Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-02T14:02:41.419049Z
Paper Citation Record · LEDGER
As of 7 August 2026, this Paper Citation Record lists 16 of 16 outbound references and 0 inbound Pith citation observations for arXiv:2607.20457.
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 2026-08-02T14:02:41.419049Z
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
A source-named dated measurement, never combined with another source.
Source: cited_works
16 of 16 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation b8234a4e-948c-4824-86a7-3fa6589dd2c4 · outbound
Dropping the Anchor: Statistical Context Summarization for Distributed Systems via Pulsar Attention Strengths.More robust than TF-IDF when chunk lengths vary.Weakness.Slightly higher compute; benefits diminish when all chunks are the same length
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e996a43d-da50-4b8f-8b47-25ee335e26d2 · outbound
Dropping the Anchor: Statistical Context Summarization for Distributed Systems via Pulsar Attention RULER: What's the Real Context Size of Your Long-Context Language Models?
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9cea1f61-1c50-40b7-81a4-f362b351b760 · outbound
Dropping the Anchor: Statistical Context Summarization for Distributed Systems via Pulsar Attention Llm- lingua: Compressing prompts for accelerated inference of large language models
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3174dc67-2214-4bee-ac8f-24deb82b378a · outbound
Dropping the Anchor: Statistical Context Summarization for Distributed Systems via Pulsar Attention BABILong: Testing the Limits of LLMs with Long Context Reasoning-in-a-Haystack
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a2f80cf7-bab2-4401-ada4-f300e1b68339 · outbound
Dropping the Anchor: Statistical Context Summarization for Distributed Systems via Pulsar Attention FlexPrefill: A Context-Aware Sparse Attention Mechanism for Efficient Long-Sequence Inference
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ee14dd1c-ec52-4d4d-b458-c3f0de210c58 · outbound
Dropping the Anchor: Statistical Context Summarization for Distributed Systems via Pulsar Attention Ring Attention with Blockwise Transformers for Near-Infinite Context
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9953eb2e-7cd1-41af-9463-c7346687e265 · outbound
Dropping the Anchor: Statistical Context Summarization for Distributed Systems via Pulsar Attention Online normalizer calculation for softmax
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a674559d-b0bb-4927-9c22-0eb29d545d20 · outbound
Dropping the Anchor: Statistical Context Summarization for Distributed Systems via Pulsar Attention Unresolved cited work
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 364bd911-1fa8-41f1-a537-97510e154a42 · outbound
Dropping the Anchor: Statistical Context Summarization for Distributed Systems via Pulsar Attention A., Ainslie, J., Alberti, C., Ontanon, S., Pham, P., Ravula, A., Wang, Q., Yang, L., and Ahmed, A
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6da9898e-0a51-47b0-870a-81f8f44bcde9 · outbound
Dropping the Anchor: Statistical Context Summarization for Distributed Systems via Pulsar Attention Efficient Streaming Language Models with Attention Sinks
Reference 2009
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 06cb56a7-1bae-4a12-8137-568a9a3c44f0 · outbound
Dropping the Anchor: Statistical Context Summarization for Distributed Systems via Pulsar Attention Squad: 100,000+ questions for machine comprehension of text
Reference 2018
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 78fecfa3-a0bf-4eb1-b787-12e2adb645c9 · outbound
Dropping the Anchor: Statistical Context Summarization for Distributed Systems via Pulsar Attention PyramidKV: Dynamic KV Cache Compression based on Pyramidal Information Funneling
Reference 2020
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1e02c246-49d0-4417-81b1-4cd163aa3f77 · outbound
Dropping the Anchor: Statistical Context Summarization for Distributed Systems via Pulsar Attention The Llama 3 Herd of Models
Reference 2022
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 84416ca2-fadd-4c89-8a8a-4e79ac063570 · outbound
Dropping the Anchor: Statistical Context Summarization for Distributed Systems via Pulsar Attention MInference 1.0: Ac- celerating pre-filling for long-context LLMs via dynamic sparse attention
Reference 2023
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3b91352e-90a9-4314-932c-aed84c332266 · outbound
Dropping the Anchor: Statistical Context Summarization for Distributed Systems via Pulsar Attention FlashAt- tention: Fast and memory-efficient exact attention with IO-awareness
Reference 2024
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d8bb8e36-8db8-49bd-8adf-0a707c80eb22 · outbound
Dropping the Anchor: Statistical Context Summarization for Distributed Systems via Pulsar Attention Longformer: The Long-Document Transformer
Reference 2025
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.