Author

Ze-Yu Jia

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Preprint Sep 2026

An Adaptive Heterogeneous Architecture for High-Ratio, High-Throughput Lossless Compression

Modern lossless compression enforces an acute dichotomy: industrial streaming codecs (e.g., Zstandard) prioritize throughput (10 to 1000 MiB/s) at the expense of ratio, while context-mixing algorithms achieve superior density at serial speeds (0.1 to 1 MiB/s). We present GPX, an adaptive multi-tier compression architec...

Ze-Yu Jia · 0 citations

#artificial intelligence Preprint Sep 2026

Port-Hamiltonian Latent Deliberation: Mitigating the Deliberation Drift Cliff in Test-Time Compute Scaling

Test-time compute scaling has emerged as a cornerstone of advanced machine reasoning, yet performing iterative deliberation directly within continuous latent representation spaces reveals a catastrophic pathology: the Deliberation Drift Cliff. While unconstrained recurrent latent models achieve initial reasoning gains...

Ze-Yu Jia · 0 citations

#machine learning Preprint Sep 2026

Beyond Embedding Transfer: Component Roles in Grokking Transfer and Stability

These results establish a component-level dissociation between transfer acceleration and trajectory stability, and expose the empirical boundaries of parameter shielding.

Ze-Yu Jia · 0 citations