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researcher

Dominique C. Perrault-Joncas

14 papers hereh-index 6273 citations25 works total

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

author position
  • first author1
  • middle author11
  • last author1

Across the 13 of 14 papers where every author was matched, so the position is known.

fields
  • cs.LG6
  • econ.TH2
  • stat.ME2
  • cs.AI1
  • cs.MA1
  • stat.AP1

identity via Semantic Scholar / OpenAlex

activity
20142026
most citedEstimating Vector Fields on Manifolds and the Embedding of Directed Graphs

5 citations · 5 across the 13 of their papers we have counts for

collaborators
Showing 2025 · cs.LGShow all

3 papers · 2 filters

cs.LG2025

BRIDGE: Building Representations In Domain Guided Program Synthesis

Robert Joseph George, Carson Eisenach, Udaya Ghai +3

Large language models can generate plausible code, but remain brittle for formal verification in proof assistants such as Lean. A central scalability challenge is that verified syn…

cs.LG2025

Structure-Informed Deep Reinforcement Learning for Inventory Management

Alvaro Maggiar, Sohrab Andaz, Akhil Bagaria +4

This paper investigates the application of Deep Reinforcement Learning (DRL) to classical inventory management problems, with a focus on practical implementation considerations. We…

cs.LG2025

C2-DPO: Constrained Controlled Direct Preference Optimization

Kavosh Asadi, Julien Han, Idan Pipano +5

Direct preference optimization (\texttt{DPO}) has emerged as a promising approach for solving the alignment problem in AI. In this paper, we make two counter-intuitive observations…

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