Gated Memory: Admission-Controlled Memory Formation for Conversational AI

arXiv:2610.11270 · cs.CL, cs.AI, cs.IR, cs.LG · Submitted 2026-10-08 · Read on arXiv

cs.CL, cs.AI, cs.IR, cs.LG

Submitted: 2026-10-08

Updated: 2026-10-08

Terminology

• Grounding — 10× in this paper · explained in 3 episodes
• Provenance — 6× in this paper · explained in 3 episodes
• Accuracy — 5× in this paper · explained in 1 episode
• Pruning — 4× in this paper · explained in 4 episodes
• Benchmark — 2× in this paper · explained in 2 episodes
• Knowledge Graph — 2× in this paper · explained in 7 episodes
• AI Agents — 1× in this paper · explained in 2 episodes
• Ablation — 1× in this paper · explained in 1 episode
• Adam — 1× in this paper · explained in 2 episodes
• Agent Memory — 1× in this paper · explained in 1 episode
• Consistency — 1× in this paper · explained in 3 episodes
• Failure Modes — 1× in this paper · explained in 3 episodes
• Generalization — 1× in this paper · explained in 13 episodes
• Hallucination — 1× in this paper · explained in 3 episodes
• Memory Decay — 1× in this paper · explained in 3 episodes
• Multi-hop Reasoning — 1× in this paper · explained in 3 episodes
• Ontology — 1× in this paper · explained in 2 episodes
• Personalization — 1× in this paper · explained in 2 episodes

Sources

• Mem0: Building Production-Ready AI Agents with Scalable Long-Term Memory
• A Human-Inspired Reading Agent with Gist Memory of Very Long Contexts
• Think-in-Memory: Recalling and Post-thinking Enable LLMs with Long-Term Memory
• MemGPT: Towards LLMs as Operating Systems
• Zep: A Temporal Knowledge Graph Architecture for Agent Memory
• Memory Is All You Need: Testing How Model Memory Affects LLM Performance in Annotation Tasks
• A-MEM: Agentic Memory for LLM Agents

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