Paper Citation Record · LEDGER

Reward Design with Language Models

As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 34 inbound Pith citation observations for arXiv:2303.00001.

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

pith.paper-citation-record.v1
2303.00001 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 34 of 34 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 34 of 34 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:07:04.302130Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T04:47:38.286725Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

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 d23a82d5-3c8d-410b-b9e7-3dd456ea4d2c · 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 Reward Design with Language Models

Reference 76

Resolution: verified exact; arxiv_id, observed 2026-05-13T08:57:22.564735Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation eedeb1d1-d01b-488b-bf83-d900cfbef269 · inbound

Divide-Fuse-Conquer: Eliciting "Aha Moments" in Multi-Scenario Games cites this paper.

Divide-Fuse-Conquer: Eliciting "Aha Moments" in Multi-Scenario Games Reward Design with Language Models

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T15:07:04.302130Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 20383376-18c4-4a35-860a-eda6c56fc415 · inbound

Where You Go is Who You Are: Behavioral Theory-Guided LLMs for Inverse Reinforcement Learning cites this paper.

Where You Go is Who You Are: Behavioral Theory-Guided LLMs for Inverse Reinforcement Learning Reward Design with Language Models

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T14:54:15.052114Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e2c8dac2-a844-4e4f-a062-14f1f34ff23c · inbound

LLM-Guided Reinforcement Learning: Addressing Training Bottlenecks through Policy Modulation cites this paper.

LLM-Guided Reinforcement Learning: Addressing Training Bottlenecks through Policy Modulation Reward Design with Language Models

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T13:53:38.843038Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 89208768-7722-478d-a081-5d8dfc6c7f02 · inbound

An evaluation of LLMs for generating movie reviews: GPT-4o, Gemini-2.0 and DeepSeek-V3 cites this paper.

An evaluation of LLMs for generating movie reviews: GPT-4o, Gemini-2.0 and DeepSeek-V3 Reward Design with Language Models

Reference 73

Resolution: unresolved; no resolver link, observed 2026-08-07T12:12:54.004545Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cd972443-e59a-40ce-b06d-3303f40eea88 · inbound

Speculative Reward Model Boosts Decision Making Ability of LLMs Cost-Effectively cites this paper.

Speculative Reward Model Boosts Decision Making Ability of LLMs Cost-Effectively Reward Design with Language Models

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T12:11:43.508406Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c49e6e44-5eb9-430d-b0db-fbe209d244c6 · inbound

Agentic Episodic Control cites this paper.

Agentic Episodic Control Reward Design with Language Models

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-07T11:50:00.420509Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation de54f59e-6712-4905-8a83-7fe6714d6b9d · inbound

Sign-SZPO: Provable Preference-based Reinforcement Learning with an Unknown Link Function cites this paper.

Sign-SZPO: Provable Preference-based Reinforcement Learning with an Unknown Link Function Reward Design with Language Models

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T11:20:10.973403Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0e6cf36c-3d6b-4d3e-a5a5-6284597625a8 · inbound

ACTLLM: Action Consistency Tuned Large Language Model cites this paper.

ACTLLM: Action Consistency Tuned Large Language Model Reward Design with Language Models

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-06T22:34:08.994748Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation add81e89-0e28-4c1e-b6a8-8551fdc962c9 · inbound

Prompt Informed Reinforcement Learning for Visual Coverage Path Planning cites this paper.

Prompt Informed Reinforcement Learning for Visual Coverage Path Planning Reward Design with Language Models

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T17:39:45.103900Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1c00c216-2a6c-4e00-bfd4-e78c84b992a8 · inbound

FOUNDER: Grounding Foundation Models in World Models for Open-Ended Embodied Decision Making cites this paper.

FOUNDER: Grounding Foundation Models in World Models for Open-Ended Embodied Decision Making Reward Design with Language Models

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-06T17:12:28.663704Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 33e0d3f5-5f7a-4d3d-a8d7-a3ec2544814f · inbound

Towards Reliable, Uncertainty-Aware Alignment cites this paper.

Towards Reliable, Uncertainty-Aware Alignment Reward Design with Language Models

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-06T15:40:15.257918Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 158fe600-ef6b-423d-b6c2-3bc5a8a134f2 · inbound

Edge Agentic AI Framework for Autonomous Network Optimisation in O-RAN cites this paper.

Edge Agentic AI Framework for Autonomous Network Optimisation in O-RAN Reward Design with Language Models

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-06T12:30:39.980782Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f305a4a6-4972-4115-b611-ad80f1e9c0ef · inbound

GPLight+: A Genetic Programming Method for Learning Symmetric Traffic Signal Control Policy cites this paper.

GPLight+: A Genetic Programming Method for Learning Symmetric Traffic Signal Control Policy Reward Design with Language Models

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-05T17:36:53.242484Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 68ebd632-382e-45fe-8ad4-a5484af427e8 · inbound

Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions cites this paper.

Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions Reward Design with Language Models

Reference 232

Resolution: unresolved; no resolver link, observed 2026-08-05T16:21:00.388060Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0d87d1aa-846d-47c2-8241-a9f836e426a5 · inbound

RoboInspector: Unveiling the Unreliability of Policy Code for LLM-enabled Robotic Manipulation cites this paper.

