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Pranav Bhandari

ACL 2026OSDI 2026可解释性效率与系统评测与基准
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一作贡献30
核心/参与9
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1 一作 · 2 篇 · ACL 2026 / OSDI 2026

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2026 顶会论文

2
作者位次 #4/5OSDI 2026Oral· Operating Systems & Distributed Systems

Learning-Augmented Heuristics: Simple Yet Smart, Robust and Interpretable Cache Eviction

Haocheng Xia · William Nixon · Bintang Dwi Marthen · Pranav Bhandari · Juncheng Yang

摘要

Caching is widely used across the system stack to improve performance and efficiency, with eviction algorithms at its core. Existing cache eviction policies fall into two broad categories: static heuristics (e.g., 2Q, S3-FIFO) and smart algorithms (e.g., ARC, LRB). Smart caches can adapt to workl...

可解释性效率与系统评测与基准OpenReview
一作ACL 2026Findings· Findings of ACL

Do Personality Traits Interfere? Geometric Limitations of Steering in Large Language Models

Pranav Bhandari · Usman Naseem · Mehwish Nasim

摘要

Personality steering in large language models (LLMs) commonly relies on injecting trait-specific steering vectors, implicitly assuming that personality traits can be controlled independently. In this work, we examine whether this assumption holds by analysing the geometric relationships between B...

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