Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-09T19:40:10.117050Z
Paper Citation Record · LEDGER
Sigmoid Self-Attention has Lower Sample Complexity than Softmax Self-Attention: A Mixture-of-Experts Perspective
As of 12 August 2026, this Paper Citation Record lists 51 of 51 outbound references and 5 inbound Pith citation observations for arXiv:2502.00281.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-03T20:49:18.282782Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-07-03T09:57:56.071813Z
Reference resolution
51 of 51 outbound references displayed
- verified exact1
- verified fuzzy19
- unresolved31
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation e8120a2f-1ed4-4b27-a28e-bd9d932542bb · outbound
This paper cites Quadratic Gating Mixture of Experts: Statistical Insights into Self-Attention.
Sigmoid Self-Attention has Lower Sample Complexity than Softmax Self-Attention: A Mixture-of-Experts Perspective Quadratic Gating Mixture of Experts: Statistical Insights into Self-Attention
Reference 1
- Resolution
- unresolved
- no resolver link, observed 2026-08-09T19:40:09.900330Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c8d8891a-f976-44ad-8f0d-71c3911bb9f6 · outbound
This paper cites Brown, B.
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-09T19:40:11.203351Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation ab4d4468-b600-4c27-98a4-acc42eef12ad · outbound
This paper cites Carion, F.
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-09T19:40:11.190297Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 10bba22e-00dd-44fc-8f03-aeabe3451f3d · outbound
This paper cites an unresolved cited work.
Sigmoid Self-Attention has Lower Sample Complexity than Softmax Self-Attention: A Mixture-of-Experts Perspective Unresolved cited work
Reference 4
- Resolution
- unresolved
- raw_fallback, observed 2026-08-09T19:40:11.177037Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation f0ffd833-082e-4733-997e-b698dcc0f59b · outbound
This paper cites an unresolved cited work.
Sigmoid Self-Attention has Lower Sample Complexity than Softmax Self-Attention: A Mixture-of-Experts Perspective Unresolved cited work
Reference 5
- Resolution
- unresolved
- raw_fallback, observed 2026-08-09T19:40:11.163315Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation ae242085-d1c6-42e9-a732-924c497e3b57 · outbound
This paper cites an unresolved cited work.
Sigmoid Self-Attention has Lower Sample Complexity than Softmax Self-Attention: A Mixture-of-Experts Perspective Unresolved cited work
Reference 6
- Resolution
- unresolved
- raw_fallback, observed 2026-08-09T19:40:11.150009Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 54a17dd1-0fea-454a-b6e9-5fe9fb1fe11a · outbound
This paper cites an unresolved cited work.
Sigmoid Self-Attention has Lower Sample Complexity than Softmax Self-Attention: A Mixture-of-Experts Perspective Unresolved cited work
Reference 7
- Resolution
- unresolved
- raw_fallback, observed 2026-08-09T19:40:11.136890Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation cf36eb1e-0b80-44d1-88ad-859c22423932 · outbound
This paper cites Csordás, K.
Reference 8
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-09T19:40:11.123287Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation e45bede9-6c9d-4f26-ad44-2b34d4e07e10 · outbound
This paper cites SwitchHead: Accelerating Transformers with Mixture-of-Experts Attention.
Sigmoid Self-Attention has Lower Sample Complexity than Softmax Self-Attention: A Mixture-of-Experts Perspective SwitchHead: Accelerating Transformers with Mixture-of-Experts Attention
Reference 9
- Resolution
- unresolved
- no resolver link, observed 2026-08-09T19:40:09.937100Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 43abca66-ad71-4c7e-97b7-77b8e897c22c · outbound
This paper cites an unresolved cited work.
Sigmoid Self-Attention has Lower Sample Complexity than Softmax Self-Attention: A Mixture-of-Experts Perspective Unresolved cited work
Reference 10
- Resolution
- unresolved
- raw_fallback, observed 2026-08-09T19:40:11.109063Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation d1b3f20a-c2fd-435f-ba94-91f6aefc0470 · outbound
This paper cites an unresolved cited work.
