Neural Codecs

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Residual Modeling for High-Fidelity Learned Compression of Scientific Data

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NTILC: Neural Tool Invocation via Learned Compression

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Learning What to Remember: Observability-Safe Memory Retention via Constrained Optimization for Long-Horizon Language Agents

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Support sufficiency as action-sufficient compression: a single-cycle rate-regret formulation

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Shared Semantics, Divergent Mechanisms: Unsupervised Feature Discovery by Aligning Semantics and Mechanisms

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