Paper Citation Record · LEDGER

RetailBench: Evaluating Long-Horizon Autonomous Decision-Making and Strategy Stability of LLM Agents in Realistic Retail Environments

As of 5 August 2026, this Paper Citation Record lists 26 of 26 outbound references and 3 inbound Pith citation observations for arXiv:2603.16453.

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

pith.paper-citation-record.v1
2603.16453 v3

Coverage vector

measured 26 of 26 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-13T23:45:24.809791Z

measured 29 of 29 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-04T06:34:03.388597+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T07:18:19.084758Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-04T00:49:18.510340Z

Reference resolution

26 of 26 outbound references displayed

verified exact0
verified fuzzy0
unresolved26
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 359da925-1d4e-4ab7-8c61-f81bd7042431 · outbound

This paper cites HeroBench: A Benchmark for Long-Horizon Planning and Structured Reasoning in Virtual Worlds.

RetailBench: Evaluating Long-Horizon Autonomous Decision-Making and Strategy Stability of LLM Agents in Realistic Retail Environments HeroBench: A Benchmark for Long-Horizon Planning and Structured Reasoning in Virtual Worlds

Reference 1

Resolution: unresolved; no resolver link, observed 2026-07-13T23:45:24.809791Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c802fc9b-6761-4fd6-8a61-725cb646a8bf · outbound

This paper cites Mind2Web: Towards a Generalist Agent for the Web.

RetailBench: Evaluating Long-Horizon Autonomous Decision-Making and Strategy Stability of LLM Agents in Realistic Retail Environments Mind2Web: Towards a Generalist Agent for the Web

Reference 2

Resolution: unresolved; no resolver link, observed 2026-07-13T23:45:24.809791Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3dcd9c5a-2d37-425e-af0b-2033a63ab033 · outbound

This paper cites Preprint, arXiv:2503.14499.

RetailBench: Evaluating Long-Horizon Autonomous Decision-Making and Strategy Stability of LLM Agents in Realistic Retail Environments Preprint, arXiv:2503.14499

Reference 3

Resolution: unresolved; no resolver link, observed 2026-07-13T23:45:24.809791Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 59d7b3c4-54fc-406f-ba4e-c96f41ad4a6e · outbound

This paper cites GAIA: a benchmark for General AI Assistants.

RetailBench: Evaluating Long-Horizon Autonomous Decision-Making and Strategy Stability of LLM Agents in Realistic Retail Environments GAIA: a benchmark for General AI Assistants

Reference 4

Resolution: unresolved; no resolver link, observed 2026-07-13T23:45:24.809791Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation acd2cc8b-5600-487f-998b-847fe4117577 · outbound

This paper cites Reflexion: Language Agents with Verbal Reinforcement Learning.

RetailBench: Evaluating Long-Horizon Autonomous Decision-Making and Strategy Stability of LLM Agents in Realistic Retail Environments Reflexion: Language Agents with Verbal Reinforcement Learning

Reference 5

Resolution: unresolved; no resolver link, observed 2026-07-13T23:45:24.809791Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c62324e5-15e4-4783-944e-7ea13ed7d6c7 · outbound

This paper cites OdysseyBench: Evaluating LLM Agents on Long-Horizon Complex Office Application Workflows.

RetailBench: Evaluating Long-Horizon Autonomous Decision-Making and Strategy Stability of LLM Agents in Realistic Retail Environments OdysseyBench: Evaluating LLM Agents on Long-Horizon Complex Office Application Workflows

Reference 6

Resolution: unresolved; no resolver link, observed 2026-07-13T23:45:24.809791Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 838f5a0d-9824-4250-8fdd-af6a98340181 · outbound

This paper cites an unresolved cited work.

RetailBench: Evaluating Long-Horizon Autonomous Decision-Making and Strategy Stability of LLM Agents in Realistic Retail Environments Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-07-13T23:45:24.809791Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a426c0a1-b1a1-476e-920a-f354704ea410 · outbound

This paper cites an unresolved cited work.

