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P. Jayaraman

13 papers hereh-index 191.5k citations47 works total

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

author position
  • middle author8
  • last author4

Across the 12 of 13 papers where every author was matched, so the position is known.

fields
  • cs.CV6
  • cs.LG4
  • cs.AI1
  • cs.CE1
  • cs.GR1
same name
  • P. Jayaraman — 3 papers, h 40
  • P. Jayaraman — 3 papers, h 6

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
20242026
collaborators
Showing cs.LGShow all

4 papers · 1 filter

cs.LG2026

Draw it like Euclid: Teaching transformer models to generate CAD profiles using ruler and compass construction steps

Siyi Li, Joseph G. Lambourne, Longfei Zhang +2

We introduce a new method of generating Computer Aided Design (CAD) profiles via a sequence of simple geometric constructions including curve offsetting, rotations and intersection…

cs.LG2025

MechaFormer: Sequence Learning for Kinematic Mechanism Design Automation

Diana Bolanos, Mohammadmehdi Ataei, Pradeep Kumar Jayaraman

Designing mechanical mechanisms to trace specific paths is a classic yet notoriously difficult engineering problem, characterized by a vast and complex search space of discrete top…

cs.LG2025

Aligning Constraint Generation with Design Intent in Parametric CAD

Evan Casey, Tianyu Zhang, Shu Ishida +6

We adapt alignment techniques from reasoning LLMs to the task of generating engineering sketch constraints found in computer-aided design (CAD) models. Engineering sketches consist…

cs.LG2025

e-SimFT: Alignment of Generative Models with Simulation Feedback for Pareto-Front Design Exploration

Hyunmin Cheong, Mohammadmehdi Ataei, Amir Hosein Khasahmadi +1

Deep generative models have recently shown success in solving complex engineering design problems where models predict solutions that address the design requirements specified as i…

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