Cover Image

Mem-$π$: Adaptive Memory through Learning When and What to Generate

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Wang, Xiaoqiang, Wang, Chao, Nekoei, Hadi, Pal, Christopher, Lacoste, Alexandre, Gella, Spandana, Liu, Bang, Taslakian, Perouz
Format:	Preprint
Published:	2026
Subjects:	Computation and Language Artificial Intelligence
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

MosaicLeaks:Privacy Risks in Querying-in-the-Open for Deep Research Agents
by: Gurung, Alexander, et al.
Published: (2026)

Improving GUI Grounding with Explicit Position-to-Coordinate Mapping
by: Wang, Suyuchen, et al.
Published: (2025)

StarFlow: Generating Structured Workflow Outputs From Sketch Images
by: Bechard, Patrice, et al.
Published: (2025)

R$^3$Mem: Bridging Memory Retention and Retrieval via Reversible Compression
by: Wang, Xiaoqiang, et al.
Published: (2025)

BigCharts-R1: Enhanced Chart Reasoning with Visual Reinforcement Finetuning
by: Masry, Ahmed, et al.
Published: (2025)

UI-Vision: A Desktop-centric GUI Benchmark for Visual Perception and Interaction
by: Nayak, Shravan, et al.
Published: (2025)

AgentAda: Skill-Adaptive Data Analytics for Tailored Insight Discovery
by: Abaskohi, Amirhossein, et al.
Published: (2025)

AlignVLM: Bridging Vision and Language Latent Spaces for Multimodal Document Understanding
by: Masry, Ahmed, et al.
Published: (2025)

XC-Cache: Cross-Attending to Cached Context for Efficient LLM Inference
by: Monteiro, João, et al.
Published: (2024)

WebMMU: A Benchmark for Multimodal Multilingual Website Understanding and Code Generation
by: Awal, Rabiul, et al.
Published: (2025)

OSCAR: Operating System Control via State-Aware Reasoning and Re-Planning
by: Wang, Xiaoqiang, et al.
Published: (2024)

PairBench: Are Vision-Language Models Reliable at Comparing What They See?
by: Feizi, Aarash, et al.
Published: (2025)

FM2DS: Few-Shot Multimodal Multihop Data Synthesis with Knowledge Distillation for Question Answering
by: Abaskohi, Amirhossein, et al.
Published: (2024)

RepLiQA: A Question-Answering Dataset for Benchmarking LLMs on Unseen Reference Content
by: Monteiro, Joao, et al.
Published: (2024)

Rendering-Aware Reinforcement Learning for Vector Graphics Generation
by: Rodriguez, Juan A., et al.
Published: (2025)

Mem-α: Learning Memory Construction via Reinforcement Learning
by: Wang, Yu, et al.
Published: (2025)

DeltaMem: Towards Agentic Memory Management via Reinforcement Learning
by: Zhang, Qi, et al.
Published: (2026)

System-1.5 Reasoning: Traversal in Language and Latent Spaces with Dynamic Shortcuts
by: Wang, Xiaoqiang, et al.
Published: (2025)

Knowing When Not to Answer: Evaluating Abstention in Multimodal Reasoning Systems
by: Madhusudhan, Nishanth, et al.
Published: (2026)

MemWeaver: A Hierarchical Memory from Textual Interactive Behaviors for Personalized Generation
by: Yu, Shuo, et al.
Published: (2025)

R^2-Mem: Reflective Experience for Memory Search
by: Wang, Xinyuan, et al.
Published: (2026)

MetaMem: Evolving Meta-Memory for Knowledge Utilization through Self-Reflective Symbolic Optimization
by: Xin, Haidong, et al.
Published: (2026)

HingeMem: Boundary Guided Long-Term Memory with Query Adaptive Retrieval for Scalable Dialogues
by: Zhong, Yijie, et al.
Published: (2026)

VectorGym: A Multitask Benchmark for SVG Code Generation, Sketching, and Editing
by: Rodriguez, Juan, et al.
Published: (2026)

FAC$^2$E: Better Understanding Large Language Model Capabilities by Dissociating Language and Cognition
by: Wang, Xiaoqiang, et al.
Published: (2024)

MemDLM: Memory-Enhanced DLM Training
by: Pei, Zehua, et al.
Published: (2026)

Text2Mem: A Unified Memory Operation Language for Memory Operating System
by: Wang, Yi, et al.
Published: (2025)

MemOS: A Memory OS for AI System
by: Li, Zhiyu, et al.
Published: (2025)

HeLa-Mem: Hebbian Learning and Associative Memory for LLM Agents
by: Zhu, Jinchang, et al.
Published: (2026)

AdaMem: Adaptive User-Centric Memory for Long-Horizon Dialogue Agents
by: Yan, Shannan, et al.
Published: (2026)

ToolMem: Enhancing Multimodal Agents with Learnable Tool Capability Memory
by: Xiao, Yunzhong, et al.
Published: (2025)

InfMem: Learning System-2 Memory Control for Long-Context Agent
by: Wang, Xinyu, et al.
Published: (2026)

MolMem: Memory-Augmented Agentic Reinforcement Learning for Sample-Efficient Molecular Optimization
by: Wang, Ziqing, et al.
Published: (2026)

MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models
by: Li, Zhiyu, et al.
Published: (2025)

MemGen: Weaving Generative Latent Memory for Self-Evolving Agents
by: Zhang, Guibin, et al.
Published: (2025)

MemSkill: Learning and Evolving Memory Skills for Self-Evolving Agents
by: Zhang, Haozhen, et al.
Published: (2026)

DRBench: A Realistic Benchmark for Enterprise Deep Research
by: Abaskohi, Amirhossein, et al.
Published: (2025)

MemEmo: Evaluating Emotion in Memory Systems of Agents
by: Liu, Peng, et al.
Published: (2026)

HaluMem: Evaluating Hallucinations in Memory Systems of Agents
by: Chen, Ding, et al.
Published: (2025)

DimMem: Dimensional Structuring for Efficient Long-Term Agent Memory
by: Qiu, Wentao, et al.
Published: (2026)