AdaMem: Learning What to Remember with Adaptive Memory Policies for Personalized Agents

arXiv:2606.21144 · cs.CL, cs.AI · Submitted 2026-06-19 · Read on arXiv

cs.CL, cs.AI

Submitted: 2026-06-19

Updated: 2026-09-02

Terminology

Accuracy — 24× in this paper · explained in 1 episode
Alignment — 8× in this paper · explained in 1 episode
Benchmark — 8× in this paper · explained in 2 episodes
Large Language Model — 6× in this paper
Large Language Model (LLM) — 3× in this paper · explained in 3 episodes
Personalization — 3× in this paper · explained in 2 episodes
RAG — 3× in this paper · explained in 3 episodes
Benchmarking — 2× in this paper · explained in 3 episodes
LLM-as-a-Judge — 2× in this paper · explained in 3 episodes
Memory Efficiency Ratio — 2× in this paper
Retrieval-Augmented Generation — 2× in this paper
Semantic Alignment — 2× in this paper · explained in 3 episodes
Action Space — 1× in this paper · explained in 1 episode
Agent Memory — 1× in this paper · explained in 1 episode
Core — 1× in this paper · explained in 2 episodes
GRPO — 1× in this paper · explained in 6 episodes
LLM judge — 1× in this paper · explained in 2 episodes
Memory Augmentation — 1× in this paper · explained in 2 episodes
Regularization — 1× in this paper · explained in 3 episodes
Reinforcement Learning — 1× in this paper · explained in 4 episodes
Retrieval-Augmented Generation (RAG) — 1× in this paper · explained in 16 episodes
Temporal Reasoning — 1× in this paper · explained in 2 episodes