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Workshop Sun, Dec 13, 2026 • 6:00 PM – 3:00 AM AEDT Amphitheater 44

Personalized, Aligned, Long-Term Memory for AI Systems (PALM) Workshop

Mario Fritz ⋅ Seong Joon Oh ⋅ Sahar Abdelnabi ⋅ Junxiao Shen ⋅ Hugo Lopes ⋅ Haritz Puerto ⋅ Ivaxi Sheth ⋅ Seokwon Jung
Project Page [ OpenReview] 

Abstract

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Schedule

Time zone: Conference local time zone
Memory as Evidence Composition
Sebastien Kawada ⋅ Adhiban Arulselvan ⋅ Manolis Kellis
The Geometry of Agent Memory: Forecasting Retrieval-Bound Memory Failures, and Characterizing Its Limits
Iliya Zhechev ⋅ Radoslav Ralev ⋅ Chris Coleman ⋅ Srijith Rajamohan ⋅ Jen Agarwal ⋅ Tyler Hutcherson ⋅ Simba Khadder
Surfacing Disagreement Beats Resolving It: A Gated Ablation Study of Provenance-Weighted Memory for Multi-Agent Debate
Ziaullah Khan ⋅ Abdul Rehman Khalid ⋅ NISCHAL LAL SHRESTHA ⋅ Nheng Vanchhay ⋅ Ariful Islam Mozumder ⋅ Hee-Cheol Kim
MemQFormer: Compressing Long-Term User Memory via Q-Former for Personalized Generation
Hongye Liu ⋅ Zhongruo Wang ⋅ Xinlu Zhang ⋅ Felix Jimenez ⋅ Ricardo Henao ⋅ Besnik Fetahu ⋅ Xi Chen
Weighted State Souping for Efficient Long-Context Retrieval
William Tong ⋅ Aryo Lotfi ⋅ Emmanuel Abbe ⋅ Joshua Susskind ⋅ Cengiz Pehlevan ⋅ Eran Malach
Route to Remember: Adaptive Memory Selection for LLM Agents
Zeyu Fang ⋅ Jun Yin ⋅ Yongsheng Mei ⋅ Xu Han ⋅ Chaitali Joshi ⋅ Zhongkai Sun ⋅ Jie Hao ⋅ Bin Guo ⋅ Chengyuan Ma ⋅ Benjamin Yao ⋅ Chenlei Guo
Not Your Diary, Just Your Topic: Grading the Wrong-User Control
Karina Romanova ⋅ Igor Kiselev ⋅ Vladimir Platonov ⋅ Viliana Devbunova ⋅ Gregory Leleytner ⋅ Adeliya Leleytner ⋅ Lina Veltman ⋅ Aleksandr Nikolich
Proteus: Incremental Memory Activation for Long-Context Sequence Modeling
Reza Bayat ⋅ Ali Behrouz ⋅ Vahab Mirrokni ⋅ Aaron Courville
Continuous Memory Machines
Ciaran Regan ⋅ Kai Arulkumaran ⋅ Luke Darlow ⋅ Stefania Druga ⋅ Sebastian Risi ⋅ Llion Jones
AgentMemGate: Addressing Speculation Contamination in Conversational Assistant Memory
Chirag Sharma ⋅ Benjamin Fowlersmith ⋅ Karime Maamari
MemSyco-Bench: Benchmarking Sycophancy in Agent Memory
Zhishang Xiang ⋅ Zerui Chen ⋅ Yunbo Tang ⋅ Zhimin Wei ⋅ Ruqing Ning ⋅ Yujie Lin ⋅ Qinggang Zhang ⋅ Jinsong Su
Personalized LLM Recommendation with Semantic IDs: Autoregressive Beam Search vs. Multi-Token Prediction at Industry Scale
Sejoon Oh ⋅ Fernando Amat ⋅ Evan Smothers ⋅ Dan Iter ⋅ Mark Thornburg ⋅ Dawit Mureja Argaw ⋅ Sourabh Medapati ⋅ Yuyan Wang ⋅ Ria Verma ⋅ Qiuling Xu ⋅ Harshit Syal ⋅ Ehsan Gholami ⋅ Moumita Bhattacharya ⋅ Ashish Rastogi
DISCERN: Preserve at Write, Resolve at Read for Persistent LLM-Agent Memory
Vladislav Tanov ⋅ Chirag Ahuja ⋅ Ramcharan Kakarla ⋅ Jonathan Taws
Position: We Should Evaluate Agentic Memory as Inference, not as a Tape Recorder
Yiannis Hadjiyianni ⋅ Panagiotis Michelakis ⋅ Emmanouil Neofotistos ⋅ Jing Jiang ⋅ Dimitrios Stamoulis ⋅ Jie Liu
When Retrieval Is Not Enough: Obsolete Facts in Agent Memory
Oleeviya B Poikarayil ⋅ Tony B Babu ⋅ Abdulrahman Nahhas ⋅ Het Darshan Mehta ⋅ Jawid Baktash ⋅ Ernesto W De Luca ⋅ Klaus Turowski
