Paper Citation Record · LEDGER

FlashMemory-DeepSeek-V4: Lightning Index Ultra-Long Context via Lookahead Sparse Attention

As of 4 August 2026, this Paper Citation Record lists 6 of 6 outbound references and 2 inbound Pith citation observations for arXiv:2606.09079.

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

pith.paper-citation-record.v1
2606.09079 v3

Coverage vector

measured 6 of 6 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-02T12:06:20.447164Z

measured 8 of 8 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-04T06:34:03.388597+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-30T17:09:12.494908Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

6 of 6 outbound references displayed

verified exact0
verified fuzzy0
unresolved6
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 7e443be2-b878-4fba-a210-2e141476ae3f · outbound

This paper cites Deepseek-v4: Towards highly efficient million-token context intelligence.

FlashMemory-DeepSeek-V4: Lightning Index Ultra-Long Context via Lookahead Sparse Attention Deepseek-v4: Towards highly efficient million-token context intelligence

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-02T12:06:20.010398Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1e01f207-abfc-40e7-962e-047d3431b29c · outbound

This paper cites Qwen3.5: Extending the frontier of open large language models.

FlashMemory-DeepSeek-V4: Lightning Index Ultra-Long Context via Lookahead Sparse Attention Qwen3.5: Extending the frontier of open large language models

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-02T12:06:20.095892Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9ff589fe-2959-4f10-897b-9751d5647334 · outbound

This paper cites Longbench v2: Towards deeper understanding and reasoning on realistic long-context multitasks, 2025.

FlashMemory-DeepSeek-V4: Lightning Index Ultra-Long Context via Lookahead Sparse Attention Longbench v2: Towards deeper understanding and reasoning on realistic long-context multitasks, 2025

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-02T12:06:20.160637Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0b01a806-b44d-4387-b6d2-bf2b6f2d9263 · outbound

This paper cites Longmemeval: Benchmarking chat assistants on long-term interactive memory, 2025.

FlashMemory-DeepSeek-V4: Lightning Index Ultra-Long Context via Lookahead Sparse Attention Longmemeval: Benchmarking chat assistants on long-term interactive memory, 2025

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-02T12:06:20.237271Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a4963b25-a38b-48c5-b7ab-f209d0f5538b · outbound

This paper cites Ruler: What’s the real context size of your long-context language models?, 2024.

FlashMemory-DeepSeek-V4: Lightning Index Ultra-Long Context via Lookahead Sparse Attention Ruler: What’s the real context size of your long-context language models?, 2024

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-02T12:06:20.300032Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 46a32775-7d7b-431e-b767-398dc3829438 · outbound

This paper cites Michelangelo: Long context evaluations beyond haystacks via latent structure queries, 2024.

FlashMemory-DeepSeek-V4: Lightning Index Ultra-Long Context via Lookahead Sparse Attention Michelangelo: Long context evaluations beyond haystacks via latent structure queries, 2024

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-02T12:06:20.447164Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 3f9c64f5-cd60-435b-b28c-ffd835bca432 · inbound

Semantic-aware and Self-improving Program Reduction via Agentic Large Language Models cites this paper.

Semantic-aware and Self-improving Program Reduction via Agentic Large Language Models FlashMemory-DeepSeek-V4: Lightning Index Ultra-Long Context via Lookahead Sparse Attention

Reference 23

Resolution: unresolved; no resolver link, observed 2026-07-12T00:06:22.827596Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 558cfb5b-65d8-4501-a668-c84096a45717 · inbound

Variational-Ising-Attention (VIA):TailoredAttentionMattersfor Science cites this paper.

Variational-Ising-Attention (VIA):TailoredAttentionMattersfor Science FlashMemory-DeepSeek-V4: Lightning Index Ultra-Long Context via Lookahead Sparse Attention

Reference 5

Resolution: unresolved; no resolver link, observed 2026-07-30T17:09:12.494908Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.