Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-12T18:58:58.544962Z
Paper Citation Record · LEDGER
Reliable Learning of Halfspaces under Gaussian Marginals
As of 19 August 2026, this Paper Citation Record lists 15 of 15 outbound references and 0 inbound Pith citation observations for arXiv:2411.11238.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+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
Reference resolution
15 of 15 outbound references displayed
- verified exact0
- verified fuzzy13
- unresolved1
- parse uncertain1
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation bb31dc44-de79-4415-8236-06f69a6f2aef · outbound
This paper cites If so, return the +1 constant hypothesis.
Reliable Learning of Halfspaces under Gaussian Marginals If so, return the +1 constant hypothesis
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T18:58:58.789144Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 38e38817-16ff-49d3-b8b5-cc7cea1b2dd1 · outbound
This paper cites By Step 1, the sampling efficiency here is Ω( ǫ) with high probability.
Reliable Learning of Halfspaces under Gaussian Marginals By Step 1, the sampling efficiency here is Ω( ǫ) with high probability
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T18:58:58.774283Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation b624d180-9952-4653-a411-728fa983d9b1 · outbound
This paper cites 18 Let f (x) = sign( ⟨w∗, x⟩ −t∗) be the optimal hypothesis.
Reliable Learning of Halfspaces under Gaussian Marginals 18 Let f (x) = sign( ⟨w∗, x⟩ −t∗) be the optimal hypothesis
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T18:58:58.760084Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 7bf0b044-b907-4cec-94de-4b1d7a9e69dc · outbound
This paper cites If the output hypothesis h satisfies R+(h; D) ≤ ǫ with a sufficiently small constant failure probability, then output h and terminate.
Reliable Learning of Halfspaces under Gaussian Marginals If the output hypothesis h satisfies R+(h; D) ≤ ǫ with a sufficiently small constant failure probability, then output h and terminate
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T18:58:58.746248Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 54769f22-0fb1-40f6-b284-090793f15012 · outbound
This paper cites If the output hypothesis h satisfies R+(h; D) ≤ ǫ with a sufficiently small constant failure probability, then output h and terminate.
Reliable Learning of Halfspaces under Gaussian Marginals If the output hypothesis h satisfies R+(h; D) ≤ ǫ with a sufficiently small constant failure probability, then output h and terminate
Reference 5
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T18:58:58.731415Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 71560c36-41c1-4a63-8c51-25e73ccc254b · outbound
This paper cites sign(p(z)) = sign( z − b).
Reliable Learning of Halfspaces under Gaussian Marginals sign(p(z)) = sign( z − b)
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T18:58:58.715926Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 5fdb4d27-41e9-4678-bc2b-8573ccc4e22a · outbound
This paper cites an unresolved cited work.
Reliable Learning of Halfspaces under Gaussian Marginals Unresolved cited work
Reference 7
- Resolution
- unresolved
- raw_fallback, observed 2026-08-12T18:58:58.701169Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation b91696d8-cf71-4ce3-bdfd-a3ca7378c9e4 · outbound
This paper cites Let S be a set of N = dc2max(t∗ 2,1) log(1/δ)/ǫ2 many samples from D.
Reliable Learning of Halfspaces under Gaussian Marginals Let S be a set of N = dc2max(t∗ 2,1) log(1/δ)/ǫ2 many samples from D
Reference 8
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T18:58:58.686210Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation a7725f20-67d8-4fe0-a492-5d32129f636a · outbound
This paper cites Let V be the union of all Vm and output v to be a random unit vector chosen from V.
Reliable Learning of Halfspaces under Gaussian Marginals Let V be the union of all Vm and output v to be a random unit vector chosen from V
Reference 9
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T18:58:58.671566Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 6471fbd5-2378-4a7a-ba17-8d0c5ef00785 · outbound
This paper cites an unresolved cited work.
Reliable Learning of Halfspaces under Gaussian Marginals Unresolved cited work
Reference 10
- Resolution
- parse uncertain
- raw_fallback, observed 2026-08-12T18:58:58.656498Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation c896e5d9-f6bc-4956-8cbb-38315fb8f192 · outbound
This paper cites Then the same argument will give ⟨v, w∗⟩ = ǫO(1).
Reliable Learning of Halfspaces under Gaussian Marginals Then the same argument will give ⟨v, w∗⟩ = ǫO(1)
Reference 11
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T18:58:58.641057Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 1f5ec445-8331-485f-9afd-fa85c325e96e · outbound
This paper cites If so, return the +1 constant hypothesis.
Reliable Learning of Halfspaces under Gaussian Marginals If so, return the +1 constant hypothesis
Reference 12
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T18:58:58.626533Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 0cfec337-8e1b-4257-98b6-b3d306e24ee0 · outbound
This paper cites Let the update step size λ = ζ and repeat the following process until λ ≤ ǫ/100.
Reliable Learning of Halfspaces under Gaussian Marginals Let the update step size λ = ζ and repeat the following process until λ ≤ ǫ/100
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T18:58:58.611544Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 80f13cf5-e851-4910-bd4e-fd6a0a2e9d4d · outbound
This paper cites If so, add it to the set S.
Reliable Learning of Halfspaces under Gaussian Marginals If so, add it to the set S
Reference 14
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T18:58:58.596708Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation a6649229-2f68-4a4e-8802-ce0eeee7a7b6 · outbound
This paper cites Return the hypothesis h(x) = sign( ⟨w, x⟩ − t), where (w, t) = argmin (w,t)∈S t.
Reliable Learning of Halfspaces under Gaussian Marginals Return the hypothesis h(x) = sign( ⟨w, x⟩ − t), where (w, t) = argmin (w,t)∈S t
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T18:58:58.581843Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Pith citing papers
No inbound Pith citation observations are available.