Transformers with Slow-Growing Memory for Long Context
Farnoosh Hashemi ⋅ Ali Behrouz ⋅ Daniel Cao ⋅ Shayan Talaei ⋅ Shiyu Ji ⋅ Ramin Zabih
Operative Contexts: Belief Revision and Memory in Agentic AI
Emma Cabale ⋅ Philippe Limantour ⋅ Philippe Beraud
PerDocBench: Evaluating Cross-Source Evidence Integration in Personalized Memory Systems
Wenhao Yu ⋅ Jiahong Liu ⋅ Xinni Zhang ⋅ Siu Man Ng ⋅ Yifan Li ⋅ Zexuan Qiu ⋅ Feiyang Xu ⋅ Boyu Feng ⋅ Li Xiang ⋅ Quanyu Dai ⋅ Irwin King
PAVE: Device-Verified Evaluation of Action and Restraint in Personal Assistants
Shivali Dalmia ⋅ Naman Khandelwal ⋅ Abhishek Mukherji
Streaming Attention Approximation with Page-Aligned Memory Management
Jane Lee ⋅ Neharika Jali ⋅ Insu Han ⋅ Amir Zandieh ⋅ Jieru Mei ⋅ Jinoo Baek
Agent Memory Is a Surface for Endogenous Authorization Laundering
Tommaso Cerruti ⋅ Mika Okamoto ⋅ Ansel K Erol
The Song, Not the Pin: Provenance-Conditioned Route Memory for Persistent Multi-Agent Navigation
Rodion Zamotaev ⋅ Natalia Gusarova ⋅ Ivan Tomilov ⋅ Aleksandra Vatian
Retrieval-Augmented LLM Agents: Learning to Learn from Experience
Thomas Palmeira Ferraz ⋅ Romain Deffayet ⋅ Vassilina Nikoulina ⋅ Hervé Déjean ⋅ Stéphane Clinchant
EvoLedger: Evidence-Preserving Test-Time Evolution for LLM Agents
Kaijie Chen ⋅ Liang Yan ⋅ Yuru Jiang ⋅ Xuanbo Su ⋅ Lucas Q Fang ⋅ Ke He ⋅ jiachen luo ⋅ Junli Wang
PSD: Pseudo Self-Distillation of Memory Representation Capabilities for LLM Agents
Pirzada Suhail ⋅ Menglin Xia ⋅ Xuchao Zhang ⋅ Mayukh Das ⋅ Chetan Bansal ⋅ Saravanakumar Rajmohan
A Computational Framework for Social Modulation of Generative Episodic Memory
Aya Altamimi ⋅ Shirin Reyhanian ⋅ Zahra Fayyaz ⋅ Gerald Echterhoff ⋅ Sen Cheng ⋅ Laurenz Wiskott
What Should Coding Agents Remember? Selective Retrieval of Validated Repair Experience
Vedant Srinivas ⋅ Satyajit Kumar ⋅ Griffin Minster ⋅ Yutao Wang ⋅ Shilpa Bhagavath ⋅ Sitaram Asur ⋅ Phil Mui
According to Me: Long-Term Personalized Referential Memory QA
Jingbiao Mei ⋅ Jinghong Chen ⋅ Guangyu Yang ⋅ Xinyu Hou ⋅ Margaret Li ⋅ Bill Byrne
Read, Route, Patch: Robust Test-Time Evolution for LLM Agents
Kaijie Chen ⋅ Liang Yan ⋅ Yilan Wei ⋅ jiachen luo ⋅ Zhihao Dou ⋅ Jiashu Qu ⋅ Haoran Liu ⋅ Junli Wang
Semantic Density Does Not Predict Agent-Memory Collapse
Yash Choudhary ⋅ Arpit Upadhyay ⋅ Saksham Gupta
PlugMem: A Task-Agnostic Plugin Memory Module for LLM Agents
Ke Yang ⋅ Zixi Chen ⋅ Xuan He ⋅ Jize Jiang ⋅ Michel Galley ⋅ Chenglong Wang ⋅ Jianfeng Gao ⋅ Jiawei Han ⋅ Cheng Xiang Zhai
MemLeak: Cross-User Semantic Leakage in Multi-Tenant AI Agent Memory
Priyanka Mudgal ⋅ Kai Zhao ⋅ Guilin Zhang ⋅ Andy Olsen ⋅ Ezekiel Miller ⋅ Xu Chu ⋅ Aletta J Blanken
Peer Memory Changes Who LLM Agents Consult Without a Detected Gain in Answer Accuracy
Jeffrey Chu ⋅ Anjali Joseph ⋅ Rivan Mandot ⋅ Feker Demere ⋅ Vincent Li ⋅ Sean Wu
GraphCard: A Simple Graph Memory Plug-in for Long-Term Conversational Memory Systems
Zhihao Lin ⋅ Guanghui Wang ⋅ Xusheng WANG ⋅ Zhe Gao ⋅ Hao Huang ⋅ Ziqi Zhu ⋅ Yanwei CUI ⋅ Ziyuan Li ⋅ Qucy W Qiu ⋅ Bing Zhu ⋅ Liwen Zhang ⋅ Peiyang He