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Paper Citation Record · LEDGER

Deep Learning Inference in Facebook Data Centers: Characterization, Performance Optimizations and Hardware Implications

As of 10 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 3 inbound Pith citation observations for arXiv:1811.09886.

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

pith.paper-citation-record.v1
1811.09886 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 3 of 3 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-28T11:34:24.019560Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-02T01:46:26.566188Z

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 d79351ac-d010-41bf-a9a8-2879c0490093 · inbound

FireBridge: Cycle-Accurate Hardware + Firmware Co-Verification for Modern Accelerators cites this paper.

FireBridge: Cycle-Accurate Hardware + Firmware Co-Verification for Modern Accelerators Deep Learning Inference in Facebook Data Centers: Characterization, Performance Optimizations and Hardware Implications

Reference 8

Resolution
verified exact
local_arxiv, observed 2026-05-14T23:59:35.106993Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-14T23:58:34.758091Z digest=sha256:45f23b1f71b0ffb86151e3c51823cb38ceb06440cb78f52053a70edd8a29a892

Observation 8a7de89f-9bce-4637-90dc-191b98c8847c · inbound

Privatar: Scalable Privacy-preserving Multi-user VR via Secure Offloading cites this paper.

Privatar: Scalable Privacy-preserving Multi-user VR via Secure Offloading Deep Learning Inference in Facebook Data Centers: Characterization, Performance Optimizations and Hardware Implications

Reference 98

Resolution
metadata mismatch
arxiv_id, observed 2026-05-10T06:21:26.870117Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-10T06:20:18.479234Z digest=sha256:150dc743c64aabbc6acb1de4c91eba877e19de839eef22b37c0ac7da3a7a2674

Observation 033b5129-02fc-4bc6-8257-ac9de32c8397 · inbound

MOSAIC: Efficient Mixture-of-Agent Scheduling via Adaptive Aggregation and Inference Concurrency cites this paper.

MOSAIC: Efficient Mixture-of-Agent Scheduling via Adaptive Aggregation and Inference Concurrency Deep Learning Inference in Facebook Data Centers: Characterization, Performance Optimizations and Hardware Implications

Reference 62

Resolution
metadata mismatch
local_arxiv, observed 2026-07-02T01:46:26.567864Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-06-28T11:34:24.019560Z digest=sha256:664ff7bbf83f3b7936a48250820950d025a97123fa9870c51503e1675f2e2788