Sigmoid Self-Attention has Lower Sample Complexity than Softmax Self-Attention: A Mixture-of-Experts Perspective Unresolved cited work
Reference 11
- Resolution
- unresolved
- raw_fallback, observed 2026-08-09T19:40:11.094932Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation fa7dafaf-4d6b-46be-baf8-2b81dce23543 · outbound
This paper cites DeepSeek-V3 Technical Report.
Sigmoid Self-Attention has Lower Sample Complexity than Softmax Self-Attention: A Mixture-of-Experts Perspective DeepSeek-V3 Technical Report
Reference 12
- Resolution
- unresolved
- no resolver link, observed 2026-08-09T19:40:09.950221Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 253386c7-9ee4-41f6-bb58-3b149a922e74 · outbound
This paper cites Devlin, M.-W.
Sigmoid Self-Attention has Lower Sample Complexity than Softmax Self-Attention: A Mixture-of-Experts Perspective Devlin, M.-W
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-09T19:40:11.080979Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation d087c60a-ee86-406f-a0b7-7b7b0a1725e2 · outbound
This paper cites An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale.
Sigmoid Self-Attention has Lower Sample Complexity than Softmax Self-Attention: A Mixture-of-Experts Perspective An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale
Reference 14
- Resolution
- unresolved
- no resolver link, observed 2026-08-09T19:40:09.958925Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 676de2a8-a1a3-4c58-a6d7-c0899e021e64 · outbound
This paper cites an unresolved cited work.
Sigmoid Self-Attention has Lower Sample Complexity than Softmax Self-Attention: A Mixture-of-Experts Perspective Unresolved cited work
Reference 15
- Resolution
- unresolved
- raw_fallback, observed 2026-08-09T19:40:11.067577Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 599fd6a8-175d-4b02-8c68-7a0bdd711742 · outbound
This paper cites Faria and G.
Reference 16
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-09T19:40:11.054095Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 6e5711a7-2217-4e2b-a1a0-c18ff6caa360 · outbound
This paper cites Fedus, B.
Reference 17
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-09T19:40:11.040919Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation db5d1512-5d0d-431c-94ef-e6f6823b6a38 · outbound
This paper cites an unresolved cited work.
Sigmoid Self-Attention has Lower Sample Complexity than Softmax Self-Attention: A Mixture-of-Experts Perspective Unresolved cited work
Reference 18
- Resolution
- unresolved
- raw_fallback, observed 2026-08-09T19:40:11.027620Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 94040920-2a3c-4ba5-8fdc-c71943b91d03 · outbound
This paper cites When Attention Sink Emerges in Language Models: An Empirical View.
Sigmoid Self-Attention has Lower Sample Complexity than Softmax Self-Attention: A Mixture-of-Experts Perspective When Attention Sink Emerges in Language Models: An Empirical View
Reference 19
- Resolution
- unresolved
- no resolver link, observed 2026-08-09T19:40:09.979304Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5f986ff3-09af-4868-9ebb-81821c2c1630 · outbound
This paper cites Hazimeh, Z.
Reference 20
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-09T19:40:11.014277Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation bd3c8fad-4ea1-4be6-a400-ced16f5f9f9d · outbound
This paper cites Ho, C.-Y.
Reference 21
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-09T19:40:11.001140Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 6161a011-10e8-4898-a37e-5bc640160320 · outbound
This paper cites an unresolved cited work.
Sigmoid Self-Attention has Lower Sample Complexity than Softmax Self-Attention: A Mixture-of-Experts Perspective Unresolved cited work
Reference 22
- Resolution
- unresolved
- no resolver link, observed 2026-08-09T19:40:09.992027Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 538213f1-c24a-4f17-bbc8-671ad2be8eef · outbound
This paper cites an unresolved cited work.
Sigmoid Self-Attention has Lower Sample Complexity than Softmax Self-Attention: A Mixture-of-Experts Perspective Unresolved cited work
Reference 23
- Resolution
- unresolved
- raw_fallback, observed 2026-08-09T19:40:10.987525Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 74f79a52-ec75-4a5c-826f-5f4a8271b756 · outbound
This paper cites an unresolved cited work.
