Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
Paper Citation Record · LEDGER
ConSmax: Hardware-Friendly Alternative Softmax with Learnable Parameters
As of 20 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 3 inbound Pith citation observations for arXiv:2402.10930.
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 2026-08-20T06:33:59.587034+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-15T18:45:06.287325Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-07T15:42:44.619381Z
Reference resolution
0 of 0 outbound references displayed
- verified exact0
- verified fuzzy0
- unresolved0
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
No outbound reference observations are available for this paper version.
Pith citing papers
Observation 6b1eeae6-7b00-4f41-b5bc-932d4d8af7a7 · inbound
SoftmAP: Software-Hardware Co-design for Integer-Only Softmax on Associative Processors cites this paper.
SoftmAP: Software-Hardware Co-design for Integer-Only Softmax on Associative Processors ConSmax: Hardware-Friendly Alternative Softmax with Learnable Parameters
Reference 16
- Resolution
- unresolved
- no resolver link, observed 2026-08-12T11:50:51.888251Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 07f7228f-5b5f-473f-8d4e-b13b1718f94b · inbound
FLASH-D: FlashAttention with Hidden Softmax Division cites this paper.
FLASH-D: FlashAttention with Hidden Softmax Division ConSmax: Hardware-Friendly Alternative Softmax with Learnable Parameters
Reference 22
- Resolution
- verified exact
- local_arxiv, observed 2026-08-07T15:42:44.687202Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 971e46be-5d3e-4dad-8b41-229792210a4f · inbound
MEDEA: A Design-Time Multi-Objective Manager for Energy-Efficient DNN Inference on Heterogeneous Ultra-Low Power Platforms cites this paper.
MEDEA: A Design-Time Multi-Objective Manager for Energy-Efficient DNN Inference on Heterogeneous Ultra-Low Power Platforms ConSmax: Hardware-Friendly Alternative Softmax with Learnable Parameters
Reference 2024
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T18:45:06.287325Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.