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Haohua Li

Publications and source records attributed to Haohua Li.

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FORESIGHT-9: Prospective and Process-Aware Evaluation of Adaptive Trading Agents

Retrospective backtests provide a limited test of adaptive trading agents: they cannot rule out historical contamination, expose sensitivity to a single realized market path, or reveal internal degeneration during long-horizon adaptation. We introduce FORESIGHT-9, a prospective and process-aware benchmark built from nine auditable counterfactual stress worldlines branching from a common July 2026 information boundary. Each worldline specifies staged macro-financial events and joint multi-asset anchors; a deterministic generator realizes the trajectories, while observations are disclosed according to in-world time. A common contract standardizes observations and execution while preserving each agent's native adaptation loop. We evaluate two adaptive trading-agent frameworks with two foundation-model backbones across 36 long-horizon runs. Agent rankings vary substantially across worldlines and backbones, and a fixed equal-weight policy outperforms 31 of 36 runs. Process telemetry exposes failures that terminal returns conceal: in one high-return run, the live factor library collapsed while executed holdings converged to the equal-weight fallback, even though decision records continued to report an active factor ensemble. FORESIGHT-9 therefore evaluates not only portfolio outcomes, but whether adaptive agent state and execution remain coherent across alternative futures. We release the worldlines, trajectories, audit traces, and regeneration scripts.

cs.AI

QuanShield: Protecting against Side-Channels Attacks using Self-Destructing Enclaves

Trusted Execution Environments (TEEs) allow user processes to create enclaves that protect security-sensitive computation against access from the OS kernel and the hypervisor. Recent work has shown that TEEs are vulnerable to side-channel attacks that allow an adversary to learn secrets shielded in enclaves. The majority of such attacks trigger exceptions or interrupts to trace the control or data flow of enclave execution. We propose QuanShield, a system that protects enclaves from side-channel attacks that interrupt enclave execution. The main idea behind QuanShield is to strengthen resource isolation by creating an interrupt-free environment on a dedicated CPU core for running enclaves in which enclaves terminate when interrupts occur. QuanShield avoids interrupts by exploiting the tickless scheduling mode supported by recent OS kernels. QuanShield then uses the save area (SA) of the enclave, which is used by the hardware to support interrupt handling, as a second stack. Through an LLVM-based compiler pass, QuanShield modifies enclave instructions to store/load memory references, such as function frame base addresses, to/from the SA. When an interrupt occurs, the hardware overwrites the data in the SA with CPU state, thus ensuring that enclave execution fails. Our evaluation shows that QuanShield significantly raises the bar for interrupt-based attacks with practical overhead.

cs.CR

Adjustment of electric field intensity by dielectric metamolecule hybridization model

In this paper, we report on achieving hybridization effect in a Mie-based dielectric metamolecule and provide their physically intuitive picture. The hybridization results in the splitting of the initial overlapping resonance dips, thus leading to two new collective resonance modes. It can be observed via the displacement electric field distribution that the two modes behave as the in-phase and out-of-phase oscillation of two meta-atoms, thus enhancing and diminishing the intensity of electric field at the gap between two meta-atoms. Moreover, since the two hybridized modes are caused by the interaction effect, the enhancement amplitude can be adjusted by several coupling factors, like gap distances and spot positions. Taking advantage of the two collective modes of the dielectric metamolecule, certain locations in the metamolecule can be applied as heating zones in microwave band and signal amplifier or shielding zones in communication fields.

physics.app-ph