Paper Citation Record · LEDGER

Text2Reward: Reward Shaping with Language Models for Reinforcement Learning

As of 11 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 25 inbound Pith citation observations for arXiv:2309.11489.

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

pith.paper-citation-record.v1
2309.11489 v3

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 25 of 25 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 25 of 25 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-10T14:00:57.575235Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-07T12:53:50.316535Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
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malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 8740558b-4808-4940-86a3-12562da04c3f · inbound

VoxPoser: Composable 3D Value Maps for Robotic Manipulation with Language Models cites this paper.

VoxPoser: Composable 3D Value Maps for Robotic Manipulation with Language Models Text2Reward: Reward Shaping with Language Models for Reinforcement Learning

Reference 85

Resolution: verified exact; arxiv_id, observed 2026-05-13T08:57:22.356658Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation a102b346-d097-4ca6-aa9d-2dbaf6820c14 · inbound

A Real-to-Sim-to-Real Approach to Robotic Manipulation with VLM-Generated Iterative Keypoint Rewards cites this paper.

A Real-to-Sim-to-Real Approach to Robotic Manipulation with VLM-Generated Iterative Keypoint Rewards Text2Reward: Reward Shaping with Language Models for Reinforcement Learning

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-08T00:03:16.500490Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 174f6f66-0c2a-45e2-9233-ca45e25201a4 · inbound

Advances and Challenges in Foundation Agents: From Brain-Inspired Intelligence to Evolutionary, Collaborative, and Safe Systems cites this paper.

Advances and Challenges in Foundation Agents: From Brain-Inspired Intelligence to Evolutionary, Collaborative, and Safe Systems Text2Reward: Reward Shaping with Language Models for Reinforcement Learning

Reference 133

Resolution: verified exact; arxiv_id, observed 2026-05-22T21:42:10.816989Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 869f221a-4444-4f51-bd69-bb2e6a21cab0 · inbound

HCRMP: A LLM-Hinted Contextual Reinforcement Learning Framework for Autonomous Driving cites this paper.

HCRMP: A LLM-Hinted Contextual Reinforcement Learning Framework for Autonomous Driving Text2Reward: Reward Shaping with Language Models for Reinforcement Learning

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-07T15:13:43.841984Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d0a81003-26d7-43ce-ba62-ae59e4f1d1e5 · inbound

Step-level Reward for Free in RL-based T2I Diffusion Model Fine-tuning cites this paper.

Step-level Reward for Free in RL-based T2I Diffusion Model Fine-tuning Text2Reward: Reward Shaping with Language Models for Reinforcement Learning

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-07T14:25:26.188530Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7a4f9053-a688-482a-ae85-e31501427ad3 · inbound

Text2Touch: Tactile In-Hand Manipulation with LLM-Designed Reward Functions cites this paper.

Text2Touch: Tactile In-Hand Manipulation with LLM-Designed Reward Functions Text2Reward: Reward Shaping with Language Models for Reinforcement Learning

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-04T22:16:14.289687Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation faf0f930-f3c5-4630-a678-b54619866c89 · inbound

Reward Evolution with Graph-of-Thoughts: A Bi-Level Language Model Framework for Reinforcement Learning cites this paper.

Reward Evolution with Graph-of-Thoughts: A Bi-Level Language Model Framework for Reinforcement Learning Text2Reward: Reward Shaping with Language Models for Reinforcement Learning

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-04T16:06:57.016648Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9f5e5edb-2f76-47dd-ab22-4e6287629dcd · inbound

LLM-Guided Task- and Affordance-Level Exploration in Reinforcement Learning cites this paper.

LLM-Guided Task- and Affordance-Level Exploration in Reinforcement Learning Text2Reward: Reward Shaping with Language Models for Reinforcement Learning

Reference 23

Resolution: verified exact; arxiv_id, observed 2026-05-18T15:21:32.862328Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 5fcb6402-7388-4175-8738-e944f9b01c1b · inbound

Efficient Onboard Vision-Language Inference in UAV-Enabled Low-Altitude Economy Networks via LLM-Enhanced Optimization cites this paper.

Efficient Onboard Vision-Language Inference in UAV-Enabled Low-Altitude Economy Networks via LLM-Enhanced Optimization Text2Reward: Reward Shaping with Language Models for Reinforcement Learning

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-04T10:37:26.211102Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7b3121aa-73da-422d-9565-dc6e6dfe64e0 · inbound

EgoExo-Con: Exploring View-Invariant Video Temporal Understanding cites this paper.

EgoExo-Con: Exploring View-Invariant Video Temporal Understanding Text2Reward: Reward Shaping with Language Models for Reinforcement Learning

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-04T07:23:07.784752Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5eddd61c-4bec-4df1-a17e-c6b1746cd718 · inbound

Automatic Generation of High-Performance RL Environments cites this paper.

Automatic Generation of High-Performance RL Environments Text2Reward: Reward Shaping with Language Models for Reinforcement Learning

Reference 24

Resolution: verified exact; arxiv_id, observed 2026-05-21T11:05:01.520674Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 8caf378a-ab71-4dc1-b7e9-0f224c756884 · inbound

PR-CAD: Progressive Refinement for Unified Controllable and Faithful Text-to-CAD Generation with Large Language Models cites this paper.

PR-CAD: Progressive Refinement for Unified Controllable and Faithful Text-to-CAD Generation with Large Language Models Text2Reward: Reward Shaping with Language Models for Reinforcement Learning

Reference 19

Resolution: verified exact; arxiv_id, observed 2026-05-14T23:18:15.758972Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 38e963a9-50ad-4d1c-95f0-f9b0c1c28d83 · inbound

Enhanced LLM Reasoning by Optimizing Reward Functions with Search-Driven Reinforcement Learning cites this paper.

