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cs.CL2026
EMBER: Efficient Memory via Budgeted Evidence Retention for Long-Horizon Agents
Yilong Li, Suman Banerjee, Tong Che
Long-horizon agents can archive large histories, but future answers still incur retrieval, rereading, and context costs. When retained memory misses answer-relevant evidence, the s…
cs.CL2026
Cast a Wider Net: Coordinated Pass@K Policy Optimization for Code Reasoning
Yilong Li, Suman Banerjee, Tong Che
Repeated sampling with a verifier is the standard way to allocate test-time compute for code generation, with pass@ as the canonical metric. Yet the standard policy class draws…