Sigmoid Self-Attention has Lower Sample Complexity than Softmax Self-Attention: A Mixture-of-Experts Perspective Unresolved cited work
Reference 24
- Resolution
- unresolved
- raw_fallback, observed 2026-08-09T19:40:10.974348Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 98d8873a-e043-433d-85a5-673f82117a78 · outbound
This paper cites Mixtral of Experts.
Sigmoid Self-Attention has Lower Sample Complexity than Softmax Self-Attention: A Mixture-of-Experts Perspective Mixtral of Experts
Reference 25
- Resolution
- unresolved
- no resolver link, observed 2026-08-09T19:40:10.004105Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bc98eb83-21b7-4899-8753-b55aa7e3fe1c · outbound
This paper cites an unresolved cited work.
Sigmoid Self-Attention has Lower Sample Complexity than Softmax Self-Attention: A Mixture-of-Experts Perspective Unresolved cited work
Reference 26
- Resolution
- unresolved
- no resolver link, observed 2026-08-09T19:40:10.008682Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 968242c1-feda-412c-b867-0bc959ae2c0b · outbound
This paper cites an unresolved cited work.
Sigmoid Self-Attention has Lower Sample Complexity than Softmax Self-Attention: A Mixture-of-Experts Perspective Unresolved cited work
Reference 27
- Resolution
- unresolved
- raw_fallback, observed 2026-08-09T19:40:10.961009Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 2809a598-64be-4929-b590-d4fc542cf60b · outbound
This paper cites Preference Transformer: Modeling Human Preferences using Transformers for RL.
Sigmoid Self-Attention has Lower Sample Complexity than Softmax Self-Attention: A Mixture-of-Experts Perspective Preference Transformer: Modeling Human Preferences using Transformers for RL
Reference 28
- Resolution
- unresolved
- no resolver link, observed 2026-08-09T19:40:10.017433Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 26154118-9089-4458-97a9-ec9b9e392146 · outbound
This paper cites Kwon and S.-W.
Sigmoid Self-Attention has Lower Sample Complexity than Softmax Self-Attention: A Mixture-of-Experts Perspective Kwon and S.-W
Reference 29
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-09T19:40:10.947431Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 8c1220ec-2af6-4db9-af5f-a9a9b87b42bc · outbound
This paper cites an unresolved cited work.
Sigmoid Self-Attention has Lower Sample Complexity than Softmax Self-Attention: A Mixture-of-Experts Perspective Unresolved cited work
Reference 30
- Resolution
- unresolved
- raw_fallback, observed 2026-08-09T19:40:10.934201Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation b6ab5a69-e223-4325-bc4d-737676593977 · outbound
This paper cites an unresolved cited work.
Sigmoid Self-Attention has Lower Sample Complexity than Softmax Self-Attention: A Mixture-of-Experts Perspective Unresolved cited work
Reference 31
- Resolution
- unresolved
- raw_fallback, observed 2026-08-09T19:40:10.920938Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation eaad19f3-c0ac-42c3-9944-674c11baa8d1 · outbound
This paper cites an unresolved cited work.
Sigmoid Self-Attention has Lower Sample Complexity than Softmax Self-Attention: A Mixture-of-Experts Perspective Unresolved cited work
Reference 32
- Resolution
- unresolved
- raw_fallback, observed 2026-08-09T19:40:10.907333Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 80e2ac64-eebf-441c-8ea6-aa3007049d4c · outbound
This paper cites Manole and N.
Sigmoid Self-Attention has Lower Sample Complexity than Softmax Self-Attention: A Mixture-of-Experts Perspective Manole and N
Reference 33
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-09T19:40:10.893918Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 6a9355de-8d42-45e6-938a-9fc09e2c4049 · outbound
This paper cites Convergence Rates for Mixture-of-Experts.
