Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-01T13:08:09.613758Z
Paper Citation Record · LEDGER
As of 9 August 2026, this Paper Citation Record lists 11 of 11 outbound references and 0 inbound Pith citation observations for arXiv:2607.19456.
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 2026-08-01T13:08:09.613758Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+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
11 of 11 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 487c3671-2490-403b-b5b6-ecbcad1095be · outbound
MoA-Structured Decode Attention DNF Derivation, KV-Cache Accumulation, GQA/MQA, and OpenACC Kernel Attention at the Theoretical Minimum: A Mathematics of Arrays Framework for Memory-Optimal Transformer Kernels
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 42c26165-e9e8-4729-871a-188ac84aa514 · outbound
MoA-Structured Decode Attention DNF Derivation, KV-Cache Accumulation, GQA/MQA, and OpenACC Kernel Memory-Optimal Transformer Training: Backward Pass and Fused Kernel via the Mathematics of Arrays,
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e8e396e4-c7ac-40a4-87d7-589de4d99032 · outbound
MoA-Structured Decode Attention DNF Derivation, KV-Cache Accumulation, GQA/MQA, and OpenACC Kernel Unresolved cited work
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 60ed655d-8c12-41f3-b6cb-7eb37e385d56 · outbound
MoA-Structured Decode Attention DNF Derivation, KV-Cache Accumulation, GQA/MQA, and OpenACC Kernel Im- proving the Performance of DGEMM with MoA and Cache-Blocking,
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 306f19b5-495c-4b38-878b-a6ebb799696a · outbound
MoA-Structured Decode Attention DNF Derivation, KV-Cache Accumulation, GQA/MQA, and OpenACC Kernel From array algebra to energy efficiency on GPUs: Data and hardware shapes with dimension-lifting to optimize memory-processor layouts
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation efbc50d9-9130-4822-856c-a2542f90f2df · outbound
MoA-Structured Decode Attention DNF Derivation, KV-Cache Accumulation, GQA/MQA, and OpenACC Kernel Attention is all you need,
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3c90a4d6-0306-4288-9c63-23471e927656 · outbound
MoA-Structured Decode Attention DNF Derivation, KV-Cache Accumulation, GQA/MQA, and OpenACC Kernel Fast Transformer Decoding: One Write-Head is All You Need
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5da61d29-83fd-4582-b672-23170e3dd128 · outbound
MoA-Structured Decode Attention DNF Derivation, KV-Cache Accumulation, GQA/MQA, and OpenACC Kernel GQA: Training Generalized Multi-Query Transformer Models from Multi- Head Checkpoints,
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3a878489-e21b-4fc0-801e-12e84eeeb9ae · outbound
MoA-Structured Decode Attention DNF Derivation, KV-Cache Accumulation, GQA/MQA, and OpenACC Kernel FlashAttention: Fast and Memory- Efficient Exact Attention with IO-Awareness,
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a99c8145-b70d-4d7f-bf4b-625d27eeed92 · outbound
MoA-Structured Decode Attention DNF Derivation, KV-Cache Accumulation, GQA/MQA, and OpenACC Kernel FlashAttention-2: Faster Attention with Better Parallelism and Work Partitioning
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ef24cc6e-ed89-4a67-a67f-f543cdcf4bf9 · outbound
MoA-Structured Decode Attention DNF Derivation, KV-Cache Accumulation, GQA/MQA, and OpenACC Kernel Flash-Decoding for Long- Context Inference,
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.