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Emily McMilin

2 accepted papers

2026

Toward Training Superintelligent Software Agents through Self-Play SWE-RL

ICML 2026poster

While current software agents powered by large language models (LLMs) and reinforcement learning (RL) can boost programmer productivity, their reliance on human-curated training data and environments creates a fundamental barrier to superintelligence. In this paper, we present Self-play SWE-RL (SSR)…

Cited by 0SourceScholar
2024

Underspecification in Language Modeling Tasks: A Causality-Informed Study of Gendered Pronoun Resolution

AAAI 2024technical

Modern language modeling tasks are often underspecified: for a given token prediction, many words may satisfy the user’s intent of producing natural language at inference time, however only one word will minimize the task’s loss function at training time. We introduce a simple causal mechanism to de…