Sigmoid Self-Attention has Lower Sample Complexity than Softmax Self-Attention: A Mixture-of-Experts Perspective Convergence Rates for Mixture-of-Experts
Reference 34
- Resolution
- unresolved
- no resolver link, observed 2026-08-09T19:40:10.043497Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 71feb4ba-a7e5-46a1-9945-9ceb7a7c5eab · outbound
This paper cites OLMoE: Open Mixture-of-Experts Language Models.
Sigmoid Self-Attention has Lower Sample Complexity than Softmax Self-Attention: A Mixture-of-Experts Perspective OLMoE: Open Mixture-of-Experts Language Models
Reference 35
- Resolution
- unresolved
- no resolver link, observed 2026-08-09T19:40:10.047855Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ab56543d-cac9-4b9e-be45-9a0e599f7307 · outbound
This paper cites Nguyen, P.
Reference 36
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-09T19:40:10.879965Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation baf56675-9f9b-45f7-8540-65b729d3bb66 · outbound
This paper cites On Expert Estimation in Hierarchical Mixture of Experts: Beyond Softmax Gating Functions.
Sigmoid Self-Attention has Lower Sample Complexity than Softmax Self-Attention: A Mixture-of-Experts Perspective On Expert Estimation in Hierarchical Mixture of Experts: Beyond Softmax Gating Functions
Reference 37
- Resolution
- unresolved
- no resolver link, observed 2026-08-09T19:40:10.056730Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6178e07b-b68c-43de-8d2f-3c8027c7b27f · outbound
This paper cites Nguyen, N.
Reference 38
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-09T19:40:10.865963Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation e3a0f99e-2ecb-428b-9498-90a9b789db58 · outbound
This paper cites Nguyen, T.
Reference 39
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-09T19:40:10.851697Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 30a20f9a-c936-4ee9-a8e3-552c09ce2cfa · outbound
This paper cites Puigcerver, C.
Sigmoid Self-Attention has Lower Sample Complexity than Softmax Self-Attention: A Mixture-of-Experts Perspective Puigcerver, C
Reference 40
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-09T19:40:10.837621Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation c65e66c5-abe5-4307-b1ff-9a324a67e769 · outbound
This paper cites Radford, J.
Reference 41
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-09T19:40:10.823953Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 07cf5d11-6c29-4bff-b1d7-cee2ebcd2739 · outbound
This paper cites Raffel, N.
Reference 42
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-09T19:40:10.809871Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 83fe0c0b-b786-43e1-a462-f18671deb5dd · outbound
This paper cites Theory, Analysis, and Best Practices for Sigmoid Self-Attention.
Sigmoid Self-Attention has Lower Sample Complexity than Softmax Self-Attention: A Mixture-of-Experts Perspective Theory, Analysis, and Best Practices for Sigmoid Self-Attention
Reference 43
- Resolution
- unresolved
- no resolver link, observed 2026-08-09T19:40:10.082924Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 415866f7-466c-4977-a643-b7911dea9cdb · outbound
This paper cites Shazeer, A.
Reference 44
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-09T19:40:10.793983Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 45f5aca0-f4ac-43fe-8be7-60ea9fe12926 · outbound
This paper cites LLaMA: Open and Efficient Foundation Language Models.
Sigmoid Self-Attention has Lower Sample Complexity than Softmax Self-Attention: A Mixture-of-Experts Perspective LLaMA: Open and Efficient Foundation Language Models
Reference 45
- Resolution
- unresolved
- no resolver link, observed 2026-08-09T19:40:10.091745Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 361ce6d9-8ada-43f5-a50d-41c25448b45a · outbound
This paper cites van de Geer.Empirical Processes in M-estimation.
Sigmoid Self-Attention has Lower Sample Complexity than Softmax Self-Attention: A Mixture-of-Experts Perspective van de Geer.Empirical Processes in M-estimation
Reference 46
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-09T19:40:10.780108Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 5a7d2c5b-9169-40d2-a67b-7d18cfeb4396 · outbound
This paper cites Vaswani, N.
Reference 47
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-09T19:40:10.765132Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 1c69072e-898a-4f23-bf1b-49ea75647eba · outbound
This paper cites Multi-Head Mixture-of-Experts.
