Paper Citation Record · LEDGER

Byzantine-Robust and Differentially Private Federated Optimization under Weaker Assumptions

As of 4 August 2026, this Paper Citation Record lists 24 of 24 outbound references and 0 inbound Pith citation observations for arXiv:2603.23472.

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

pith.paper-citation-record.v1
2603.23472 v2

Coverage vector

measured 24 of 24 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-15T00:04:13.246291Z

measured 24 of 24 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 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

24 of 24 outbound references displayed

verified exact0
verified fuzzy8
unresolved14
parse uncertain0
malformed identifier2
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 05a755d9-5999-4d5b-9fec-dbac6289124b · outbound

This paper cites an unresolved cited work.

Byzantine-Robust and Differentially Private Federated Optimization under Weaker Assumptions Unresolved cited work

Reference 1

Resolution: malformed identifier; raw_fallback, observed 2026-05-15T11:40:32.738543Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 698aeed5-aa78-45c7-8766-817f298eef0d · outbound

This paper cites an unresolved cited work.

Byzantine-Robust and Differentially Private Federated Optimization under Weaker Assumptions Unresolved cited work

Reference 2

Resolution: malformed identifier; raw_fallback, observed 2026-05-15T11:40:32.786381Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation bc1485ff-9863-4f70-8e9c-0171729671cc · outbound

This paper cites an unresolved cited work.

Byzantine-Robust and Differentially Private Federated Optimization under Weaker Assumptions Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-05-15T11:40:32.790260Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 9b072cec-57b2-4201-9502-5414e6eaeadc · outbound

This paper cites Note that if one of the maximum terms in the last sum is actually zero, then the bound is easier to satisfy.

Byzantine-Robust and Differentially Private Federated Optimization under Weaker Assumptions Note that if one of the maximum terms in the last sum is actually zero, then the bound is easier to satisfy

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T11:40:32.741250Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 5a6c0e89-75b4-441d-adcc-5e89ee1ea18c · outbound

This paper cites Therefore, the bound5of the assumption of the induction is verified.

Byzantine-Robust and Differentially Private Federated Optimization under Weaker Assumptions Therefore, the bound5of the assumption of the induction is verified

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T11:40:32.805431Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation a85cb7a2-393d-4d80-84ed-fe522d7f0d2d · outbound

This paper cites an unresolved cited work.

Byzantine-Robust and Differentially Private Federated Optimization under Weaker Assumptions Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-05-15T11:40:32.782006Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation b5f828c0-76ce-45ac-9834-2c0eedbed7f5 · outbound

This paper cites an unresolved cited work.

Byzantine-Robust and Differentially Private Federated Optimization under Weaker Assumptions Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-05-15T11:40:32.736015Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation aea2e0ee-22d6-4328-984e-437eacd125a3 · outbound

This paper cites an unresolved cited work.

Byzantine-Robust and Differentially Private Federated Optimization under Weaker Assumptions Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-05-15T11:40:32.728550Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation fd9eb2ac-2ddb-4f46-804c-da4812366e8b · outbound

This paper cites Moreover, this also implies that ΦK+1≤Φ0 + ∆≤∆ + ∆ = 2∆, i.e., condition6in the induction assumption holds.

Byzantine-Robust and Differentially Private Federated Optimization under Weaker Assumptions Moreover, this also implies that ΦK+1≤Φ0 + ∆≤∆ + ∆ = 2∆, i.e., condition6in the induction assumption holds

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T11:40:32.733791Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 0bbeb20c-420c-4a0a-8e3e-af7e5a9db7b6 · outbound

This paper cites an unresolved cited work.

Byzantine-Robust and Differentially Private Federated Optimization under Weaker Assumptions Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-05-15T11:40:32.723881Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation b96b5306-c6a4-490c-b559-274c52ef7d4e · outbound

This paper cites an unresolved cited work.

Byzantine-Robust and Differentially Private Federated Optimization under Weaker Assumptions Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-05-15T11:40:32.768048Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 1d18f0e7-9ee2-441b-a46f-621e4eb9d95d · outbound

This paper cites We keep only the last two terms, since they have the worst dependence onT.

