Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-03T00:55:51.348303Z
Paper Citation Record · LEDGER
As of 5 August 2026, this Paper Citation Record lists 59 of 59 outbound references and 0 inbound Pith citation observations for arXiv:2607.28638.
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 2026-08-03T00:55:51.348303Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-04T06:34:03.388597+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
59 of 59 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 3f2736c6-4958-4cdd-b05b-264f9a3b6a7f · outbound
Learning Stateful Predictive Knowledge From Experience Unresolved cited work
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a5ab1e50-37c3-48a4-bf93-f40e719d2381 · outbound
Learning Stateful Predictive Knowledge From Experience Unresolved cited work
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fc734d8a-a46d-4e7e-a7d3-e31f0bad4aac · outbound
Learning Stateful Predictive Knowledge From Experience Unresolved cited work
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e71243fa-0072-4849-ac38-a5f4615f9f12 · outbound
Learning Stateful Predictive Knowledge From Experience Unresolved cited work
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 70ab5d96-1a97-435e-b784-712f4818b7f5 · outbound
Learning Stateful Predictive Knowledge From Experience Unresolved cited work
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 74cd7637-1876-4d50-843b-9a5b5596f8fd · outbound
Learning Stateful Predictive Knowledge From Experience D Localized parallel simulation in SKL-RL In the context of SKL-RL, the localized parallel simulation mechanism acts as an online, text-based look-ahead tree exploration
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ae3f63a7-bea6-4711-9bfc-0ae799ab3845 · outbound
Learning Stateful Predictive Knowledge From Experience The simulator’s state is checkpointed or saved at this exact position, acting as the root node for the simulations
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6b99a015-e7b9-46b3-83ca-92d27ff4e7c6 · outbound
Learning Stateful Predictive Knowledge From Experience Unresolved cited work
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 92e147d2-3824-4e36-b014-4c87b68ed8db · outbound
Learning Stateful Predictive Knowledge From Experience , H, every branch rolls out independently
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0a86c555-16c1-45fa-8611-699c620b4f23 · outbound
Learning Stateful Predictive Knowledge From Experience A concrete example is also provided in Figure 8
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3edb5c97-63f4-4c45-aa72-47fa1c6b3518 · outbound
Learning Stateful Predictive Knowledge From Experience Unresolved cited work
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7a221bc9-7410-4964-9073-4de77d6addc3 · outbound
Learning Stateful Predictive Knowledge From Experience • Directly click "Buy Now" if the product matches all specified criteria, without additional checks for availability
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 90f417ab-a4b0-4afe-9315-fcdd94a415fb · outbound
Learning Stateful Predictive Knowledge From Experience Buy Now" button is performed directly on the detailed product page with all filters correctly applied. • Click the
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4d673aeb-2027-40b9-b032-685e01eb9af2 · outbound
Learning Stateful Predictive Knowledge From Experience • Double-check that the product’s details, especially dimensions (size: 120x60cm) and color (white), and price (≤$70.00) match the criteria
Reference 14
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Unavailable: canonical work link unavailable.