Sigmoid Self-Attention has Lower Sample Complexity than Softmax Self-Attention: A Mixture-of-Experts Perspective Multi-Head Mixture-of-Experts
Reference 48
- Resolution
- verified exact
- local_arxiv, observed 2026-08-09T19:40:10.171584Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 39cfab8e-90a2-4419-8c76-e23f39afd472 · outbound
This paper cites an unresolved cited work.
Sigmoid Self-Attention has Lower Sample Complexity than Softmax Self-Attention: A Mixture-of-Experts Perspective Unresolved cited work
Reference 49
- Resolution
- unresolved
- raw_fallback, observed 2026-08-09T19:40:10.751070Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation fc2b7f1a-0b9a-425a-a8a9-b788e2943258 · outbound
This paper cites SpeechMoE: Scaling to Large Acoustic Models with Dynamic Routing Mixture of Experts.
Sigmoid Self-Attention has Lower Sample Complexity than Softmax Self-Attention: A Mixture-of-Experts Perspective SpeechMoE: Scaling to Large Acoustic Models with Dynamic Routing Mixture of Experts
Reference 50
- Resolution
- unresolved
- no resolver link, observed 2026-08-09T19:40:10.112733Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 39ae668c-00e4-4f95-b16e-470717cc645f · outbound
This paper cites an unresolved cited work.
Sigmoid Self-Attention has Lower Sample Complexity than Softmax Self-Attention: A Mixture-of-Experts Perspective Unresolved cited work
Reference 51
- Resolution
- unresolved
- raw_fallback, observed 2026-08-09T19:40:10.736837Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Pith citing papers
Observation 74902ead-3577-4d01-9a87-7f7862c4d1c6 · inbound
SAGE: Shape-Adapting Gated Experts for Adaptive Histopathology Image Segmentation cites this paper.
SAGE: Shape-Adapting Gated Experts for Adaptive Histopathology Image Segmentation Sigmoid Self-Attention has Lower Sample Complexity than Softmax Self-Attention: A Mixture-of-Experts Perspective
Reference 38
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T20:49:18.282782Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 62cb4b34-ec64-48a5-a379-5011aaab5a53 · inbound
Integrated electro-optic attention nonlinearities for transformers cites this paper.
Integrated electro-optic attention nonlinearities for transformers Sigmoid Self-Attention has Lower Sample Complexity than Softmax Self-Attention: A Mixture-of-Experts Perspective
Reference 12
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T06:20:58.535002Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation f2b15b6b-1169-4598-853c-f53962355732 · inbound
Convergence Rates for Latent Mixing Measures in Infinite Homoscedastic Location-Scale Mixture Models cites this paper.
Convergence Rates for Latent Mixing Measures in Infinite Homoscedastic Location-Scale Mixture Models Sigmoid Self-Attention has Lower Sample Complexity than Softmax Self-Attention: A Mixture-of-Experts Perspective
Reference 97
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-11T04:50:55.274953Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation a1ff76b9-ee72-4d8c-8925-53542b2ad83e · inbound
Efficient Implementation of an Adaptive Transformer Accelerator for Massive MIMO Outdoor Localization cites this paper.
Efficient Implementation of an Adaptive Transformer Accelerator for Massive MIMO Outdoor Localization Sigmoid Self-Attention has Lower Sample Complexity than Softmax Self-Attention: A Mixture-of-Experts Perspective
Reference 20
- Resolution
- verified exact
- arxiv_id, observed 2026-05-14T18:27:35.241620Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 1b5517cb-1af4-4347-9199-1a246cf347ee · inbound
Boltzmann Attention: Learnable Ising Couplings for Cooperative Attention cites this paper.
Boltzmann Attention: Learnable Ising Couplings for Cooperative Attention Sigmoid Self-Attention has Lower Sample Complexity than Softmax Self-Attention: A Mixture-of-Experts Perspective
Reference 16
- Resolution
- verified exact
- arxiv_id, observed 2026-07-03T09:57:56.073408Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.