Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T20:31:48.003056Z
Paper Citation Record · LEDGER
As of 7 August 2026, this Paper Citation Record lists 46 of 46 outbound references and 3 inbound Pith citation observations for arXiv:2507.02754.
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 2026-08-06T20:31:48.003056Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-06-29T01:49:08.216819Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-07-01T18:45:58.257917Z
46 of 46 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 4d71038d-1818-4c1e-9606-bde8cfe3d333 · outbound
Fast and Simplex: 2-Simplicial Attention in Triton GPT-4 Technical Report
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 26f31ce2-e56f-4824-a351-c7007b99f718 · outbound
Fast and Simplex: 2-Simplicial Attention in Triton GQA: Training Generalized Multi-Query Transformer Models from Multi-Head Checkpoints
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3487f141-73db-4bc4-953c-691206c276e1 · outbound
Fast and Simplex: 2-Simplicial Attention in Triton Program Synthesis with Large Language Models
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1a55b8dd-209d-48a1-836f-067391f31903 · outbound
Fast and Simplex: 2-Simplicial Attention in Triton Explaining neural scaling laws
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation cace0b4e-ac7b-4e81-bbdd-77198cf53445 · outbound
Fast and Simplex: 2-Simplicial Attention in Triton Systematic generalization with edge transformers
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 7f6d9595-27b7-498f-bc6f-105d6625a25d · outbound
Fast and Simplex: 2-Simplicial Attention in Triton Loss-to-Loss Prediction: Scaling Laws for All Datasets
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1361d9f1-1229-4ba0-8034-28e3ec8c3367 · outbound
Fast and Simplex: 2-Simplicial Attention in Triton Language models are few-shot learners
Reference 7
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Unavailable: canonical work link unavailable.
Observation 0595b5d2-7b5f-46f4-a0f7-703bf88c1c54 · outbound
Fast and Simplex: 2-Simplicial Attention in Triton Logic and the $2$-Simplicial Transformer
Reference 8
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Unavailable: canonical work link unavailable.
Observation 8932e247-1acf-4c51-8330-12fedff90499 · outbound
Fast and Simplex: 2-Simplicial Attention in Triton Training Verifiers to Solve Math Word Problems
Reference 9
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Unavailable: canonical work link unavailable.
Observation c52182ce-c3be-4338-9491-525706a39185 · outbound
Fast and Simplex: 2-Simplicial Attention in Triton Flashattention: Fast and memory-efficient exact attention with io-awareness
Reference 10
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Unavailable: canonical work link unavailable.
Observation 93d1f437-cf8d-4e63-8be3-8c3f65402352 · outbound
Fast and Simplex: 2-Simplicial Attention in Triton Universal Transformers
Reference 11
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Unavailable: canonical work link unavailable.
Observation 406ebcc6-3588-47c9-a304-295ba6f9595d · outbound
Fast and Simplex: 2-Simplicial Attention in Triton Observation on scaling laws, May 2025
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 4002c051-2c80-480e-a493-7b6ee471d278 · outbound
Fast and Simplex: 2-Simplicial Attention in Triton Mamba: Linear-Time Sequence Modeling with Selective State Spaces
Reference 13
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Unavailable: canonical work link unavailable.
Observation 4c514223-5d96-4024-becc-8bfcd87ce561 · outbound
Fast and Simplex: 2-Simplicial Attention in Triton Array programming with numpy
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 4fdb58ff-8252-4600-8029-4acf51ec3f0c · outbound
Fast and Simplex: 2-Simplicial Attention in Triton Measuring Massive Multitask Language Understanding
Reference 15
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Unavailable: canonical work link unavailable.
Observation 376662f9-ce1a-4eff-a1b6-398b00adfed2 · outbound
Fast and Simplex: 2-Simplicial Attention in Triton Deep Learning Scaling is Predictable, Empirically
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 13036418-3af6-4cc3-afd8-77753e7ca1f7 · outbound
Fast and Simplex: 2-Simplicial Attention in Triton Training Compute-Optimal Large Language Models
Reference 17
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Unavailable: canonical work link unavailable.
