Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures | Paper Citation Record

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This paper cites Adult hippocampal neurogenesis and cognitive flexibility—linking memory and mood.

Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures Adult hippocampal neurogenesis and cognitive flexibility—linking memory and mood

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Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures Global workspace theory (gwt) and prefrontal cortex: Recent developments

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Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures Working memory: looking back and looking forward

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Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures Fast adaptation to rule switching using neuronal surprise

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Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures Neuromodulators and long-term synaptic plasticity in learning and memory: A steered-glutamatergic perspective

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Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures Titans: Learning to Memorize at Test Time

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Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures ATLAS: Learning to Optimally Memorize the Context at Test Time

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Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures Longformer: The Long-Document Transformer

Reference 8

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Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures Memory Layers at Scale

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Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures Improving language models by retrieving from trillions of tokens

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Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures The neuroanatomical, neurophysiological and psychological basis of memory: Current models and their origins

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Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures An evolved universal transformer memory

Reference 12

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Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures Walking Down the Memory Maze: Beyond Context Limit through Interactive Reading

Reference 13

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This paper cites Mem0: Building Production-Ready AI Agents with Scalable Long-Term Memory.

Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures Mem0: Building Production-Ready AI Agents with Scalable Long-Term Memory

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Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures Interactions between attention and memory

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Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures Attention-dependent coupling with forebrain and brainstem neuromodulatory nuclei differs across the lifespan

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This paper cites What are the differences between long-term, short-term, and working memory? Progress in brain research, 169: 0 323--338, 2008.

Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures What are the differences between long-term, short-term, and working memory? Progress in brain research, 169: 0 323--338, 2008

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Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures Transformer-XL: Attentive Language Models Beyond a Fixed-Length Context

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This paper cites The global neuronal workspace model of conscious access: from neuronal architectures to clinical applications.

Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures The global neuronal workspace model of conscious access: from neuronal architectures to clinical applications

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This paper cites Pronouns reactivate conceptual representations in human hippocampal neurons.

Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures Pronouns reactivate conceptual representations in human hippocampal neurons

Reference 20

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This paper cites Interaction between the amygdala and the medial temporal lobe memory system predicts better memory for emotional events.

Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures Interaction between the amygdala and the medial temporal lobe memory system predicts better memory for emotional events

Reference 21

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Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures Rethinking memory in ai: Taxonomy, operations, topics, and future directions

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Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures Toward generalizable learning of all (linear) first-order methods via memory augmented Transformers

Reference 23

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Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures Efficient LLM Inference using Dynamic Input Pruning and Cache-Aware Masking

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Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures Human-like episodic memory for infinite context llms

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Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures Experiencing surprise: The temporal dynamics of its impact on memory

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Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures An efficient context-dependent memory framework for llm-centric agents

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Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures Memotr: Long-term memory-augmented transformer for multi-object tracking

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Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures Top-down modulation: bridging selective attention and working memory

Reference 29

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Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures zip2zip: Inference-time adaptive vocabularies for language models via token compression

Reference 30

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Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures The role of the ca3 hippocampal subregion in spatial memory: a process oriented behavioral assessment

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Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures Neural Turing Machines

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Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures Hybrid computing using a neural network with dynamic external memory

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Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures Hipporag: Neurobiologically inspired long-term memory for large language models

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Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures Hierarchical process memory: memory as an integral component of information processing

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Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures Memory matters: The need to improve long-term memory in llm-agents

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Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures HMT: Hierarchical Memory Transformer for Efficient Long Context Language Processing

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Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures Human-inspired Perspectives: A Survey on AI Long-term Memory

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Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures Replay bursts in humans coincide with activation of the default mode and parietal alpha networks

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Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures TransformerFAM: Feedback attention is working memory

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Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures Memory OS of AI Agent

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Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures LM2: Large Memory Models

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Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures Distinguishing examples while building concepts in hippocampal and artificial networks

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Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures Mechanisms of systems memory consolidation during sleep

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Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures Memreasoner: A memory-augmented llm architecture for multi-hop reasoning

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Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures Flexible working memory through selective gating and attentional tagging

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Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures Semantic memory: A review of methods, models, and current challenges

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Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures Self-attentive associative memory

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Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures Reasoning Under 1 Billion: Memory-Augmented Reinforcement Learning for Large Language Models

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Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures MATTER: Memory-Augmented Transformer Using Heterogeneous Knowledge Sources

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Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures An update on memory reconsolidation updating

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Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures u ttler, Mike Lewis, Wen-tau Yih, Tim Rockt \

Reference 52

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Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures FALCON: Feedback-driven Adaptive Long/short-term memory reinforced Coding Optimization system

Reference 53

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This paper cites Self-evolving Agents with reflective and memory-augmented abilities.

Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures Self-evolving Agents with reflective and memory-augmented abilities

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This paper cites Advances and Challenges in Foundation Agents: From Brain-Inspired Intelligence to Evolutionary, Collaborative, and Safe Systems.

Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures Advances and Challenges in Foundation Agents: From Brain-Inspired Intelligence to Evolutionary, Collaborative, and Safe Systems

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Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures Think-in-Memory: Recalling and Post-thinking Enable LLMs with Long-Term Memory

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Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures MemLong: Memory-Augmented Retrieval for Long Text Modeling

Reference 57

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This paper cites Experience replay is associated with efficient nonlocal learning.

Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures Experience replay is associated with efficient nonlocal learning

Reference 58

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This paper cites Acquiring new memories in neocortex of hippocampal-lesioned mice.

Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures Acquiring new memories in neocortex of hippocampal-lesioned mice

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-05T20:15:52.025051Z

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Observation 422f2d09-6547-4a36-a4fc-8f386e1bac65 · outbound

This paper cites Memory-augmented graph neural networks: A brain-inspired review.

Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures Memory-augmented graph neural networks: A brain-inspired review

Reference 60

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Observation 6754b099-4fd1-4d15-87de-1d408c504f7e · outbound

This paper cites The stability-plasticity dilemma: Investigating the continuum from catastrophic forgetting to age-limited learning effects, 2013.

Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures The stability-plasticity dilemma: Investigating the continuum from catastrophic forgetting to age-limited learning effects, 2013

Reference 61

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This paper cites The magical number seven, plus or minus two: Some limits on our capacity for processing information.

Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures The magical number seven, plus or minus two: Some limits on our capacity for processing information

Reference 62

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Observation ef7c014d-7889-4b7d-8293-511355d1c3f6 · outbound

This paper cites MemLLM: Finetuning LLMs to Use An Explicit Read-Write Memory.

Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures MemLLM: Finetuning LLMs to Use An Explicit Read-Write Memory

Reference 63

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Observation 81dbc05b-faf4-4bdd-9659-6b7645ac347c · outbound

This paper cites Episodic memory and beyond: the hippocampus and neocortex in transformation.

Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures Episodic memory and beyond: the hippocampus and neocortex in transformation

Reference 64

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Observation 8a25fab1-ac7b-414f-a913-f5c6c1bab196 · outbound

This paper cites Memory: Neurobiological mechanisms and assessment.

Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures Memory: Neurobiological mechanisms and assessment

Reference 65

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Observation f03e8ce1-a63e-45fa-ab8f-f01f222851e1 · outbound

This paper cites Most brain activity is ‘background noise’—and that’s upending our understanding of consciousness, 2021.

Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures Most brain activity is ‘background noise’—and that’s upending our understanding of consciousness, 2021

Reference 66

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Observation 65147fb4-8ae0-4ecd-9133-6c47dfc388b1 · outbound

This paper cites Dynamic Memory Compression: Retrofitting LLMs for Accelerated Inference.

Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures Dynamic Memory Compression: Retrofitting LLMs for Accelerated Inference

Reference 67

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Observation 17115fa1-92a3-4c8d-9932-3a3c8f54ee9e · outbound

This paper cites Functional role of gamma and theta oscillations in episodic memory.

Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures Functional role of gamma and theta oscillations in episodic memory

Reference 68

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Observation 5682c6a7-c76b-43c6-b114-b5fca7438acb · outbound

This paper cites Memgpt: Towards llms as operating systems.

Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures Memgpt: Towards llms as operating systems

Reference 69

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Observation 0e60410a-d182-4a33-b640-f522cb708f93 · outbound

This paper cites ABC: Attention with Bounded-memory Control.

Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures ABC: Attention with Bounded-memory Control

Reference 70

Resolution: verified exact; local_arxiv, observed 2026-08-05T20:15:59.701090Z

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Observation 3e6fabcd-2ef7-4f45-ac90-37d04d26d226 · outbound

This paper cites Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents.

Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents

Reference 71

Resolution: unresolved; no resolver link, observed 2026-08-05T20:15:53.242583Z

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Observation 0039e974-2911-4f45-8968-937eeab91df4 · outbound

This paper cites Train Short, Test Long: Attention with Linear Biases Enables Input Length Extrapolation.

Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures Train Short, Test Long: Attention with Linear Biases Enables Input Length Extrapolation

Reference 72

Resolution: unresolved; no resolver link, observed 2026-08-05T20:15:53.389573Z

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Observation 66bb8d9f-fb9d-4cde-803d-88fb45738781 · outbound

This paper cites Neuromodulation of the feedforward dentate gyrus-ca3 microcircuit.

Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures Neuromodulation of the feedforward dentate gyrus-ca3 microcircuit

Reference 73

Resolution: unresolved; no resolver link, observed 2026-08-05T20:15:53.470959Z

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Observation dda300f9-0b54-46ce-8225-b41698fe6dc3 · outbound

This paper cites Layerwise Recurrent Router for Mixture-of-Experts.

Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures Layerwise Recurrent Router for Mixture-of-Experts

Reference 74

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Observation 488a6d42-a7f9-452a-a70a-0386ef64ba67 · outbound

This paper cites A multisensory perspective of working memory.

Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures A multisensory perspective of working memory

Reference 75

Resolution: unresolved; no resolver link, observed 2026-08-05T20:15:53.666625Z

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This paper cites Compressive Transformers for Long-Range Sequence Modelling.

Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures Compressive Transformers for Long-Range Sequence Modelling

Reference 76

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Observation be6f74e5-e72f-4a43-8c54-4f0989e44a92 · outbound

This paper cites A default mode of brain function.

Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures A default mode of brain function

Reference 77

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:16:05.455599Z

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Observation 928bc64c-177b-4705-a318-3619ea7de44e · outbound

This paper cites Adaptive knowledge consolidation: A dynamic approach to mitigating catastrophic forgetting in text-based neural networks.

Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures Adaptive knowledge consolidation: A dynamic approach to mitigating catastrophic forgetting in text-based neural networks

Reference 78

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:16:05.283744Z

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Observation 7215e2f9-2dba-46d9-be36-859e105e9236 · outbound

This paper cites Hierarchical dynamics as a macroscopic organizing principle of the human brain.

Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures Hierarchical dynamics as a macroscopic organizing principle of the human brain

Reference 79

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:16:05.097627Z

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Observation 81ddb0f2-80bc-4b66-af0e-d948cab222eb · outbound

This paper cites Dissociating distinct cortical networks associated with subregions of the human medial temporal lobe using precision neuroimaging.

Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures Dissociating distinct cortical networks associated with subregions of the human medial temporal lobe using precision neuroimaging

Reference 80

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:16:04.900342Z

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Observation 13fd3ee2-29fc-445a-b41e-25b5f59c1d9e · outbound

This paper cites Associative Recurrent Memory Transformer.

Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures Associative Recurrent Memory Transformer

Reference 81

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This paper cites The mechanisms for pattern completion and pattern separation in the hippocampus.

Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures The mechanisms for pattern completion and pattern separation in the hippocampus

Reference 82

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:16:04.719450Z

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Observation 9e603330-b0f9-44ca-a3f7-0dc12a0931ae · outbound

This paper cites Working memory and neural oscillations: alpha--gamma versus theta--gamma codes for distinct wm information? Trends in cognitive sciences, 18 0 (1): 0 16--25, 2014.

Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures Working memory and neural oscillations: alpha--gamma versus theta--gamma codes for distinct wm information? Trends in cognitive sciences, 18 0 (1): 0 16--25, 2014

Reference 83

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:16:04.556534Z

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Observation 673d3ba9-58db-405c-9db7-ebe9f05be3e1 · outbound

This paper cites Deep learning needs a prefrontal cortex.

Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures Deep learning needs a prefrontal cortex

Reference 84

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:16:04.405935Z

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Observation f9986282-18c9-4d78-8073-7dca55c08df2 · outbound

This paper cites Open-Ended Instructable Embodied Agents with Memory-Augmented Large Language Models.

Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures Open-Ended Instructable Embodied Agents with Memory-Augmented Large Language Models

Reference 85

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Observation db42a0b8-f9d8-4dde-9cdd-5fc76b1882c2 · outbound

This paper cites Retrieval-Augmented Decision Transformer: External Memory for In-context RL.

Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures Retrieval-Augmented Decision Transformer: External Memory for In-context RL

Reference 86

Resolution: unresolved; no resolver link, observed 2026-08-05T20:15:54.835695Z

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Observation cecfb67a-6fc4-4567-9b1d-6ad9cc4713fe · outbound

This paper cites Stress and multiple memory systems: from ‘thinking’to ‘doing’.

Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures Stress and multiple memory systems: from ‘thinking’to ‘doing’

Reference 87

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:16:04.243465Z

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Observation a4dff890-51f2-4b42-a7a7-a8344da94b03 · outbound

This paper cites Cognitive Memory in Large Language Models.

Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures Cognitive Memory in Large Language Models

Reference 88

Resolution: unresolved; no resolver link, observed 2026-08-05T20:15:55.021037Z

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This paper cites The neural representations underlying asymmetric cross-modal prediction of words.

Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures The neural representations underlying asymmetric cross-modal prediction of words

Reference 89

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:16:04.066278Z

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Observation 2bd93bfb-9336-4b86-8dec-6a4974c59f42 · outbound

This paper cites Prediction errors disrupt hippocampal representations and update episodic memories.

Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures Prediction errors disrupt hippocampal representations and update episodic memories

Reference 90

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:16:03.902872Z

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Observation 43204534-b642-41d1-bb7b-4cf35ab4ee0e · outbound

This paper cites Memory consolidation.

Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures Memory consolidation

Reference 91

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:16:03.712119Z

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Observation fa3315d2-06fd-4f6a-b4e3-4b4cdcd666fa · outbound

This paper cites Hippocampal pattern completion is linked to gamma power increases and alpha power decreases during recollection.

Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures Hippocampal pattern completion is linked to gamma power increases and alpha power decreases during recollection

Reference 92

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:16:03.482905Z

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Observation 53663475-8c2c-44ee-ac5a-25905ea88460 · outbound

This paper cites Transformer-squared: Self-adaptive llms.

Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures Transformer-squared: Self-adaptive llms

Reference 93

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:16:03.310567Z

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Observation 8af73ce1-7e36-44e0-a5e3-4c58721b71a0 · outbound

This paper cites Associative Transformer.

Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures Associative Transformer

Reference 94

Resolution: verified exact; local_arxiv, observed 2026-08-05T20:15:59.354314Z

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Observation 3a6554e0-338d-47fd-a184-9ed2e1f20599 · outbound

This paper cites Hippocampal--prefrontal interactions during spatial d ecision-making.

Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures Hippocampal--prefrontal interactions during spatial d ecision-making

Reference 95

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:16:03.093342Z

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Observation 76b812ad-5e4d-45eb-867e-96e95e124b0e · outbound

This paper cites Transformer memory as a differentiable search index.

Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures Transformer memory as a differentiable search index

Reference 96

Resolution: unresolved; no resolver link, observed 2026-08-05T20:15:55.575343Z

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Observation f9765a27-059a-4cef-826b-d76cb7a0eb60 · outbound

This paper cites The hippocampal indexing theory and episodic memory: updating the index.

Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures The hippocampal indexing theory and episodic memory: updating the index

Reference 97

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:16:02.959825Z

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Observation 4a070613-67cb-4482-980d-e36054d233c5 · outbound

This paper cites Attention is all you need.

Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures Attention is all you need

Reference 98

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:16:02.847376Z

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Observation caafb1e4-5a48-4a52-a133-1e7ada3cd790 · outbound

This paper cites Hierarchical Reasoning Model.

Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures Hierarchical Reasoning Model

Reference 99

Resolution: unresolved; no resolver link, observed 2026-08-05T20:15:55.743036Z

Source-reported events for the cited work

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Observation 714758bf-c7cf-417d-bad2-80a1edc6f5a7 · outbound

This paper cites Schrodinger's Memory: Large Language Models.

Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures Schrodinger's Memory: Large Language Models

Reference 100

Resolution: verified exact; local_arxiv, observed 2026-08-05T20:15:59.195019Z

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Pith citing papers