collaborators

5 papers

cs.LG2026

When Does Forecasting Reveal Temporal Structure? A Stability Analysis of Time-Series Structural Selection

Qipeng Qian, Yuntao Qian

Forecast accuracy is often used as a proxy for temporal structure discovery, but predictive performance and structural identifiability are not equivalent. Different temporal mechan…

quant-ph2026

Information-Calibrated Quantum Diffusion: Aligning Forward Noise with Reverse Recoverability

Qipeng Qian, Yuntao Qian

Quantum diffusion models typically parameterize forward corruption by raw channel strength, even though this parameter does not directly quantify how much ensemble information is e…

quant-ph2026

Channel-Constrained Information Scheduling for Quantum Diffusion

Qipeng Qian, Yuntao Qian

Information-based diffusion schedules organize the reverse problem by prescribing how much source information remains after each forward step. For mixed-state quantum diffusion, de…

cs.IT2026

Hulls and sums of separable constacyclic codes over and new quantum codes

Yu Qian, Yu Wang, Liqi Wang

We establish the generator polynomials of the Euclidean and Hermitian duals of separable constacyclic codes over , w…

cs.IT2026

Covert Block-Activity Information Transmission over Thermal-Loss Bosonic Channels: Latency--Payload Limits and Finite-Key Achievability

Qipeng Qian, Yuntao Qian

We study covert block-activity information transmission over a thermal-loss bosonic channel, where messages are encoded in weight-constrained activity patterns that Bob must recove…