Observation aa2cb402-81a2-49e2-a6c6-a22fbf0238a5 · outbound
Fast and Simplex: 2-Simplicial Attention in Triton Gpipe: Efficient training of giant neural networks using pipeline parallelism
Reference 18
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Unavailable: canonical work link unavailable.
Observation f74d41ae-9f75-40f5-8469-8ffdf781a5d9 · outbound
Fast and Simplex: 2-Simplicial Attention in Triton Hierarchical mixtures of experts and the em algorithm
Reference 19
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Unavailable: canonical work link unavailable.
Observation d1e28537-9b05-40cc-ab23-a18704ba6fde · outbound
Fast and Simplex: 2-Simplicial Attention in Triton Highly accurate protein structure prediction with alphafold
Reference 20
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Unavailable: canonical work link unavailable.
Observation 1a5b0c91-caab-4467-bb19-e891a840abca · outbound
Fast and Simplex: 2-Simplicial Attention in Triton Scaling Laws for Neural Language Models
Reference 21
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Unavailable: canonical work link unavailable.
Observation cbaf4031-3885-4590-b9fd-02197c6f2046 · outbound
Fast and Simplex: 2-Simplicial Attention in Triton Transformers are rnns: fast autoregressive transformers with linear attention
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 69a3d88a-2181-42f3-9a96-0f1573a004b0 · outbound
Fast and Simplex: 2-Simplicial Attention in Triton Strassen attention: Unlocking compositional abilities in transformers based on a new lower bound method
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1f0d2026-bec1-4d54-baa4-cba9a41b96f9 · outbound
Fast and Simplex: 2-Simplicial Attention in Triton Decoupled Weight Decay Regularization
Reference 24
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Unavailable: canonical work link unavailable.
Observation dbab16ea-a0fa-4f35-93fc-82d5fe2344cf · outbound
Fast and Simplex: 2-Simplicial Attention in Triton Devanur, Gregory R
Reference 25
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Unavailable: canonical work link unavailable.
Observation 05c211e6-ce1f-4e3a-a243-75e3904e0f3c · outbound
Fast and Simplex: 2-Simplicial Attention in Triton Image transformer
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 612c1e31-617f-40b2-8acf-a82378020f05 · outbound
Fast and Simplex: 2-Simplicial Attention in Triton Efficient content-based sparse attention with routing transformers
Reference 27
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Unavailable: canonical work link unavailable.
Observation 3b78d1ba-6456-44db-820f-2801cdf63c95 · outbound
Fast and Simplex: 2-Simplicial Attention in Triton N-Grammer: Augmenting Transformers with latent n-grams
Reference 28
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Unavailable: canonical work link unavailable.
Observation dd73ca29-adb4-4334-bf34-4ebf9ef17a3c · outbound
Fast and Simplex: 2-Simplicial Attention in Triton Representational strengths and limitations of transformers
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 7cb73c37-19bc-4b79-865f-0299409f9023 · outbound
Fast and Simplex: 2-Simplicial Attention in Triton Reasoning with Latent Thoughts: On the Power of Looped Transformers
Reference 30
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Unavailable: canonical work link unavailable.
Observation 46102a7f-c4b2-430e-a1bb-0552fd654313 · outbound
Fast and Simplex: 2-Simplicial Attention in Triton Outrageously Large Neural Networks: The Sparsely-Gated Mixture-of-Experts Layer
Reference 31
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Unavailable: canonical work link unavailable.
Observation df7e133b-f805-4a35-81f7-064cee55d01d · outbound
Fast and Simplex: 2-Simplicial Attention in Triton Scaling Laws for Linear Complexity Language Models
Reference 32
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Unavailable: canonical work link unavailable.
