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TasmScan is presented, the first bytecode-level static analysis framework for TVM that enables cross-continuation data flow reasoning without requiring source code and ablation confirms that savelist propagation is essential for resolving indirect register calls that depend on cross-continuation register passing.
Across ResNet12 and Conv64 in 5-way 1-shot and 5-shot evaluation, SAMPLESELECT gives the best OOD accuracy among the compared methods and improves the matched full-representation control by 4.90-8.38 percentage points.
Autonomous post-exploitation capabilities can be dramatically amplified without model fine-tuning, as deterministic enumeration wrappers and agent scaffolding fundamentally reshuffle frontier LLM offensive rankings across 531 executable environments.
Because the EVM never validates emitted logs against actual execution state, off-chain bridges and wallets are systematically vulnerable to phantom transactions even when contract code passes traditional logic audits.
Cross-model KV sharing can boost accuracy and cut prefill costs dramatically, challenging the notion that KV states are strictly model-local.
TrapHunter uncovers hidden malicious pathways in token contracts that masquerade as compliant, achieving remarkable detection rates against sophisticated traps.