RetailBench: Evaluating Long-Horizon Autonomous Decision-Making and Strategy Stability of LLM Agents in Realistic Retail Environments Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-07-13T23:45:24.809791Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3d0dd23d-9b87-40e4-88e7-adfcfb3b9c99 · outbound

This paper cites day": 14,.

RetailBench: Evaluating Long-Horizon Autonomous Decision-Making and Strategy Stability of LLM Agents in Realistic Retail Environments day": 14,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-07-13T23:45:24.809791Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 47ac24e3-d042-4636-b866-59a4dd3edcaa · outbound

This paper cites an unresolved cited work.

RetailBench: Evaluating Long-Horizon Autonomous Decision-Making and Strategy Stability of LLM Agents in Realistic Retail Environments Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-07-13T23:45:24.809791Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 22b316e1-607e-4efe-a9e5-3b502c53ac85 · outbound

This paper cites an unresolved cited work.

RetailBench: Evaluating Long-Horizon Autonomous Decision-Making and Strategy Stability of LLM Agents in Realistic Retail Environments Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-07-13T23:45:24.809791Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 06bf6e20-f47a-40ae-9e61-f70b32ef11f4 · outbound

This paper cites an unresolved cited work.

RetailBench: Evaluating Long-Horizon Autonomous Decision-Making and Strategy Stability of LLM Agents in Realistic Retail Environments Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-07-13T23:45:24.809791Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dbe7e7d8-2c0d-4652-9ebe-9523327242bd · outbound

This paper cites an unresolved cited work.

RetailBench: Evaluating Long-Horizon Autonomous Decision-Making and Strategy Stability of LLM Agents in Realistic Retail Environments Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-07-13T23:45:24.809791Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8b8e39f8-9178-4b83-a7ca-9186a047cfb1 · outbound

This paper cites Focus on high-margin products.

RetailBench: Evaluating Long-Horizon Autonomous Decision-Making and Strategy Stability of LLM Agents in Realistic Retail Environments Focus on high-margin products

Reference 14

Resolution: unresolved; no resolver link, observed 2026-07-13T23:45:24.809791Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 872c5d18-a7b0-49d2-abf8-3dd4afcc3b57 · outbound

This paper cites SKU_001",.

RetailBench: Evaluating Long-Horizon Autonomous Decision-Making and Strategy Stability of LLM Agents in Realistic Retail Environments SKU_001",

Reference 15

Resolution: unresolved; no resolver link, observed 2026-07-13T23:45:24.809791Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 959d3c07-8238-41ae-b176-c663d9fe561a · outbound

This paper cites tool": "place_order.

RetailBench: Evaluating Long-Horizon Autonomous Decision-Making and Strategy Stability of LLM Agents in Realistic Retail Environments tool": "place_order

Reference 16

Resolution: unresolved; no resolver link, observed 2026-07-13T23:45:24.809791Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c90785a6-6b81-4a3a-968d-9116d7e33727 · outbound

This paper cites an unresolved cited work.

RetailBench: Evaluating Long-Horizon Autonomous Decision-Making and Strategy Stability of LLM Agents in Realistic Retail Environments Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-07-13T23:45:24.809791Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 116912e0-fad6-4117-ae77-809987043b48 · outbound

This paper cites ,→ ,→ ,→ - Use tools like view_inventory, view_sku_sales_history, view_current_date_supplier_price ⌋ s{news_tools_ref}, etc.

RetailBench: Evaluating Long-Horizon Autonomous Decision-Making and Strategy Stability of LLM Agents in Realistic Retail Environments ,→ ,→ ,→ - Use tools like view_inventory, view_sku_sales_history, view_current_date_supplier_price ⌋ s{news_tools_ref}, etc

Reference 18

Resolution: unresolved; no resolver link, observed 2026-07-13T23:45:24.809791Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ceda7203-7e7b-452f-85a3-f117d3648b4a · outbound

This paper cites an unresolved cited work.

RetailBench: Evaluating Long-Horizon Autonomous Decision-Making and Strategy Stability of LLM Agents in Realistic Retail Environments Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-07-13T23:45:24.809791Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 82233bc0-3488-4244-a2f1-e5be29e4d8ac · outbound

This paper cites name": <function-name>,.

