Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-05T05:29:21.743728Z
Paper Citation Record · LEDGER
As of 21 August 2026, this Paper Citation Record lists 56 of 56 outbound references and 0 inbound Pith citation observations for arXiv:2509.05282.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-05T05:29:21.743728Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
56 of 56 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 89891472-2fa5-44e8-925f-cfb8caae3765 · outbound
Elucidating the Design Space of Decay in Linear Attention Simple linear attention language models balance the recall-throughput tradeoff
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fbda726b-c63e-4033-88d7-3414895c8eab · outbound
Elucidating the Design Space of Decay in Linear Attention xLSTM: Extended Long Short-Term Memory
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1888d2b2-25dd-42c7-9a41-56c1d7a27c0a · outbound
Elucidating the Design Space of Decay in Linear Attention Rethinking attention with performers
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 8ce69a5d-0c37-4b7c-844e-dd545dae5051 · outbound
Elucidating the Design Space of Decay in Linear Attention Meta LA : Unified optimal linear approximation to softmax attention map
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 17ddef9c-8d2e-4d37-bb13-6aaa2b259756 · outbound
Elucidating the Design Space of Decay in Linear Attention Empirical Evaluation of Gated Recurrent Neural Networks on Sequence Modeling
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7c1be774-8f71-4647-8970-188d947ecf66 · outbound
Elucidating the Design Space of Decay in Linear Attention Transformers are SSMs: Generalized Models and Efficient Algorithms Through Structured State Space Duality
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9f1ea1b3-5a5c-4b25-ba5a-f1778b03a762 · outbound
Elucidating the Design Space of Decay in Linear Attention Griffin: Mixing Gated Linear Recurrences with Local Attention for Efficient Language Models
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 80a6e3bf-7154-4573-8aa2-2a7e5c7a6158 · outbound
Elucidating the Design Space of Decay in Linear Attention A framework for few-shot language model evaluation
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 9020ca47-65f3-44c3-ae7b-b1ce26fa2f3c · outbound
Elucidating the Design Space of Decay in Linear Attention Mamba: Linear-time sequence modeling with selective state spaces
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 74f7fc5d-25a4-4afc-ac7f-e7c6cb9a87b6 · outbound
Elucidating the Design Space of Decay in Linear Attention HiPPO: Recurrent Memory with Optimal Polynomial Projections
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 988da5e4-92ea-4f2d-b320-f4bb1aabb9e4 · outbound
Elucidating the Design Space of Decay in Linear Attention Efficiently modeling long sequences with structured state spaces
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation aebe2cb9-f75f-4ff2-8016-d4a6f81fdccb · outbound
Elucidating the Design Space of Decay in Linear Attention Efficiently modeling long sequences with structured state spaces, 2022 b
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation e75809a8-0695-4c3d-97ef-236cdbde74f2 · outbound
Elucidating the Design Space of Decay in Linear Attention How to train your HIPPO : State space models with generalized orthogonal basis projections
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 614405b5-0b03-47cb-8a96-d4f6a41b038f · outbound
Elucidating the Design Space of Decay in Linear Attention Diagonal state spaces are as effective as structured state spaces
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation d79615ab-2c7b-49de-9c6f-1786d8f0d647 · outbound
Elucidating the Design Space of Decay in Linear Attention Long short-term memory
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b16c091b-9dc2-4798-acfc-3f85bb3a0a79 · outbound
Elucidating the Design Space of Decay in Linear Attention Mini CPM : Unveiling the potential of small language models with scalable training strategies
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 8187a2b6-1e3d-4f66-ba68-3761845ed41a · outbound
Elucidating the Design Space of Decay in Linear Attention karpathy/char-rnn
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 8c6d6b96-a4d1-4091-b702-27f6a0212af8 · outbound
Elucidating the Design Space of Decay in Linear Attention Transformers are rnns: Fast autoregressive transformers with linear attention
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f04b8b1f-c3bf-478c-a523-8c43b076e9f1 · outbound
Elucidating the Design Space of Decay in Linear Attention Decoupled weight decay regularization
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cb6d689f-c2b5-4df3-acf8-86b65904c0a7 · outbound
Elucidating the Design Space of Decay in Linear Attention Mega: Moving Average Equipped Gated Attention
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation de140dd9-4a9e-4514-b005-d20e03d6f1b1 · outbound
Elucidating the Design Space of Decay in Linear Attention Megalodon: Efficient LLM pretraining and inference with unlimited context length
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 566b7909-647f-4d16-abbe-2aec11a9c699 · outbound
Elucidating the Design Space of Decay in Linear Attention Parallelizing linear recurrent neural nets over sequence length
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 930a7225-662a-4293-9ada-69a310248546 · outbound
Elucidating the Design Space of Decay in Linear Attention Smith, Albert Gu, Anushan Fernando, C aglar G \" u l c ehre, Razvan Pascanu, and Soham De
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation fc08e730-ffc7-4d7d-a912-79fe79728fa0 · outbound
Elucidating the Design Space of Decay in Linear Attention Pytorch: An imperative style, high-performance deep learning library
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 77868b3b-607e-439a-9ee0-22f16d1c99ce · outbound
Elucidating the Design Space of Decay in Linear Attention The fineweb datasets: Decanting the web for the finest text data at scale
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7607eb1f-61b0-4137-92c7-92124f863628 · outbound
Elucidating the Design Space of Decay in Linear Attention RWKV: Reinventing RNNs for the Transformer Era
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a12fa02a-2101-42b0-ac6b-dbc1471709cc · outbound
Elucidating the Design Space of Decay in Linear Attention Rwkv: Reinventing rnns for the transformer era