Observation f2dc5d34-e67c-4528-8d96-656f33c3486a · outbound
Learning Stateful Predictive Knowledge From Experience Steps for Implementation:
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation aadc33fc-9dc7-4587-a066-6c6fda2783d6 · outbound
Learning Stateful Predictive Knowledge From Experience [State Knowledge for Browsing] State Understanding:
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation be30f818-21c7-48d0-8732-d038a897a1a3 · outbound
Learning Stateful Predictive Knowledge From Experience Color: ..., 2
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e4f1ccad-7d5b-49ef-9f95-14994e2025eb · outbound
Learning Stateful Predictive Knowledge From Experience • Verify that images and descriptions explicitly confirm the exact details being used (white color, 120x60cm size, etc)
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5f6bf802-2ba9-4ad6-a59c-3b486f13f65e · outbound
Learning Stateful Predictive Knowledge From Experience Unresolved cited work
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a135403a-beae-4057-be3b-9ff192644024 · outbound
Learning Stateful Predictive Knowledge From Experience • Double-check that the product details on the page reflect the correct options and attributes (white, 120x60cm, non-slip)
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bc447ed8-9f11-4fe3-ba75-01497831502f · outbound
Learning Stateful Predictive Knowledge From Experience white",
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3063b69a-6f75-4388-9943-9375c81bac9c · outbound
Learning Stateful Predictive Knowledge From Experience (Misidentified the piece)
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 65e6c6c0-98ca-43bb-89c3-812d28b48fec · outbound
Learning Stateful Predictive Knowledge From Experience (Misidentified the piece)
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6c9c5aa9-b7d9-4c9e-8e1e-1434c61b60dd · outbound
Learning Stateful Predictive Knowledge From Experience (Wrong justification) Now let’sevaluate each move: (Completely wrong) 1.Qxc8: If this move is played, Black will respond with Rxa8
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9aa96c5b-bdd9-4c8c-8cd3-20656921a479 · outbound
Learning Stateful Predictive Knowledge From Experience Likely response: Black must recapture with Rxc8 (the rook from f8 goes to c8)
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3caac686-0e9f-4d3d-a63f-b14c6f9f8c67 · outbound
Learning Stateful Predictive Knowledge From Experience Unresolved cited work
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b8611944-c79a-403a-9499-d5e8708d4f45 · outbound
Learning Stateful Predictive Knowledge From Experience Unresolved cited work
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 12f58bfa-9eaa-450a-9202-71d409392da5 · outbound
Learning Stateful Predictive Knowledge From Experience [Assistant]:
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation baae8231-cd55-457b-8221-4ff2ec292428 · outbound
Learning Stateful Predictive Knowledge From Experience #Q: How to move ? Q: What is understanding of state: 𝑠!Updated Stateful Knowledge 𝒛#𝒔𝒕)Q: How to move ?Finalized Move: 𝑎
Reference 29
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Unavailable: canonical work link unavailable.
Observation 8725fbf9-b213-42bd-8a7d-2cda549e2f4e · outbound
Learning Stateful Predictive Knowledge From Experience White has a pawn (P) on the 8th rank (White’s king-side), and Black has a pawn on the 7th rank (Black’s king-side)
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2fe42f49-2570-4eca-b720-c6de6e00560b · outbound
Learning Stateful Predictive Knowledge From Experience The knight moves Ne7 and Nb5 in Traj 1 and 2 suggest support for the king-side pawns and maintaining control over key squares
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f771f70a-027d-46f3-ba93-c00c84d28b72 · outbound
Learning Stateful Predictive Knowledge From Experience White has a king and a rook, while Black has a king and a rook
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6bdd1183-09a0-43da-b9af-c4a7ecaa8972 · outbound
Learning Stateful Predictive Knowledge From Experience Both sides have active pieces, and the game is likely to continue with tactical exchanges and positional maneuvers
Reference 33
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Unavailable: canonical work link unavailable.
Observation dcfcfb6c-01bd-4225-a74b-1f5d506beb81 · outbound
Learning Stateful Predictive Knowledge From Experience Unresolved cited work
Reference 34
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Unavailable: canonical work link unavailable.
Observation 9d198b11-339f-4b96-83e2-1c1fee72c877 · outbound
Learning Stateful Predictive Knowledge From Experience (correctly sumarize the key benefits)
Reference 35
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Unavailable: canonical work link unavailable.
Observation 58bc5512-151f-4a3a-b4ce-c56b8f0bf5c3 · outbound
Learning Stateful Predictive Knowledge From Experience Unresolved cited work
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fb9f69dc-eba9-438f-8c85-770de66949e0 · outbound
Learning Stateful Predictive Knowledge From Experience Unresolved cited work
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e29b4681-aa09-4ec0-9e0f-0728e84209c6 · outbound
Learning Stateful Predictive Knowledge From Experience Unresolved cited work
Reference 38
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Unavailable: canonical work link unavailable.
Observation 92930556-83cb-44b3-92ea-6cd99bbe5c26 · outbound
Learning Stateful Predictive Knowledge From Experience Given this updated understanding, the position is a strong position for White, and the move Qd8 was the best move in the simulation history, leading to a win
Reference 39
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Unavailable: canonical work link unavailable.
