: definitions, methods, and applications	Murdoch, Singh, et al.	🔎 ml	pnas
'19	hierarchical interpretations for neural network predictions	Singh, Murdoch, & Yu	🔎 ml	ICLR
'18	large scale image segmentation with structured loss based deep learning for connectome reconstruction	Funke, Tschopp, et al.	ml 🧠	TPAMI
'18	linearization of excitatory synaptic integration at no extra cost	Morel, Singh, & Levy	🧠	J Comp Neuro
'17	a consensus layer V pyramidal neuron can sustain interpulse-interval coding	Singh & Levy	🧠	Plos One
'17	a constrained, weighted-l1 minimization approach for joint discovery of heterogeneous neural connectivity graphs	Singh, Wang, & Qi	ml 🧠	neurips Workshop	,