RoboInspector: Unveiling the Unreliability of Policy Code for LLM-enabled Robotic Manipulation Reward Design with Language Models

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-05T14:20:39.757357Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 53f15e63-da33-4bec-97ac-afdc54c976d8 · 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 Reward Design with Language Models

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-04T16:06:58.488030Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8d415c79-628b-4620-92da-edc874336346 · inbound

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

LLM-Guided Task- and Affordance-Level Exploration in Reinforcement Learning Reward Design with Language Models

Reference 22

Resolution: verified exact; arxiv_id, observed 2026-05-18T15:21:32.889019Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 0c805b36-670c-40b6-a7f6-f052dc25baf7 · 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 Reward Design with Language Models

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-04T10:37:26.093669Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 587ece49-1ab1-4654-ac28-0f2667bb4dd4 · inbound

InfiMed-ORBIT: Aligning LLMs on Open-Ended Complex Tasks via Rubric-Based Incremental Training cites this paper.

InfiMed-ORBIT: Aligning LLMs on Open-Ended Complex Tasks via Rubric-Based Incremental Training Reward Design with Language Models

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-04T09:22:42.928860Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e7182a7d-daf9-4bc4-82b3-89d1677e696b · inbound

Debate2Create: Robot Co-design via Multi-Agent LLM Debate cites this paper.

Debate2Create: Robot Co-design via Multi-Agent LLM Debate Reward Design with Language Models

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-04T07:27:03.942685Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ebcf14d4-251c-4889-8f75-1e163c19b504 · inbound

What Is Preference Optimization Doing, and Why? cites this paper.

What Is Preference Optimization Doing, and Why? Reward Design with Language Models

Reference 38

Resolution: verified exact; arxiv_id, observed 2026-05-21T18:40:28.991254Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation dffd4cd3-bcf8-45cd-b02b-63d131037c6a · inbound

From Perception to Planning: Evolving Ego-Centric Task-Oriented Spatiotemporal Reasoning via Curriculum Learning cites this paper.

From Perception to Planning: Evolving Ego-Centric Task-Oriented Spatiotemporal Reasoning via Curriculum Learning Reward Design with Language Models

Reference 9

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T08:30:58.248439Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e2cb6821-a8dc-49f6-adeb-643f1b2a32b6 · inbound

PERSA: Reinforcement Learning for Professor-Style Personalized Feedback with LLMs cites this paper.

PERSA: Reinforcement Learning for Professor-Style Personalized Feedback with LLMs Reward Design with Language Models

Reference 40

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T15:51:42.642392Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 95fafb7d-3014-4d2b-b6dc-572abe964758 · 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 Reward Design with Language Models

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-05-09T06:00:35.202959Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation dfbba3b9-0fd3-4fa0-86ff-dd484a6ff85b · 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 Reward Design with Language Models

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-05-11T03:50:58.007955Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation a11363b3-61f5-44ea-97ff-02d463e3429f · inbound

Reflective Prompted Policy Optimization: Trajectory-Grounded Revision and Salience Bias cites this paper.

Reflective Prompted Policy Optimization: Trajectory-Grounded Revision and Salience Bias Reward Design with Language Models

Reference 6

Resolution: verified exact; arxiv_id, observed 2026-05-12T08:41:24.007336Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 5ee0afc7-d13a-45fd-8fc6-79051e300cb8 · 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 Reward Design with Language Models

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-05-13T05:27:18.924884Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 1a53cd80-346a-4d58-93e6-720fad5239bf · inbound

DuIVRS-2: An LLM-based Interactive Voice Response System for Large-scale POI Attribute Acquisition cites this paper.

DuIVRS-2: An LLM-based Interactive Voice Response System for Large-scale POI Attribute Acquisition Reward Design with Language Models

Reference 26

Resolution: metadata mismatch; arxiv_id, observed 2026-05-20T10:33:12.905500Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 19b9b349-5bd5-431a-80e2-fc59e6710367 · inbound

Uncertainty-Aware LLM-Guided Policy Shaping for Sparse-Reward Reinforcement Learning cites this paper.

Uncertainty-Aware LLM-Guided Policy Shaping for Sparse-Reward Reinforcement Learning Reward Design with Language Models

Reference 11

Resolution: verified exact; arxiv_id, observed 2026-07-02T11:56:55.227147Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c880b2a2-7d08-4386-8ba3-647b6b3461c4 · inbound

Representation-Aware Advantage Estimation: Your Reward Model Provides More Than A Scalar Output cites this paper.

Representation-Aware Advantage Estimation: Your Reward Model Provides More Than A Scalar Output Reward Design with Language Models

Reference 33

Resolution: metadata mismatch; arxiv_id, observed 2026-07-03T04:47:38.288260Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e6ae1a8e-4136-4dfc-aa6e-dccf1d2d497b · inbound

ARKD: Adaptive Reinforcement Learning-Guided Bidirectional KL Divergence Distillation for Text Generation cites this paper.

ARKD: Adaptive Reinforcement Learning-Guided Bidirectional KL Divergence Distillation for Text Generation Reward Design with Language Models

Reference 46

Resolution: verified exact; arxiv_id, observed 2026-06-30T06:04:21.642435Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 29c5a56c-d257-4a05-9423-3de842757ff7 · inbound

TAPAS: Throughput-adaptive Perception for Autonomous Systems cites this paper.

TAPAS: Throughput-adaptive Perception for Autonomous Systems Reward Design with Language Models

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-01T18:24:05.608019Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 913bc2cf-6378-4779-8888-177241f91b5a · inbound

Computational models of pragmatic reasoning with flexible generation of meaning and expression alternatives cites this paper.

Computational models of pragmatic reasoning with flexible generation of meaning and expression alternatives Reward Design with Language Models

Reference 150

Resolution: unresolved; no resolver link, observed 2026-08-01T15:27:06.396909Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.