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Yanfang Liu

3 accepted papers

2026

AnalogVerifier: A Neuro-Symbolic Framework for Analog Circuit Verification

ICML 2026poster

Analog circuits constitute the indispensable interface between physical reality and digital computation, underpinning safety-critical systems from autonomous driving to medical implants. Consequently, verification correctness is paramount; yet, it remains the critical bottleneck in hardware design, …

Cited by 0SourceScholar
2026

DTKG: Dual-Track Knowledge Graph-Verified Reasoning Framework for Multi-Hop QA

ICML 2026poster

Multi-hop reasoning for question answering (QA) plays a critical role in retrieval-augmented generation (RAG) for large language models (LLMs). Based on inherent relation-dependency and reasoning patterns, it is categorized into parallel fact-verification (simultaneously verifying independent sub-qu…

Cited by 0SourceScholar
2026

RGMem: Renormalization Group–inspired Memory Evolution for Language Agents

ICML 2026poster

Personalized and continuous interactions are critical for LLM-based conversational agents, yet finite context windows and static parametric memory hinder the modeling of long-term, cross-session user states. Existing approaches, including retrieval-augmented generation and explicit memory systems, p…

Cited by 0SourceScholar