SAGE: Mitigating Long-Horizon Reasoning Biases via Topological Guidance
SAGE uses algebraic and hyperbolic guidance to reduce long-horizon LLM reasoning biases, with up to an 8-fold gain.
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SAGE uses algebraic and hyperbolic guidance to reduce long-horizon LLM reasoning biases, with up to an 8-fold gain.

ICLR 2027 received roughly 50,000 abstracts before its deadline, far above ICLR 2026's 19,500 valid submissions, straining peer review.
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