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Paper Citation Record · LEDGER

ASK in the Dark: Uncertainty-Gated LLM Assistance under Partial Observability

As of 7 August 2026, this Paper Citation Record lists 14 of 14 outbound references and 0 inbound Pith citation observations for arXiv:2607.02686.

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

pith.paper-citation-record.v1
2607.02686 v1

Coverage vector

measured 14 of 14 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-12T07:43:59.534909Z

measured 14 of 14 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+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

14 of 14 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved14
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f0cfdc46-b887-44c4-9423-780482c8db3c · outbound

This paper cites Monteiro, N.

ASK in the Dark: Uncertainty-Gated LLM Assistance under Partial Observability Monteiro, N

Reference 1

Resolution
unresolved
no resolver link, observed 2026-07-12T07:43:59.534909Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-12T07:43:59.534909Z digest=sha256:52e71e265603bec04870e90fa5a3fd36780e9285acef7b22ca37bedd29a89be0

Observation e13a4cd5-8979-41df-b67d-b16658f6f152 · outbound

This paper cites Do As I Can, Not As I Say: Grounding Language in Robotic Affordances.

ASK in the Dark: Uncertainty-Gated LLM Assistance under Partial Observability Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 2

Resolution
unresolved
no resolver link, observed 2026-07-12T07:43:59.534909Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-12T07:43:59.534909Z digest=sha256:3503f1da271792ae1ac3b8f69f30364c25feb9b13caee3b053e72ebb00ba0714

Observation c340456d-0ce1-4f55-b760-1d479b9d3618 · outbound

This paper cites Valmeekam, K.

ASK in the Dark: Uncertainty-Gated LLM Assistance under Partial Observability Valmeekam, K

Reference 3

Resolution
unresolved
no resolver link, observed 2026-07-12T07:43:59.534909Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-12T07:43:59.534909Z digest=sha256:88bc0a4929fe72c71b8dca67e8a7979b1a2cd08761025f5901ec832c540f1c38

Observation e2a80b2c-43b4-493a-bf4d-ab256eb9c6f7 · outbound

This paper cites Chevalier-Boisvert, B.

ASK in the Dark: Uncertainty-Gated LLM Assistance under Partial Observability Chevalier-Boisvert, B

Reference 4

Resolution
unresolved
no resolver link, observed 2026-07-12T07:43:59.534909Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-12T07:43:59.534909Z digest=sha256:b948cf90402eddb405014e863b230dbc9da9155c4459709f4d5f1411adc1195a

Observation 4ec736aa-66df-4009-9630-4030d0f80ee8 · outbound

This paper cites POPGym: Benchmarking Partially Observable Reinforcement Learning.

ASK in the Dark: Uncertainty-Gated LLM Assistance under Partial Observability POPGym: Benchmarking Partially Observable Reinforcement Learning

Reference 5

Resolution
unresolved
no resolver link, observed 2026-07-12T07:43:59.534909Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-12T07:43:59.534909Z digest=sha256:f3697a171e63b15f76518edc0af75b34ea3391636f7247b50613046959615943

Observation b8027810-0153-4565-9655-5d93926db218 · outbound

This paper cites an unresolved cited work.

ASK in the Dark: Uncertainty-Gated LLM Assistance under Partial Observability Unresolved cited work

Reference 6

Resolution
unresolved
no resolver link, observed 2026-07-12T07:43:59.534909Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-12T07:43:59.534909Z digest=sha256:dacc1abbf860cf17ec251232cc8026698b0ac8dd53d82933203feb9cf3618d6d

Observation 6b88868b-d8cd-4419-a795-fe8e2af0f425 · outbound

This paper cites an unresolved cited work.

ASK in the Dark: Uncertainty-Gated LLM Assistance under Partial Observability Unresolved cited work

Reference 7

Resolution
unresolved
no resolver link, observed 2026-07-12T07:43:59.534909Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-12T07:43:59.534909Z digest=sha256:eea6592ce8580eb3dcd8aeba9e5213fd9b775eac4ddd42442811d49523c47fcc

Observation 227e6c22-6979-4d61-bd88-4e0c5053c71f · outbound

This paper cites URL: https://qwen.ai/blog?id= qwen3.5.

ASK in the Dark: Uncertainty-Gated LLM Assistance under Partial Observability URL: https://qwen.ai/blog?id= qwen3.5

Reference 8

Resolution
unresolved
no resolver link, observed 2026-07-12T07:43:59.534909Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-12T07:43:59.534909Z digest=sha256:37b7b20bce587fea1a2f92000f2be68143ae32bc6d79639796709ff3976e69f8

Observation c9eb6bac-7fa1-483b-9a25-63987a8d2839 · outbound

This paper cites Raffin, A.

ASK in the Dark: Uncertainty-Gated LLM Assistance under Partial Observability Raffin, A

Reference 9

Resolution
unresolved
no resolver link, observed 2026-07-12T07:43:59.534909Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-12T07:43:59.534909Z digest=sha256:54f0054a4662a2863b42cec402121728999899bca2802214d769dae5fa4ad415

Observation c166eb31-b7a5-45f4-9e4b-5edc51d21163 · outbound

This paper cites Gavenski, J.

ASK in the Dark: Uncertainty-Gated LLM Assistance under Partial Observability Gavenski, J

Reference 10

Resolution
unresolved
no resolver link, observed 2026-07-12T07:43:59.534909Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-12T07:43:59.534909Z digest=sha256:0ed6a704daa12e0ceafa771ee54d651a85c3bd6ce96cec4823ebf907085faf12

Observation 14135e61-49be-447d-acf0-d56c45595e7e · outbound

This paper cites Akiba, S.

ASK in the Dark: Uncertainty-Gated LLM Assistance under Partial Observability Akiba, S

Reference 11

Resolution
unresolved
no resolver link, observed 2026-07-12T07:43:59.534909Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-12T07:43:59.534909Z digest=sha256:1a8a1903f780d7918595ad9dbe63a3b7d5d70c07ec84103a8f84a8aee6458b04

Observation d2916db4-bfec-47c0-924d-07c3eeca2c13 · outbound

This paper cites Carta, C.

ASK in the Dark: Uncertainty-Gated LLM Assistance under Partial Observability Carta, C

Reference 12

Resolution
unresolved
no resolver link, observed 2026-07-12T07:43:59.534909Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-12T07:43:59.534909Z digest=sha256:3992ca8ed3ba59fa4074baa325fe89336016a2ef396cc402861b8e42df09a123

Observation 6a738967-a9d7-4ce0-90b5-ceb2efea6ae3 · outbound

This paper cites Valmeekam, M.

ASK in the Dark: Uncertainty-Gated LLM Assistance under Partial Observability Valmeekam, M

Reference 13

Resolution
unresolved
no resolver link, observed 2026-07-12T07:43:59.534909Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-12T07:43:59.534909Z digest=sha256:4b41cb5c073fec15eff93deee0f33c9dec799225e08ccdfbe92d879aa2f6e5d8

Observation 32cf2a1e-cb60-4d78-ad00-64d0dc5ecd03 · outbound

This paper cites Kambhampati, K.

ASK in the Dark: Uncertainty-Gated LLM Assistance under Partial Observability Kambhampati, K

Reference 14

Resolution
unresolved
no resolver link, observed 2026-07-12T07:43:59.534909Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-12T07:43:59.534909Z digest=sha256:1ea9972cb23a320ad0cf13a5cb12ed3a19cf099bc85ea70dbc22b7ed84fafa75

Pith citing papers

No inbound Pith citation observations are available.