Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-07-13T20:16:28.456872Z
Paper Citation Record · LEDGER
As of 7 August 2026, this Paper Citation Record lists 31 of 31 outbound references and 25 inbound Pith citation observations for arXiv:2603.22435.
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 2026-07-13T20:16:28.456872Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-05T05:44:45.291607Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-07-10T07:26:54.469980Z
31 of 31 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 39caf325-b1be-492b-b1d7-b6179585da72 · outbound
CaP-X: A Framework for Benchmarking and Improving Coding Agents for Robot Manipulation Learning to Keep a Promise: Scaling Language Model Decoding Parallelism with Learned Asynchronous Decoding
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 36c25923-d4f0-4fc3-92ae-c7223b8bfd6a · outbound
CaP-X: A Framework for Benchmarking and Improving Coding Agents for Robot Manipulation Training Software Engineering Agents and Verifiers with SWE-Gym
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 41c05a92-e443-45b8-aee8-226dc5634fe0 · outbound
CaP-X: A Framework for Benchmarking and Improving Coding Agents for Robot Manipulation It learns through environment interaction and reward feedback signals that the causal dependency that an object must be grasped (viaclose gripper) before it can be placed
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1ec3b450-2455-403e-a4ba-7f3fc24daca6 · outbound
CaP-X: A Framework for Benchmarking and Improving Coding Agents for Robot Manipulation red cube
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 584d5c3b-78bf-430e-898e-618285b8d737 · outbound
CaP-X: A Framework for Benchmarking and Improving Coding Agents for Robot Manipulation get_observation
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 33c62d50-1724-4a4b-9c2c-af6c5c3c4cc0 · outbound
CaP-X: A Framework for Benchmarking and Improving Coding Agents for Robot Manipulation mask": np.ndarray of shape (H, W), dtype bool or uint8, 100where True/1 means the pixel belongs to the instance. 101-
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3ebe2d81-994f-4f22-9b9a-b73528cdf374 · outbound
CaP-X: A Framework for Benchmarking and Improving Coding Agents for Robot Manipulation mask": np.ndarray of shape (H, W), dtype bool or uint8, 127where True/1 means the pixel belongs to the instance. 128-
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3311e6dd-8d68-4840-92a9-94097333837d · outbound
CaP-X: A Framework for Benchmarking and Improving Coding Agents for Robot Manipulation center": np.ndarray: The center of the oriented bounding box in point cloud frame. 167-
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ec84df34-d3da-4e42-8a0a-fcf84237c89d · outbound
CaP-X: A Framework for Benchmarking and Improving Coding Agents for Robot Manipulation robot0_robotview
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b7f646c4-b6b5-4f3e-8328-141380a0fa97 · outbound
CaP-X: A Framework for Benchmarking and Improving Coding Agents for Robot Manipulation "" 323joints = np.asarray(joints, dtype=np.float64).reshape(7) 324self._env.move_to_joints_blocking(joints) 325 326def open_gripper(self) -> None: 327
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 15ea37fd-6f54-4c0d-af19-dcf7dd2ec9ce · outbound
CaP-X: A Framework for Benchmarking and Improving Coding Agents for Robot Manipulation 86Args: 87mask: (H, W) binary mask (0 or 1)
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a329f451-1c2c-4e61-8325-6a6bc2a6c4e7 · outbound
CaP-X: A Framework for Benchmarking and Improving Coding Agents for Robot Manipulation 131Args: 132u, v: Pixel coordinates (col, row)
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dbaa6509-50e1-4301-98d4-efc287b298b4 · outbound
CaP-X: A Framework for Benchmarking and Improving Coding Agents for Robot Manipulation "" 195Normalize a vector to unit length. 196Args: 197v: (3,) vector. 198Returns: 199np.array: (3,) unit vector. 200
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2dbd3d1b-a85d-4591-812e-1c01c53f0f38 · outbound
CaP-X: A Framework for Benchmarking and Improving Coding Agents for Robot Manipulation "" 222best_grasp = None 223best_score = -np.float64(
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 62cb73cb-7028-42c5-9c47-8749b627e569 · outbound
CaP-X: A Framework for Benchmarking and Improving Coding Agents for Robot Manipulation 11Output ONLY ONE fenced code block (‘‘‘python...‘‘‘) containing the complete final solution
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0926dafd-39f5-45a2-b147-6cea5143f460 · outbound
CaP-X: A Framework for Benchmarking and Improving Coding Agents for Robot Manipulation Unresolved cited work
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ccb58524-ec39-44da-80ec-1fb7c6b8119b · outbound
CaP-X: A Framework for Benchmarking and Improving Coding Agents for Robot Manipulation Unresolved cited work
