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researcher

Amit Roth

6 papers hereh-index 448 citations6 works total

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

author position
  • first author3
  • middle author3

Across the 6 of 6 papers where every author was matched, so the position is known.

fields
  • cs.CL3
  • cs.AI1
  • cs.LG1
  • cs.SD1

identity via Semantic Scholar / OpenAlex

activity
20242026
collaborators
Showing 2026Show all

2 papers · 1 filter

cs.AI2026

Hack-Verifiable Terminal Bench: Evaluating Reward Hacking in Terminal Tasks

Amit Roth, Ivan Bercovich, Yonathan Efroni

As agents grow more capable and autonomous, their tendency to reward hack, satisfying a task's checks while violating its intent, becomes an increasingly important failure mode. Me…

cs.LG2026

Hack-Verifiable Environments: Towards Evaluating Reward Hacking at Scale

Amit Roth, Ankur Samanta, Matan Halevy +2

Aligning autonomous agents with human intent remains a central challenge in modern AI. A key manifestation of this challenge is reward hacking, whereby agents appear successful und…

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