Paper Citation Record · LEDGER

Reward Design with Language Models

As of 17 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 46 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

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measured 46 of 46 standing notices

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Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 46 of 46 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T22:52:24.111055Z

measured 0 of 1 external citation measurements

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

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Outbound references

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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

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No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation e8819983-5ecb-496f-bbce-4df5d85468f5 · inbound

ViSTa Dataset: Do vision-language models understand sequential tasks? cites this paper.

ViSTa Dataset: Do vision-language models understand sequential tasks? Reward Design with Language Models

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-12T16:45:47.239421Z

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Observation 2af37483-66ce-4409-ab30-92b282968b82 · inbound

A Survey On Enhancing Reinforcement Learning in Complex Environments: Insights from Human and LLM Feedback cites this paper.

A Survey On Enhancing Reinforcement Learning in Complex Environments: Insights from Human and LLM Feedback Reward Design with Language Models

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-12T16:30:09.409414Z

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Observation e52a120c-1d04-4860-9bba-02ba5df35fda · inbound

From Laws to Motivation: Guiding Exploration through Law-Based Reasoning and Rewards cites this paper.

From Laws to Motivation: Guiding Exploration through Law-Based Reasoning and Rewards Reward Design with Language Models

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-12T13:49:22.437321Z

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Observation 0ebfa616-5bd7-4b38-8a0a-65e98fccf70f · inbound

Effective Reward Specification in Deep Reinforcement Learning cites this paper.

Effective Reward Specification in Deep Reinforcement Learning Reward Design with Language Models

Reference 177

Resolution: unresolved; no resolver link, observed 2026-08-11T19:09:54.659518Z

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Observation a83ac4b3-1c2d-44ea-9dc8-5d22cd921da5 · inbound

VLM-RL: A Unified Vision Language Models and Reinforcement Learning Framework for Safe Autonomous Driving cites this paper.

VLM-RL: A Unified Vision Language Models and Reinforcement Learning Framework for Safe Autonomous Driving Reward Design with Language Models

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-11T11:25:15.388046Z

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Observation 34c0a8b7-072c-44f6-a59f-6e3c658a54bf · inbound

CLIP-RLDrive: Human-Aligned Autonomous Driving via CLIP-Based Reward Shaping in Reinforcement Learning cites this paper.

CLIP-RLDrive: Human-Aligned Autonomous Driving via CLIP-Based Reward Shaping in Reinforcement Learning Reward Design with Language Models

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-11T14:10:08.712747Z

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Observation d262a1ab-8bab-491c-9b18-ea69d84b4a2e · inbound

An Overview and Discussion on Using Large Language Models for Implementation Generation of Solutions to Open-Ended Problems cites this paper.

An Overview and Discussion on Using Large Language Models for Implementation Generation of Solutions to Open-Ended Problems Reward Design with Language Models

Reference 126

Resolution: unresolved; no resolver link, observed 2026-08-10T22:51:52.642220Z

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Observation 0ea6dc14-69d3-49db-a5df-b65e316fc368 · inbound

MoE$^2$: Optimizing Collaborative Inference for Edge Large Language Models cites this paper.

MoE$^2$: Optimizing Collaborative Inference for Edge Large Language Models Reward Design with Language Models

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-10T20:13:14.756649Z

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Observation 2e5c5b9e-0d1f-4aad-8466-8707d846346c · inbound

Multilinguality in LLM-Designed Reward Functions for Restless Bandits: Effects on Task Performance and Fairness cites this paper.

Multilinguality in LLM-Designed Reward Functions for Restless Bandits: Effects on Task Performance and Fairness Reward Design with Language Models

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-10T18:04:54.853730Z

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Observation 4837da17-58ba-4590-bce9-46fbd5cafc6c · inbound

Efficiently Generating Expressive Quadruped Behaviors via Language-Guided Preference Learning cites this paper.

Efficiently Generating Expressive Quadruped Behaviors via Language-Guided Preference Learning Reward Design with Language Models

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-09T01:04:04.069804Z

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Observation 58299a99-58f8-457c-b70b-e78e651891c2 · inbound

TREND: Tri-teaching for Robust Preference-based Reinforcement Learning with Demonstrations cites this paper.

TREND: Tri-teaching for Robust Preference-based Reinforcement Learning with Demonstrations Reward Design with Language Models

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-15T22:52:24.111055Z

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Observation f9347ac1-3a04-4b37-87f8-a2a89600d53f · inbound

Sample Efficient Reinforcement Learning via Large Vision Language Model Distillation cites this paper.

Sample Efficient Reinforcement Learning via Large Vision Language Model Distillation Reward Design with Language Models

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-15T20:59:41.196985Z

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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

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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

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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

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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

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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

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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

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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

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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

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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

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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

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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

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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

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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

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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

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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

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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

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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

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No event found in the named queried sources as of 2026-08-17T06:30:58.91139+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

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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

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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

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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

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No event found in the named queried sources as of 2026-08-17T06:30:58.91139+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

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No event found in the named queried sources as of 2026-08-17T06:30:58.91139+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

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No event found in the named queried sources as of 2026-08-17T06:30:58.91139+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

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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

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No event found in the named queried sources as of 2026-08-17T06:30:58.91139+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

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No event found in the named queried sources as of 2026-08-17T06:30:58.91139+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

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No event found in the named queried sources as of 2026-08-17T06:30:58.91139+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

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No event found in the named queried sources as of 2026-08-17T06:30:58.91139+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

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No event found in the named queried sources as of 2026-08-17T06:30:58.91139+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

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No event found in the named queried sources as of 2026-08-17T06:30:58.91139+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

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No event found in the named queried sources as of 2026-08-17T06:30:58.91139+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

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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

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