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 14ef27a6-2ae2-48c8-b59c-aee978d5354d · outbound
Elucidating the Design Space of Decay in Linear Attention Eagle and finch: RWKV with matrix-valued states and dynamic recurrence
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation c23e5586-a6fe-487a-b574-1b9abe48f768 · outbound
Elucidating the Design Space of Decay in Linear Attention Wind, Tianyi Wu, Daniel Wuttke, and Christian Zhou-Zheng
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation d30f7494-0234-4161-bc89-1c7483ff83a8 · outbound
Elucidating the Design Space of Decay in Linear Attention Random Feature Attention
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6c3e7b33-5b10-418b-875d-4269f04d841d · outbound
Elucidating the Design Space of Decay in Linear Attention Xmixers: A collection of SOTA efficient token/channel mixers , August 2025
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 022da19e-acc2-4ee4-90bf-3db455997ed2 · outbound
Elucidating the Design Space of Decay in Linear Attention cosformer: Rethinking softmax in attention
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 738a3e85-9a00-49fb-8f02-f0917bfbfa8c · outbound
Elucidating the Design Space of Decay in Linear Attention The Devil in Linear Transformer
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4b9922c6-d23c-4202-9c2f-d91ca05800c4 · outbound
Elucidating the Design Space of Decay in Linear Attention Toeplitz neural network for sequence modeling
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 219a30f7-8592-4f92-b4d1-3df23f1fa5c5 · outbound
Elucidating the Design Space of Decay in Linear Attention TransNormerLLM: A Faster and Better Large Language Model with Improved TransNormer
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e4ee173c-c79a-4d79-a588-5b52118d3caf · outbound
Elucidating the Design Space of Decay in Linear Attention Linearized relative positional encoding
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation e84a4b9e-4176-4522-95a7-62231c39f861 · outbound
Elucidating the Design Space of Decay in Linear Attention Hierarchically gated recurrent neural network for sequence modeling
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 0329688e-c5a2-44b2-b96b-2e11ce5b4554 · outbound
Elucidating the Design Space of Decay in Linear Attention Various lengths, constant speed: Efficient language modeling with lightning attention
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 6f9b6f7c-42b2-4d19-9f4f-fb6d6cc589ad · outbound
Elucidating the Design Space of Decay in Linear Attention HGRN2: Gated Linear RNNs with State Expansion
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e804ff4f-46ef-4139-a63c-bac7c7ce7706 · outbound
Elucidating the Design Space of Decay in Linear Attention You only scan once: Efficient multi-dimension sequential modeling with lightnet, 2025
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation a2dbcf6b-1cdb-4182-9f18-767eaec8b51c · outbound
Elucidating the Design Space of Decay in Linear Attention Language models are unsupervised multitask learners
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1f2ecb66-ebfa-4a9c-bd07-5605fdbd84b8 · outbound
Elucidating the Design Space of Decay in Linear Attention GLU Variants Improve Transformer
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5394bf43-a95c-4bd5-929a-703e3924c8d9 · outbound
Elucidating the Design Space of Decay in Linear Attention Unresolved cited work
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 456e7573-6640-40f8-bd9f-33ffc5717c4f · outbound
Elucidating the Design Space of Decay in Linear Attention RoFormer: Enhanced Transformer with Rotary Position Embedding
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 82f30b11-7f94-472e-98e5-4af85159a181 · outbound
Elucidating the Design Space of Decay in Linear Attention Retentive Network: A Successor to Transformer for Large Language Models
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7d7e2a31-61a6-4048-9406-737e9c525542 · outbound
Elucidating the Design Space of Decay in Linear Attention FLA: A Triton-Based Library for Hardware-Efficient Implementations of Linear Attention Mechanism , January 2024 a
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 979a21b1-cea9-4d2f-9bf6-17c4c5eef8b6 · outbound
Elucidating the Design Space of Decay in Linear Attention Fla: A triton-based library for hardware-efficient implementations of linear attention mechanism, January 2024 b
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 7c743cdd-2dde-4285-98aa-6a60e0fa94c8 · outbound
Elucidating the Design Space of Decay in Linear Attention Gated Linear Attention Transformers with Hardware-Efficient Training
Reference 48
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f7501579-84d1-44ef-9bf6-57230956cc11 · outbound
Elucidating the Design Space of Decay in Linear Attention Parallelizing Linear Transformers with the Delta Rule over Sequence Length
Reference 49
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c0841f48-777f-4680-9a3c-be66d67c5b23 · outbound
Elucidating the Design Space of Decay in Linear Attention Gated delta networks: Improving mamba2 with delta rule
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation dd4e6f17-820c-44a4-b750-6feee686e548 · outbound
Elucidating the Design Space of Decay in Linear Attention Gated slot attention for efficient linear-time sequence modeling
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 0eaa0d4b-b43b-4c5c-b55d-0db9b5c73978 · outbound
Elucidating the Design Space of Decay in Linear Attention fla-org/flame
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation b3281d0e-2cc7-4aa6-87e4-6edd7db4945d · outbound
Elucidating the Design Space of Decay in Linear Attention write newline
Reference 53
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f3565951-46e0-4f4b-899e-37a0efc29770 · outbound
Elucidating the Design Space of Decay in Linear Attention @esa (Ref
Reference 54
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5b3815e7-97f5-4079-8a1a-b83e74deaedc · outbound
Elucidating the Design Space of Decay in Linear Attention Unresolved cited work
Reference 55
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c0142dc5-23c5-4939-bf68-486fa4c91203 · outbound
Elucidating the Design Space of Decay in Linear Attention Unresolved cited work
Reference 56
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.