Byzantine-Robust and Differentially Private Federated Optimization under Weaker Assumptions We keep only the last two terms, since they have the worst dependence onT

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T11:40:32.764606Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 89ab1084-0d16-4986-aaaf-e37b7ba8057f · outbound

This paper cites an unresolved cited work.

Byzantine-Robust and Differentially Private Federated Optimization under Weaker Assumptions Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-05-15T11:40:32.775001Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 828be8de-5233-4068-bf9c-f203d9b2150b · outbound

This paper cites an unresolved cited work.

Byzantine-Robust and Differentially Private Federated Optimization under Weaker Assumptions Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-05-15T11:40:32.771519Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation fd47faa3-f6df-4ff6-8dc9-8f985f89c266 · outbound

This paper cites an unresolved cited work.

Byzantine-Robust and Differentially Private Federated Optimization under Weaker Assumptions Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-05-15T11:40:32.726428Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 69762d05-7406-4d5b-bf8e-98455adc7b48 · outbound

This paper cites an unresolved cited work.

Byzantine-Robust and Differentially Private Federated Optimization under Weaker Assumptions Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-05-15T11:40:32.730568Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 16cc13d8-017c-4da4-9a28-eb0df3046c2a · outbound

This paper cites an unresolved cited work.

Byzantine-Robust and Differentially Private Federated Optimization under Weaker Assumptions Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-05-15T11:40:32.778540Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation ded1e846-7792-4088-b553-a8d35425ea60 · outbound

This paper cites 1 2∆≥2γ(1−β) k−1∑ l=0 ⟨∇f(xl)−∇f(xl+1),θl+1⟩.

Byzantine-Robust and Differentially Private Federated Optimization under Weaker Assumptions 1 2∆≥2γ(1−β) k−1∑ l=0 ⟨∇f(xl)−∇f(xl+1),θl+1⟩

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T11:40:32.813296Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 814817bf-a512-4688-b308-2ee73c005cbf · outbound

This paper cites an unresolved cited work.

Byzantine-Robust and Differentially Private Federated Optimization under Weaker Assumptions Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-05-15T11:40:32.721193Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 66701bd8-26df-4a37-9547-9125d86a8571 · outbound

This paper cites The inequalities above again hold in˜Θ 0, i.e., with probability at least1−α 8(T+1).Therefore, the condition3of the induction is verified.

Byzantine-Robust and Differentially Private Federated Optimization under Weaker Assumptions The inequalities above again hold in˜Θ 0, i.e., with probability at least1−α 8(T+1).Therefore, the condition3of the induction is verified

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T11:40:32.794020Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 22507728-a95e-4a04-a9c7-6f901c2625f3 · outbound

This paper cites The bound above holds with probability at least1− α 8(T+1) because it holds in∩i∈G˜Θ 0 i.

Byzantine-Robust and Differentially Private Federated Optimization under Weaker Assumptions The bound above holds with probability at least1− α 8(T+1) because it holds in∩i∈G˜Θ 0 i

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T11:40:32.759472Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation a4296c24-b23e-4ad1-919e-859bd314f66b · outbound

This paper cites an unresolved cited work.

Byzantine-Robust and Differentially Private Federated Optimization under Weaker Assumptions Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-05-15T11:40:32.809472Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation d61e8525-d4e8-491c-b8e6-a25a417a5f83 · outbound

This paper cites an unresolved cited work.

Byzantine-Robust and Differentially Private Federated Optimization under Weaker Assumptions Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-05-15T11:40:32.797545Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 5e6fc769-36a4-48c3-82db-5568ff7a0300 · outbound

This paper cites MLP, 1 Byzantine Clients, ^± = 0.04 50 60 70 80 90Final T est Accuracy Byz-Clip-SGD Safe-DSHB Byz-Clip21-SGD2M+ 0:1 0:3 1 3 Privacy Budget.

Byzantine-Robust and Differentially Private Federated Optimization under Weaker Assumptions MLP, 1 Byzantine Clients, ^± = 0.04 50 60 70 80 90Final T est Accuracy Byz-Clip-SGD Safe-DSHB Byz-Clip21-SGD2M+ 0:1 0:3 1 3 Privacy Budget

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T11:40:32.801488Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Pith citing papers

No inbound Pith citation observations are available.