RetailBench: Evaluating Long-Horizon Autonomous Decision-Making and Strategy Stability of LLM Agents in Realistic Retail Environments name": <function-name>,

Reference 20

Resolution: unresolved; no resolver link, observed 2026-07-13T23:45:24.809791Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4616aef6-b27c-47c3-aa68-7616a767b844 · outbound

This paper cites an unresolved cited work.

RetailBench: Evaluating Long-Horizon Autonomous Decision-Making and Strategy Stability of LLM Agents in Realistic Retail Environments Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-07-13T23:45:24.809791Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5676e88f-7bd2-403d-ae27-445d88f548a4 · outbound

This paper cites ,→ ,→ ,→ 20.

RetailBench: Evaluating Long-Horizon Autonomous Decision-Making and Strategy Stability of LLM Agents in Realistic Retail Environments ,→ ,→ ,→ 20

Reference 22

Resolution: unresolved; no resolver link, observed 2026-07-13T23:45:24.809791Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6e7376cb-d368-4274-a2cb-34f562ae6a9b · outbound

This paper cites Trace back through the day's operations.

RetailBench: Evaluating Long-Horizon Autonomous Decision-Making and Strategy Stability of LLM Agents in Realistic Retail Environments Trace back through the day's operations

Reference 23

Resolution: unresolved; no resolver link, observed 2026-07-13T23:45:24.809791Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1fe0de1a-d2eb-4bb0-9027-3ca7c83127d1 · outbound

This paper cites an unresolved cited work.

RetailBench: Evaluating Long-Horizon Autonomous Decision-Making and Strategy Stability of LLM Agents in Realistic Retail Environments Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-07-13T23:45:24.809791Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9ac6ee26-e523-4901-bc69-fdd6a8f3b9be · outbound

This paper cites ,→ ,→ ,→ ,→.

RetailBench: Evaluating Long-Horizon Autonomous Decision-Making and Strategy Stability of LLM Agents in Realistic Retail Environments ,→ ,→ ,→ ,→

Reference 25

Resolution: unresolved; no resolver link, observed 2026-07-13T23:45:24.809791Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b5b920d7-f9cf-46f0-a117-bb7ec323258f · outbound

This paper cites name": 'view_current_date_supplier_prices'}</tool_call> Execution Phase Evolving Strategy Phase Action: <tool_call>{.

RetailBench: Evaluating Long-Horizon Autonomous Decision-Making and Strategy Stability of LLM Agents in Realistic Retail Environments name": 'view_current_date_supplier_prices'}</tool_call> Execution Phase Evolving Strategy Phase Action: <tool_call>{

Reference 26

Resolution: unresolved; no resolver link, observed 2026-07-13T23:45:24.809791Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation b1ddeed8-cb18-441a-9b6f-091877df8b97 · inbound

Enhancing Decision-Making with Large Language Models through Multi-Agent Fictitious Play cites this paper.

Enhancing Decision-Making with Large Language Models through Multi-Agent Fictitious Play RetailBench: Evaluating Long-Horizon Autonomous Decision-Making and Strategy Stability of LLM Agents in Realistic Retail Environments

Reference 61

Resolution: verified exact; local_arxiv, observed 2026-07-04T00:49:18.513062Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 119ac3bc-fbaf-4ea9-9dee-e7cef1ea34dd · inbound

STOCKTAKE: Measuring the Gap Between Perception and Action in LLM Agents with a Fair Oracle cites this paper.

STOCKTAKE: Measuring the Gap Between Perception and Action in LLM Agents with a Fair Oracle RetailBench: Evaluating Long-Horizon Autonomous Decision-Making and Strategy Stability of LLM Agents in Realistic Retail Environments

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-02T04:42:06.001149Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 67cfa9d0-475f-4197-a283-019cfe758a45 · inbound

Agentic Commerce World: An Auditable and Verifiable Environment for Vibe Commerce cites this paper.

Agentic Commerce World: An Auditable and Verifiable Environment for Vibe Commerce RetailBench: Evaluating Long-Horizon Autonomous Decision-Making and Strategy Stability of LLM Agents in Realistic Retail Environments

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-04T07:18:19.084758Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.