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researcher

S. Toyer

15 papers hereh-index 101.7k citations19 works total

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

author position
  • first author2
  • middle author9
  • last author2

Across the 13 of 15 papers where every author was matched, so the position is known.

fields
  • cs.LG10
  • cs.CL2
  • cs.AI1
  • cs.CR1
  • cs.CV1

identity via Semantic Scholar / OpenAlex

activity
20182026
most citedVariational Discriminator Bottleneck: Improving Imitation Learning, Inverse RL, and GANs by Constraining Information Flow

143 citations · 213 across the 15 of their papers we have counts for

collaborators
Showing 2024Show all

3 papers · 1 filter

cs.CV2024

Human Action Anticipation: A Survey

Bolin Lai, Sam Toyer, Tushar Nagarajan +7

Predicting future human behavior is an increasingly popular topic in computer vision, driven by the interest in applications such as autonomous vehicles, digital assistants and hum…

cs.LG2024

Exploring and Addressing Reward Confusion in Offline Preference Learning

Xin Chen, Sam Toyer, Florian Shkurti

Spurious correlations in a reward model's training data can prevent Reinforcement Learning from Human Feedback (RLHF) from identifying the desired goal and induce unwanted behavior…

cs.LG2024★ 5 cited

A StrongREJECT for Empty Jailbreaks

Alexandra Souly, Qingyuan Lu, Dillon Bowen +8

Most jailbreak papers claim the jailbreaks they propose are highly effective, often boasting near-100% attack success rates. However, it is perhaps more common than not for jailbre…

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