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researcher

O. Pietquin

82 papers hereh-index 5113.1k citations270 works total

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

author position
  • middle author46
  • last author33

Across the 79 of 82 papers where every author was matched, so the position is known.

fields
  • cs.LG47
  • cs.AI7
  • cs.CL7
  • cs.GT6
  • cs.MA3
  • cs.SD3

identity via Semantic Scholar / OpenAlex

activity
20142026
most citedNoisy Networks for Exploration

570 citations · 2.6k across the 75 of their papers we have counts for

collaborators
Showing 2024 · cs.LGShow all

3 papers · 2 filters

cs.LG2024

Averaging log-likelihoods in direct alignment

Nathan Grinsztajn, Yannis Flet-Berliac, Mohammad Gheshlaghi Azar +8

To better align Large Language Models (LLMs) with human judgment, Reinforcement Learning from Human Feedback (RLHF) learns a reward model and then optimizes it using regularized RL…

cs.LG2024

Contrastive Policy Gradient: Aligning LLMs on sequence-level scores in a supervised-friendly fashion

Yannis Flet-Berliac, Nathan Grinsztajn, Florian Strub +8

Reinforcement Learning (RL) has been used to finetune Large Language Models (LLMs) using a reward model trained from preference data, to better align with human judgment. The recen…

cs.LG2024★ 3 cited

MusicRL: Aligning Music Generation to Human Preferences

Geoffrey Cideron, Sertan Girgin, Mauro Verzetti +11

We propose MusicRL, the first music generation system finetuned from human feedback. Appreciation of text-to-music models is particularly subjective since the concept of musicality…

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