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researcher

M. P. Kumar

19 papers hereh-index 345.4k citations80 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • middle author2
  • last author17

Across the 19 of 19 papers where every author was matched, so the position is known.

fields
  • cs.LG13
  • cs.CV5
  • stat.ML1
same name
  • M. P. Kumar — 2 papers
  • M. P. Kumar — 1 paper

Either other researchers who publish under this name, or the same person where the external sources have not merged their records.

identity via Semantic Scholar / OpenAlex

activity
20172022
most citedImproved Branch and Bound for Neural Network Verification via Lagrangian Decomposition

16 citations · 32 across the 9 of their papers we have counts for

collaborators
Showing 2020Show all

3 papers · 1 filter

cs.CV2020

Weakly Supervised Instance Segmentation by Learning Annotation Consistent Instances

Aditya Arun, C. V. Jawahar, M. Pawan Kumar

Recent approaches for weakly supervised instance segmentations depend on two components: (i) a pseudo label generation model that provides instances which are consistent with a giv…

cs.LG2020

Hybrid Models for Learning to Branch

Prateek Gupta, Maxime Gasse, Elias B. Khalil +3

A recent Graph Neural Network (GNN) approach for learning to branch has been shown to successfully reduce the running time of branch-and-bound algorithms for Mixed Integer Linear P…

cs.LG2020

Lagrangian Decomposition for Neural Network Verification

Rudy Bunel, Alessandro De Palma, Alban Desmaison +4

A fundamental component of neural network verification is the computation of bounds on the values their outputs can take. Previous methods have either used off-the-shelf solvers, d…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.