Observation f91a7d31-039b-4e96-9782-278c50d46a9c · outbound
Learning Stateful Predictive Knowledge From Experience Unresolved cited work
Reference 40
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Unavailable: canonical work link unavailable.
Observation 6767bf0d-feb9-46ec-956a-5e9b6869b10e · outbound
Learning Stateful Predictive Knowledge From Experience Unresolved cited work
Reference 41
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Observation ae42d9ea-13bd-4dae-b461-e7e35a4e2844 · outbound
Learning Stateful Predictive Knowledge From Experience The black king is still a threat, and the board is less controlled by the white queen
Reference 42
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Unavailable: canonical work link unavailable.
Observation 5ad81a21-9bbc-443f-89ea-3ac0f01ec393 · outbound
Learning Stateful Predictive Knowledge From Experience evaluation form
Reference 43
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Observation eeb53f85-186f-40c5-b51d-45fa77308b72 · outbound
Learning Stateful Predictive Knowledge From Experience 26 Learning Stateful Predictive Knowledge From Experience
Reference 44
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Observation 52e9a0d2-461b-4ca5-a4f6-dfe90affd6a4 · outbound
Learning Stateful Predictive Knowledge From Experience Black has a king and a rook
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1745d13c-1f32-4731-ba51-94200251e1d4 · outbound
Learning Stateful Predictive Knowledge From Experience - Black’s rook is on the 7th rank, which is a weak position
Reference 46
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Unavailable: canonical work link unavailable.
Observation 652b5573-ded4-4edb-98d1-c62c661c5c24 · outbound
Learning Stateful Predictive Knowledge From Experience Unresolved cited work
Reference 47
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Observation 633b4899-e7a4-4a7a-9fd3-7df8aa448382 · outbound
Learning Stateful Predictive Knowledge From Experience Unresolved cited work
Reference 48
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Observation e10b33d9-5245-4437-b226-8925618c9ab4 · outbound
Learning Stateful Predictive Knowledge From Experience Unresolved cited work
Reference 49
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Observation f4452112-709f-41c1-ad66-0554bd1e3c5d · outbound
Learning Stateful Predictive Knowledge From Experience Unresolved cited work
Reference 50
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Observation 464d0966-f788-42cb-b8c9-43f9ff1b781c · outbound
Learning Stateful Predictive Knowledge From Experience Unresolved cited work
Reference 51
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Observation d4152d19-0209-47cf-b6aa-b44e203394af · outbound
Learning Stateful Predictive Knowledge From Experience Unresolved cited work
Reference 52
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Observation afcea4d1-8742-4fff-8694-222041cbcb22 · outbound
Learning Stateful Predictive Knowledge From Experience Unresolved cited work
Reference 53
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Observation 18040b81-638d-4a67-8342-5da44b9a9d84 · outbound
Learning Stateful Predictive Knowledge From Experience Unresolved cited work
Reference 54
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Observation 91d4a5f0-8856-4791-a8e9-b089a963318f · outbound
Learning Stateful Predictive Knowledge From Experience Unresolved cited work
Reference 55
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Observation ff710f39-b9ce-42aa-a225-3137153cc710 · outbound
Learning Stateful Predictive Knowledge From Experience Reasoning: - **Rd8**: This move is the most direct and immediate checkmate threat
Reference 56
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Observation 6f469b9d-a923-47c6-9cd1-0a8d67a6f446 · outbound
Learning Stateful Predictive Knowledge From Experience It resulted in a perfect game termination with a reward of 1.0
Reference 57
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Observation f14d3b67-4683-40d0-a76b-413524495552 · outbound
Learning Stateful Predictive Knowledge From Experience Although it did not result in a game termination, it did not yield any positive reward
Reference 58
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Observation 734d16ed-b13d-4981-a851-2d8e232b167b · outbound
Learning Stateful Predictive Knowledge From Experience However, we should not completely rule out the possibility that Qd6 could perform better in future game play
Reference 59
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No inbound Pith citation observations are available.