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 434144f7-70da-43c2-8e18-b44aa46ed6a2 · outbound
CaP-X: A Framework for Benchmarking and Improving Coding Agents for Robot Manipulation Unresolved cited work
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5fca6a74-eb45-44c1-8ee8-6c67165663fd · outbound
CaP-X: A Framework for Benchmarking and Improving Coding Agents for Robot Manipulation Unresolved cited work
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fd7b1df9-b8b6-4ee1-827c-bf100fc7f515 · outbound
CaP-X: A Framework for Benchmarking and Improving Coding Agents for Robot Manipulation REGENERATE
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d6869d78-34e6-4c91-b0f7-d1b77b120969 · outbound
CaP-X: A Framework for Benchmarking and Improving Coding Agents for Robot Manipulation Unresolved cited work
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 666e9656-9846-4b9f-91c4-f5ba40986cbd · outbound
CaP-X: A Framework for Benchmarking and Improving Coding Agents for Robot Manipulation Unresolved cited work
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cafbf18f-531a-4a5b-bafd-03adbd262bad · outbound
CaP-X: A Framework for Benchmarking and Improving Coding Agents for Robot Manipulation Unresolved cited work
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 41b19639-5322-4fa2-8f88-fcb34ed918d5 · outbound
CaP-X: A Framework for Benchmarking and Improving Coding Agents for Robot Manipulation 28- If the task is not verifiably complete:
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 393fd8a6-a9ae-4476-9307-ad91f466ad5f · outbound
CaP-X: A Framework for Benchmarking and Improving Coding Agents for Robot Manipulation 49 CaP-X
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9c232c47-5359-4321-b5b8-59e6c8f5d1f4 · outbound
CaP-X: A Framework for Benchmarking and Improving Coding Agents for Robot Manipulation Unresolved cited work
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e7a84edb-31d9-4eb7-8ad1-5360dda862a1 · outbound
CaP-X: A Framework for Benchmarking and Improving Coding Agents for Robot Manipulation Unresolved cited work
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 441db511-2f9a-459c-b5e7-ef15f1f361ec · outbound
CaP-X: A Framework for Benchmarking and Improving Coding Agents for Robot Manipulation Unresolved cited work
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b37802ab-4398-466d-b06b-dcfc41b09ac9 · outbound
CaP-X: A Framework for Benchmarking and Improving Coding Agents for Robot Manipulation Unresolved cited work
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d1d17fc2-0961-412e-8730-ba9113a1686a · outbound
CaP-X: A Framework for Benchmarking and Improving Coding Agents for Robot Manipulation score"]) 7 8def get_object_metrics(mask, depth, intrinsics, extrinsics): 9
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e2c757a0-e7f0-484a-a791-a5a3c2da8b73 · outbound
CaP-X: A Framework for Benchmarking and Improving Coding Agents for Robot Manipulation "" 40rgb = obs[
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3ef1af4d-11fb-416b-a289-35e7563c9750 · inbound
ABot-Claw: A Foundation for Persistent, Cooperative, and Self-Evolving Robotic Agents CaP-X: A Framework for Benchmarking and Improving Coding Agents for Robot Manipulation
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 67f100d0-ff9c-4b65-a025-2d661adb3432 · inbound
Flame3D: Zero-shot Compositional Reasoning of 3D Scenes with Agentic Language Models CaP-X: A Framework for Benchmarking and Improving Coding Agents for Robot Manipulation
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation d59472fe-8bbc-4b1a-b9c0-20d89d8682c5 · inbound
GraspGen-X: Cross-Embodiment 6-DOF Diffusion-based Grasping CaP-X: A Framework for Benchmarking and Improving Coding Agents for Robot Manipulation
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 0652ecb7-890c-41f7-bedb-9814235a5a9c · inbound
VoLo: A Physical Orchestrator for Open-Vocabulary Long-Horizon Manipulation CaP-X: A Framework for Benchmarking and Improving Coding Agents for Robot Manipulation
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 5a5a8bf7-6266-4d0d-8d10-15f668aa5f67 · inbound
APT: Action Expert Pretraining Improves Instruction Generalization of Vision-Language-Action Policies CaP-X: A Framework for Benchmarking and Improving Coding Agents for Robot Manipulation
Reference 63
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 14f82920-9656-4d2b-9ac0-f58c7bec6093 · inbound
Improving Robotic Generalist Policies via Flow Reversal Steering CaP-X: A Framework for Benchmarking and Improving Coding Agents for Robot Manipulation
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 245f55d7-80e2-4a76-8165-e61ac1ee467b · inbound
Recover, Discover, Plan: Learning Skills and Concepts from Robot Failures CaP-X: A Framework for Benchmarking and Improving Coding Agents for Robot Manipulation
