ST
Sam Toyer
cs.LGcs.AIcs.CLcs.CRcs.CVcs.CYstat.ML
On Valency
published · living versionsW_aevsngy8·v1 · currentpublished
Trading Inference-Time Compute for Adversarial Robustness
with Wojciech Zaremba, Evgenia Nitishinskaya, Boaz Barak, Stephanie Lin +6
1 version
Preprints & journals
17 papers in the corpus · 2017–2026GPT-Red: Automated Red Teaming via Self-Play at Scale2607.26115v1 · Eric Wallace, Christopher A. Choquette-Choo, Nikhil Kandpal et al.2026 · 0 citationsarXiv
OpenAI GPT-5 System Card2601.03267v2 · Aaditya Singh, Adam Fry, Adam Perelman et al.2025 · 18 citationsarXiv
OpenAI o1 System Card2412.16720v2 · OpenAI: Aaron Jaech, Adam Kalai, Adam Lerer et al.2024 · 44 citationsarXiv
IH-Challenge: A Training Dataset to Improve Instruction Hierarchy on Frontier LLMs2603.10521v1 · Chuan Guo, Juan Felipe Ceron Uribe, Sicheng Zhu et al.2026 · 0 citationsarXiv
Trading Inference-Time Compute for Adversarial Robustness2501.18841v1 · Wojciech Zaremba, Evgenia Nitishinskaya, Boaz Barak et al.2025 · 0 citationsarXivon Valency
Deliberative Alignment: Reasoning Enables Safer Language Models2412.16339v2 · Melody Y. Guan, Manas Joglekar, Eric Wallace et al.2024 · 34 citationsarXivon Valency
Human Action Anticipation: A Survey2410.14045v1 · Bolin Lai, Sam Toyer, Tushar Nagarajan et al.2024 · 0 citationsarXiv
A StrongREJECT for Empty Jailbreaks2402.10260v2 · Alexandra Souly, Qingyuan Lu, Dillon Bowen et al.2024 · 23 citationsarXiv
Tensor Trust: Interpretable Prompt Injection Attacks from an Online Game2311.01011v1 · Sam Toyer, Olivia Watkins, Ethan Adrian Mendes et al.2023 · 8 citationsarXiv
imitation: Clean Imitation Learning Implementations2211.11972v1 · Adam Gleave, Mohammad Taufeeque, Juan Rocamonde et al.2022 · 9 citationsarXiv
An Empirical Investigation of Representation Learning for Imitation2205.07886v1 · Xin Chen, Sam Toyer, Cody Wild et al.2022 · 7 citationsarXiv
A Primer on Maximum Causal Entropy Inverse Reinforcement Learning2203.11409v1 · Adam Gleave, Sam Toyer2022 · 2 citationsarXiv
DERAIL: Diagnostic Environments for Reward And Imitation Learning2012.01365v1 · Pedro Freire, Adam Gleave, Sam Toyer et al.2020 · 1 citationarXiv
The MAGICAL Benchmark for Robust Imitation2011.00401v1 · Sam Toyer, Rohin Shah, Andrew Critch et al.2020 · 7 citationsarXiv
Variational Discriminator Bottleneck: Improving Imitation Learning, Inverse RL, and GANs by Constraining Information Flow1810.00821v4 · Xue Bin Peng, Angjoo Kanazawa, Sam Toyer et al.2018 · 153 citationsarXiv
Action Schema Networks: Generalised Policies with Deep Learning1709.04271v2 · Sam Toyer, Felipe Trevizan, Sylvie Thi'ebaux et al.2017 · 73 citationsarXiv
Human Pose Forecasting via Deep Markov Models1707.09240v2 · Sam Toyer, Anoop Cherian, Tengda Han et al.2017 · 45 citationsarXiv
Career total: 24 works. 17 are in this corpus.
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