1 citations · 1 across the 12 of their papers we have counts for
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Repair Changes Which Layers to Remove: Exact Optima for Depth Pruning of Language Models
Jianchang Su, Dawei Xiang, Yifan Zhang +1
Depth pruning removes entire transformer layers to make large language models faster, and recent methods recover quality by replacing the removed layers with a training-free linear…
Stronger Judges Do Not See More: Deployment-Integrity Blindness in LLM Evaluation
Jianchang Su, Dawei Xiang, Yifan Zhang +1
LLM-agent evaluation reports behavioral scores but leaves the identity of the deployed runtime stack unreported. A tampered deployment that preserves evaluated outputs passes every…
HBFSim: Fast and Faithful Simulation of High-Bandwidth Flash Under Real GPU Execution
Yanpeng Hu, Yiwei Yang, Yuanwu Zhu +3
High-Bandwidth Flash (HBF) places high-capacity NAND beside HBM to relieve the memory-capacity bottleneck of LLM inference, yet its system-level behavior cannot be evaluated before…
When Can Agents Safely Checkpoint, Fork, Restore, and Merge? Exact Checking for Execution Edits
Yusheng Zheng, Xiaoyu Song, Yanpeng Hu +3
Agent runtimes can Checkpoint an execution, Fork it, Restore a checkpoint, or Merge branches without restarting a task. We call these operations execution edits, with Checkpoint re…
Characterizing and Bridging the Diagnostic Gap in eBPF Verifier Rejections
Yusheng Zheng, Zhengjie Ji, Weichen Tao +5
eBPF lets developers run custom programs inside the Linux kernel, where a verifier proves each program safe. However, when the verifier rejects a program, the unclear error makes r…
MarginGate: Sparse Margin-Triggered Verification for Batch-Invariant LLM Inference
Kexin Chu, Yang Zhou, Wei Zhang
Temperature-zero BF16 LLM inference is often treated as reproducible, yet the same request can emit different tokens when decoded alone or inside a larger batch. Existing fixes use…
ACRFence: Preventing Semantic Rollback Attacks in Agent Checkpoint-Restore
Yusheng Zheng, Yiwei Yang, Wei Zhang +1
LLM agent frameworks increasingly offer checkpoint-restore for error recovery and exploration, advising developers to make external tool calls safe to retry. This advice assumes th…