Paper Citation Record · LEDGER

Forgetting Transformer: Softmax Attention with a Forget Gate

As of 20 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 16 inbound Pith citation observations for arXiv:2503.02130.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2503.02130 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 16 of 16 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 16 of 16 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:05:17.376218Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-07-04T03:29:30.170846Z

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 24b7b178-4ab5-4b8d-aec8-1aa39c8c63bd · inbound

Gated Attention for Large Language Models: Non-linearity, Sparsity, and Attention-Sink-Free cites this paper.

Gated Attention for Large Language Models: Non-linearity, Sparsity, and Attention-Sink-Free Forgetting Transformer: Softmax Attention with a Forget Gate

Reference 17

Resolution: verified exact; arxiv_id, observed 2026-05-12T09:04:34.889061Z

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 ff4bc00a-3230-4281-ab2e-6656d2c1f2bb · inbound

Amplify Adjacent Token Differences: Enhancing Long Chain-of-Thought Reasoning with Shift-FFN cites this paper.

Amplify Adjacent Token Differences: Enhancing Long Chain-of-Thought Reasoning with Shift-FFN Forgetting Transformer: Softmax Attention with a Forget Gate

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T15:05:17.376218Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 98ed79ce-0bf7-42e2-b619-322b8645d438 · inbound

Understanding Transformer from the Perspective of Associative Memory cites this paper.

Understanding Transformer from the Perspective of Associative Memory Forgetting Transformer: Softmax Attention with a Forget Gate

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T14:19:50.604148Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cc102771-46f0-463c-801a-bf70e9e21d79 · inbound

MesaNet: Sequence Modeling by Locally Optimal Test-Time Training cites this paper.

MesaNet: Sequence Modeling by Locally Optimal Test-Time Training Forgetting Transformer: Softmax Attention with a Forget Gate

Reference 70

Resolution: unresolved; no resolver link, observed 2026-08-07T10:30:13.759264Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3c25cab0-d1df-4c0d-ba57-e46784793316 · inbound

Scaling Context Requires Rethinking Attention cites this paper.

Scaling Context Requires Rethinking Attention Forgetting Transformer: Softmax Attention with a Forget Gate

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-06T20:00:43.760372Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c7385187-c710-4120-ac71-4c4b10e2919c · inbound

Distributed Associative Memory via Online Convex Optimization cites this paper.

Distributed Associative Memory via Online Convex Optimization Forgetting Transformer: Softmax Attention with a Forget Gate

Reference 17

Resolution: verified exact; arxiv_id, observed 2026-05-18T13:22:37.605998Z

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 4e60121f-f687-41c5-9d8f-0ca7cd8355d7 · inbound

Kimi Linear: An Expressive, Efficient Attention Architecture cites this paper.

Kimi Linear: An Expressive, Efficient Attention Architecture Forgetting Transformer: Softmax Attention with a Forget Gate

Reference 59

Resolution: verified exact; arxiv_id, observed 2026-05-13T23:49:11.201312Z

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 2b16414b-ba7c-46af-918c-f79f2bef3ac9 · inbound

Distributed Dynamic Associative Memory via Online Convex Optimization cites this paper.

Distributed Dynamic Associative Memory via Online Convex Optimization Forgetting Transformer: Softmax Attention with a Forget Gate

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-03T19:39:10.606079Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ceacd1bb-56fd-4f34-b027-260c158f5d0c · inbound

Group Representational Position Encoding cites this paper.

Group Representational Position Encoding Forgetting Transformer: Softmax Attention with a Forget Gate

Reference 13

Resolution: metadata mismatch; arxiv_id, observed 2026-05-17T00:08:43.758245Z

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 89b5f006-9193-4076-ba99-9fc40fdb6625 · inbound

Kaczmarz Linear Attention cites this paper.

Kaczmarz Linear Attention Forgetting Transformer: Softmax Attention with a Forget Gate

Reference 21

Resolution: verified exact; arxiv_id, observed 2026-05-12T08:21:23.272020Z

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 e1c12bfe-1201-4094-9175-f8460b689baa · inbound

Learning-Based Spectrum Cartography in Low Earth Orbit Satellite Networks: An Overview cites this paper.

Learning-Based Spectrum Cartography in Low Earth Orbit Satellite Networks: An Overview Forgetting Transformer: Softmax Attention with a Forget Gate

Reference 131

Resolution: verified exact; arxiv_id, observed 2026-05-12T05:51:26.035674Z

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 0bc33a37-90bd-42d7-b0cd-e65561bca39a · inbound

Remember to Forget: Gated Adaptive Positional Encoding cites this paper.

Remember to Forget: Gated Adaptive Positional Encoding Forgetting Transformer: Softmax Attention with a Forget Gate

Reference 14

Resolution: verified exact; arxiv_id, observed 2026-05-12T05:56:41.213773Z

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 10d227c2-51af-4b41-b279-c32b85f0681d · inbound

Forget Attention: Importance-Aware Attention Is All You Need cites this paper.

Forget Attention: Importance-Aware Attention Is All You Need Forgetting Transformer: Softmax Attention with a Forget Gate

Reference 13

Resolution: verified exact; arxiv_id, observed 2026-07-01T23:06:21.017603Z

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 8e09ecb3-002e-4367-8504-7bd811cc6ca8 · inbound

Physics-Informed Neural Network with Squeeze-Excitation-like Attention cites this paper.

Physics-Informed Neural Network with Squeeze-Excitation-like Attention Forgetting Transformer: Softmax Attention with a Forget Gate

Reference 60

Resolution: verified exact; arxiv_id, observed 2026-07-04T03:29:30.172882Z

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 c866d79f-3dee-4e92-afdc-fcb071f05096 · inbound

Spectral Origins of the Self-Correction Blind Spot in Autoregressive Generation cites this paper.

Spectral Origins of the Self-Correction Blind Spot in Autoregressive Generation Forgetting Transformer: Softmax Attention with a Forget Gate

Reference 14

Resolution: unresolved; no resolver link, observed 2026-07-14T15:30:23.485228Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f8b427f3-4cd4-4da9-acd9-720214a8eb06 · inbound

Raven: High-Recall Sequence Modeling with Sparse Memory Routing cites this paper.

Raven: High-Recall Sequence Modeling with Sparse Memory Routing Forgetting Transformer: Softmax Attention with a Forget Gate

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-01T02:44:01.453174Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.