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation ccb8db94-e673-4c30-bd5c-9c1b384e5dfa · inbound
Guava: An Effective and Universal Harness for Embodied Manipulation CaP-X: A Framework for Benchmarking and Improving Coding Agents for Robot Manipulation
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation b682ba63-ebef-4af6-8d07-563c8c1abb03 · inbound
Playful Agentic Robot Learning CaP-X: A Framework for Benchmarking and Improving Coding Agents for Robot Manipulation
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 6601c1d4-d335-4d49-a556-dd3f92584ff0 · inbound
ENPIRE: Agentic Robot Policy Self-Improvement in the Real World CaP-X: A Framework for Benchmarking and Improving Coding Agents for Robot Manipulation
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation e3b63b57-9fbc-46fe-b564-4b3043dae4e2 · inbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design CaP-X: A Framework for Benchmarking and Improving Coding Agents for Robot Manipulation
Reference 179
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation da8b3eb0-920a-43cb-afac-4fcc2f52e101 · inbound
InSight: Self-Guided Skill Acquisition via Steerable VLAs CaP-X: A Framework for Benchmarking and Improving Coding Agents for Robot Manipulation
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 15fc628c-0bda-4bff-8732-3247c0abe5e1 · inbound
Sequential Planning via Anchored Robotic Keypoints CaP-X: A Framework for Benchmarking and Improving Coding Agents for Robot Manipulation
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 5793406a-0f7f-46b5-823b-55687bc4113c · inbound
ACE-Brain-0.5: A Unified Embodied Foundational Model for Physical Agentic AI CaP-X: A Framework for Benchmarking and Improving Coding Agents for Robot Manipulation
Reference 113
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fd8340d1-e1c8-49b5-8204-2e9fe46c168a · inbound
GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks CaP-X: A Framework for Benchmarking and Improving Coding Agents for Robot Manipulation
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9b833d41-460d-4411-879c-3b7c3a6119a4 · inbound
Diagnosing Semantic Handoff Failures in Agent-Orchestrated Vision-Language-Action Skill Composition CaP-X: A Framework for Benchmarking and Improving Coding Agents for Robot Manipulation
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 0ce6a5d0-e9ec-4db7-9e72-f313aee174b4 · inbound
Diagnosing Semantic Handoff Failures in Agent-Orchestrated Vision-Language-Action Skill Composition CaP-X: A Framework for Benchmarking and Improving Coding Agents for Robot Manipulation
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c9d23c24-1589-4522-9c08-04a384f57250 · inbound
Harness VLA: Steering Frozen VLAs into Reliable Manipulation Primitives via Memory-Guided Agents CaP-X: A Framework for Benchmarking and Improving Coding Agents for Robot Manipulation
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation dd1ec318-ab55-40bc-b653-fccab04ef7a7 · inbound
Harness VLA: Steering Frozen VLAs into Reliable Manipulation Primitives via Memory-Guided Agents CaP-X: A Framework for Benchmarking and Improving Coding Agents for Robot Manipulation
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 869e43b5-31af-4241-9ae3-e4ab5e6b18ca · inbound
PhyAgentOS: A Self-Evolving Operating System for Embodied Agents with Decoupled Cognitive Planning and Physical Execution CaP-X: A Framework for Benchmarking and Improving Coding Agents for Robot Manipulation
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0f89692f-c6f2-47f8-bf9a-c98be57fb180 · inbound
Addressing the Orchestration Gap in Generalist Robots via Physical Agency CaP-X: A Framework for Benchmarking and Improving Coding Agents for Robot Manipulation
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 02dc96f7-59c1-4884-bfda-633b78b77a43 · inbound
A Few Words Go a Long Way: Language Guided Robot Policy Synthesis CaP-X: A Framework for Benchmarking and Improving Coding Agents for Robot Manipulation
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 15308108-2015-49c1-87de-1f2ccc03ff06 · inbound
Practice Makes Policies: Bootstrapping and Consolidating Robotic Capabilities from Zero Human Demonstrations CaP-X: A Framework for Benchmarking and Improving Coding Agents for Robot Manipulation
Reference 53
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d589946e-bfed-4505-99e2-74192e2ad017 · inbound
Weights or Skills? A Survey of Robot-Learning Techniques: from Action-Predicting Weights to Robots that Write their Own Skills CaP-X: A Framework for Benchmarking and Improving Coding Agents for Robot Manipulation
Reference 58
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 50b196ba-447a-4b16-b45c-b988252543fb · inbound
ETA: A New Agentic Paradigm for Embodied Tasks CaP-X: A Framework for Benchmarking and Improving Coding Agents for Robot Manipulation
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.