AI Meets Brain: Memory Systems from Cognitive Neuroscience to Autonomous Agents
Paper
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2512.23343
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Published
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25
2026
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Valori: A Deterministic Memory Substrate for AI Systems
Paper • 2512.22280 • Published • 3 -
Improving Multi-step RAG with Hypergraph-based Memory for Long-Context Complex Relational Modeling
Paper • 2512.23959 • Published • 94 -
Nested Learning: The Illusion of Deep Learning Architectures
Paper • 2512.24695 • Published • 31 -
Fast-weight Product Key Memory
Paper • 2601.00671 • Published • 3 -
Can LLMs Predict Their Own Failures? Self-Awareness via Internal Circuits
Paper • 2512.20578 • Published • 65 -
SimpleMem: Efficient Lifelong Memory for LLM Agents
Paper • 2601.02553 • Published • 17 -
Confidence Estimation for LLMs in Multi-turn Interactions
Paper • 2601.02179 • Published • 12 -
Let It Flow: Agentic Crafting on Rock and Roll, Building the ROME Model within an Open Agentic Learning Ecosystem
Paper • 2512.24873 • Published • 91 -
OpenNovelty: An LLM-powered Agentic System for Verifiable Scholarly Novelty Assessment
Paper • 2601.01576 • Published • 8 -
Youtu-LLM: Unlocking the Native Agentic Potential for Lightweight Large Language Models
Paper • 2512.24618 • Published • 119 -
Scaling Open-Ended Reasoning to Predict the Future
Paper • 2512.25070 • Published • 15 -
Fantastic Reasoning Behaviors and Where to Find Them: Unsupervised Discovery of the Reasoning Process
Paper • 2512.23988 • Published • 15 -
Figure It Out: Improving the Frontier of Reasoning with Active Visual Thinking
Paper • 2512.24297 • Published • 5 -
Dynamic Large Concept Models: Latent Reasoning in an Adaptive Semantic Space
Paper • 2512.24617 • Published • 54 -
Youtu-Agent: Scaling Agent Productivity with Automated Generation and Hybrid Policy Optimization
Paper • 2512.24615 • Published • 102 -
SenseNova-MARS: Empowering Multimodal Agentic Reasoning and Search via Reinforcement Learning
Paper • 2512.24330 • Published • 32 -
The Reasoning-Creativity Trade-off: Toward Creativity-Driven Problem Solving
Paper • 2601.00747 • Published • 17 -
Diversity or Precision? A Deep Dive into Next Token Prediction
Paper • 2512.22955 • Published • 6 -
Can We Trust AI Explanations? Evidence of Systematic Underreporting in Chain-of-Thought Reasoning
Paper • 2601.00830 • Published • 2 -
Falcon-H1R: Pushing the Reasoning Frontiers with a Hybrid Model for Efficient Test-Time Scaling
Paper • 2601.02346 • Published • 21 -
BEDA: Belief Estimation as Probabilistic Constraints for Performing Strategic Dialogue Acts
Paper • 2512.24885 • Published • 4 -
CPPO: Contrastive Perception for Vision Language Policy Optimization
Paper • 2601.00501 • Published • 6 -
Project Ariadne: A Structural Causal Framework for Auditing Faithfulness in LLM Agents
Paper • 2601.02314 • Published • 1 -
MindWatcher: Toward Smarter Multimodal Tool-Integrated Reasoning
Paper • 2512.23412 • Published • 35 -
UniCorn: Towards Self-Improving Unified Multimodal Models through Self-Generated Supervision
Paper • 2601.03193 • Published • 36 -
CogFlow: Bridging Perception and Reasoning through Knowledge Internalization for Visual Mathematical Problem Solving
Paper • 2601.01874 • Published • 17 -
WebGym: Scaling Training Environments for Visual Web Agents with Realistic Tasks
Paper • 2601.02439 • Published • 12 -
Digital Twin AI: Opportunities and Challenges from Large Language Models to World Models
Paper • 2601.01321 • Published • 10 -
Large Reasoning Models Are (Not Yet) Multilingual Latent Reasoners
Paper • 2601.02996 • Published • 4 -
NitroGen: An Open Foundation Model for Generalist Gaming Agents
Paper • 2601.02427 • Published • 27 -
COMPASS: A Framework for Evaluating Organization-Specific Policy Alignment in LLMs
Paper • 2601.01836 • Published • 6 -
Steerability of Instrumental-Convergence Tendencies in LLMs
Paper • 2601.01584 • Published