Observation bdf97131-425f-473d-9128-8e70286c6a36 · outbound
Fast and Simplex: 2-Simplicial Attention in Triton Searching for efficient transformers for language modeling
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 6801fb92-50a7-4266-800d-26187a2e3a49 · outbound
Fast and Simplex: 2-Simplicial Attention in Triton Beyond neural scaling laws: beating power law scaling via data pruning
Reference 34
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Unavailable: canonical work link unavailable.
Observation b0fad808-806b-42f6-b332-7e33fd351338 · outbound
Fast and Simplex: 2-Simplicial Attention in Triton Introduction to linear algebra
Reference 35
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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 13fe905a-2e17-408a-a2f3-3951992d2336 · outbound
Fast and Simplex: 2-Simplicial Attention in Triton Roformer: Enhanced transformer with rotary position embedding
Reference 36
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Unavailable: canonical work link unavailable.
Observation b5793db7-c1be-46d9-b7f8-113e2647b778 · outbound
Fast and Simplex: 2-Simplicial Attention in Triton Gemini: A Family of Highly Capable Multimodal Models
Reference 37
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Unavailable: canonical work link unavailable.
Observation cf94e19e-fde5-4398-a263-95f5696d1932 · outbound
Fast and Simplex: 2-Simplicial Attention in Triton LLaMA: Open and Efficient Foundation Language Models
Reference 38
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Unavailable: canonical work link unavailable.
Observation 9bd4d8bf-6a49-442d-af78-ccc248a73793 · outbound
Fast and Simplex: 2-Simplicial Attention in Triton On the uniform convergence of relative frequencies of events to their probabilities
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 194abe7a-bc53-4dae-a01f-f76f132f7c73 · outbound
Fast and Simplex: 2-Simplicial Attention in Triton Attention is all you need
Reference 40
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Unavailable: canonical work link unavailable.
Observation 0e702b2e-fec5-4033-b4d5-6438bb9c529d · outbound
Fast and Simplex: 2-Simplicial Attention in Triton Dcn v2: Improved deep & cross network and practical lessons for web-scale learning to rank systems
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 7c70767d-2472-41d1-b22e-34022cde12bc · outbound
Fast and Simplex: 2-Simplicial Attention in Triton Mmlu-pro: A more robust and challenging multi-task language understanding benchmark
Reference 42
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Unavailable: canonical work link unavailable.
Observation 7baf9805-b726-47c2-987a-4119f5be4ac3 · outbound
Fast and Simplex: 2-Simplicial Attention in Triton Looped Transformers are Better at Learning Learning Algorithms
Reference 43
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Unavailable: canonical work link unavailable.
Observation c5627278-022b-4e60-a142-af34a25a09b2 · outbound
Fast and Simplex: 2-Simplicial Attention in Triton Native Sparse Attention: Hardware-Aligned and Natively Trainable Sparse Attention
Reference 44
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Unavailable: canonical work link unavailable.
Observation 156c8414-88fe-4294-8961-e7f04c55fb01 · outbound
Fast and Simplex: 2-Simplicial Attention in Triton Big bird: Transformers for longer sequences
Reference 45
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Unavailable: canonical work link unavailable.
Observation d01a39a2-e8f4-4d62-ae49-70fe1aa6f144 · outbound
Fast and Simplex: 2-Simplicial Attention in Triton write newline
Reference 46
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Unavailable: canonical work link unavailable.
Observation efe69367-f1cc-4101-9158-10098582d9df · inbound
TLX: Hardware-Native, Evolvable MIMW GPU Compiler for Large-scale Production Environments Fast and Simplex: 2-Simplicial Attention in Triton
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation b79e26a7-55a5-43c7-8f36-65502312a56e · inbound
TLX: Hardware-Native, Evolvable MIMW GPU Compiler for Large-scale Production Environments Fast and Simplex: 2-Simplicial Attention in Triton
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation d4ed6c44-3b7e-48f2-a18e-c2f7402a604c · inbound
Higher-Order Fourier Neural Operator: Explicit Mode Mixer for Nonlinear PDEs Fast and Simplex: 2-Simplicial Attention in Triton
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.