mlsanityData to 14 Oct 2026

PulseCX: Breaking the Closed-World Assumption in Real-Time CX

arXiv 2606.21124 ↗First posted 19 Jun 2026cs.AI cs.IRcited by 0

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Abstract (arXiv)

Conversational AI agents in Customer Experience (CX) typically suffer from a Closed-World Constraint, ignoring high-velocity external shifts like viral trends or outages. Ad-hoc web search attempts to bridge this gap but often introduce prohibitive latency and context poisoning. We introduce PulseCX, a framework that decouples knowledge acquisition from consumption. Adopting a structure-first paradigm, PulseCX employs an asynchronous agent to linearize signals into a Decay-Aware Temporal Knowledge Graph (DA-TKG) governed by reinforcement--decay dynamics to actively manage information lifecycles. By coupling this self-evolving memory with hierarchical intent gating, PulseCX removes synchronous search bottlenecks (<10ms overhead) and drives significant gains in Intent Resolution (IRR) and Customer Satisfaction (s-CSAT) in dynamic environments.

Key facts. No citing papers in the map yet (data through 14 Oct 2026). Builds on 9 of its 14 references that are in the map. First posted on arXiv 19 Jun 2026.

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9 of 14 references.

References · 9

  1. 2020Retrieval-Augmented Generation for Knowledge-Intensive NLP Taskscited by 9,297
  2. 2022ReAct: Synergizing Reasoning and Acting in Language Modelscited by 8,695
  3. 2023A Survey on Large Language Model based Autonomous Agentscited by 2,242
  4. 2024AgentPoison: Red-teaming LLM Agents via Poisoning Memory or Knowledge Basescited by 429
  5. 2025Memory in the Age of AI Agentscited by 303
  6. 2023Temporal Knowledge Question Answering via Abstract Reasoning Inductioncited by 23
  7. 2024Two-stage Generative Question Answering on Temporal Knowledge Graph Using Large Language Modelscited by 18
  8. 2025Everything is Context: Agentic File System Abstraction for Context Engineeringcited by 6
  9. 2025Security Risks of Agentic Vehicles: A Systematic Analysis of Cognitive and Cross-Layer Threatscited by 6

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