Enhanced LLM Reasoning by Optimizing Reward Functions with Search-Driven Reinforcement Learning Text2Reward: Reward Shaping with Language Models for Reinforcement Learning

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-05-09T06:00:35.206079Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 72f94d4b-0117-4a26-8472-e567430873dd · inbound

Enhanced LLM Reasoning by Optimizing Reward Functions with Search-Driven Reinforcement Learning cites this paper.

Enhanced LLM Reasoning by Optimizing Reward Functions with Search-Driven Reinforcement Learning Text2Reward: Reward Shaping with Language Models for Reinforcement Learning

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-05-11T03:50:57.895007Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation c1a87110-1785-4874-bae1-e61994a20dc9 · inbound

SimWorld Studio: Automatic Environment Generation with Evolving Coding Agent for Embodied Agent Learning cites this paper.

SimWorld Studio: Automatic Environment Generation with Evolving Coding Agent for Embodied Agent Learning Text2Reward: Reward Shaping with Language Models for Reinforcement Learning

Reference 91

Resolution: verified exact; arxiv_id, observed 2026-05-12T06:21:26.415726Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation e8e8a514-64ad-41ec-9936-201378a99ba2 · inbound

SimWorld Studio: Automatic Environment Generation with Evolving Coding Agent for Embodied Agent Learning cites this paper.

SimWorld Studio: Automatic Environment Generation with Evolving Coding Agent for Embodied Agent Learning Text2Reward: Reward Shaping with Language Models for Reinforcement Learning

Reference 91

Resolution: verified exact; arxiv_id, observed 2026-05-14T21:32:59.551200Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 8dbef211-ee88-4f67-8fe5-8d0785d58fdb · inbound

EvoNav: Evolutionary Reward Function Design for Robot Navigation with Large Language Models cites this paper.

EvoNav: Evolutionary Reward Function Design for Robot Navigation with Large Language Models Text2Reward: Reward Shaping with Language Models for Reinforcement Learning

Reference 45

Resolution: verified exact; arxiv_id, observed 2026-05-13T05:27:18.909313Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 42126c6e-4e3a-4f13-a566-4228b2b66bac · inbound

From Demonstrations to Rewards: Test-Time Prompt Optimization for VLM Reward Models cites this paper.

From Demonstrations to Rewards: Test-Time Prompt Optimization for VLM Reward Models Text2Reward: Reward Shaping with Language Models for Reinforcement Learning

Reference 19

Resolution: verified exact; arxiv_id, observed 2026-06-30T15:34:48.377018Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 88e32e35-6223-45a4-a682-cb088f22245a · inbound

DriveJudge: Rethinking Autonomous Driving Evaluation with Vision-Language Models cites this paper.

DriveJudge: Rethinking Autonomous Driving Evaluation with Vision-Language Models Text2Reward: Reward Shaping with Language Models for Reinforcement Learning

Reference 49

Resolution: verified exact; arxiv_id, observed 2026-07-03T18:28:48.875284Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 6289b284-d96d-4818-964e-f2504f346da8 · inbound

Modularized Reinforcement Learning on LLMs: From MDP Creation to Exploration and Learning cites this paper.

Modularized Reinforcement Learning on LLMs: From MDP Creation to Exploration and Learning Text2Reward: Reward Shaping with Language Models for Reinforcement Learning

Reference 235

Resolution: verified exact; arxiv_id, observed 2026-07-04T08:09:40.538848Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 19b326fd-8551-41a7-91eb-26efa587dcb4 · inbound

LLM-as-a-Verifier: A General-Purpose Verification Framework cites this paper.

LLM-as-a-Verifier: A General-Purpose Verification Framework Text2Reward: Reward Shaping with Language Models for Reinforcement Learning

Reference 82

Resolution: verified exact; local_arxiv, observed 2026-07-07T12:53:50.318343Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 452ca998-7168-4afb-8c1e-428707d1d97f · inbound

LLM-as-a-Verifier: A General-Purpose Verification Framework cites this paper.

LLM-as-a-Verifier: A General-Purpose Verification Framework Text2Reward: Reward Shaping with Language Models for Reinforcement Learning

Reference 82

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 78f09d93-52dd-4add-9bea-8dfd62e6d254 · inbound

Meta-Learned Reward Shaping for Reinforcement Learning from Human Feedback cites this paper.

Meta-Learned Reward Shaping for Reinforcement Learning from Human Feedback Text2Reward: Reward Shaping with Language Models for Reinforcement Learning

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-01T03:14:12.941468Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f020b07f-da1a-4fd7-9999-e83625f0a3d3 · inbound

Weights or Skills? A Survey of Robot-Learning Techniques: from Action-Predicting Weights to Robots that Write their Own Skills cites this paper.

Weights or Skills? A Survey of Robot-Learning Techniques: from Action-Predicting Weights to Robots that Write their Own Skills Text2Reward: Reward Shaping with Language Models for Reinforcement Learning

Reference 280

Resolution: unresolved; no resolver link, observed 2026-08-04T19:45:35.370242Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3adadb00-0a3a-4261-834e-9934c7b85214 · inbound

A MARL Centered Reference Architecture for Large Language Model Augmentation in Smart Manufacturing cites this paper.

A MARL Centered Reference Architecture for Large Language Model Augmentation in Smart Manufacturing Text2Reward: Reward Shaping with Language Models for Reinforcement Learning

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-10T14:00:57.575235Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.