Paper Citation Record · LEDGER

ComboShoppingBench: Evaluating LLM Agents for Budget-Constrained Basket Shopping with Coupons

As of 14 August 2026, this Paper Citation Record lists 28 of 28 outbound references and 0 inbound Pith citation observations for arXiv:2608.09282.

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

pith.paper-citation-record.v1
2608.09282 v1

Coverage vector

measured 28 of 28 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T20:19:29.148383Z

measured 28 of 28 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

28 of 28 outbound references displayed

verified exact7
verified fuzzy1
unresolved19
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 830553ca-dadb-4852-a500-964a109c5852 · outbound

This paper cites WebShop: Towards Scalable Real-World Web Interaction with Grounded Language Agents.

ComboShoppingBench: Evaluating LLM Agents for Budget-Constrained Basket Shopping with Coupons WebShop: Towards Scalable Real-World Web Interaction with Grounded Language Agents

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-11T20:19:28.943215Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f5a63c32-8bc5-43c8-b28f-e52b0926505a · outbound

This paper cites DeepShop: A Benchmark for Deep Research Shopping Agents.

ComboShoppingBench: Evaluating LLM Agents for Budget-Constrained Basket Shopping with Coupons DeepShop: A Benchmark for Deep Research Shopping Agents

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-11T20:19:28.950749Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 89dbfa92-8895-41cd-97e5-8d77d188a0ba · outbound

This paper cites Shoppingcomp: Are llms really ready for your shopping cart?, 2026.

ComboShoppingBench: Evaluating LLM Agents for Budget-Constrained Basket Shopping with Coupons Shoppingcomp: Are llms really ready for your shopping cart?, 2026

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-11T20:19:28.957535Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 76de73b4-da98-47db-bb87-8425cbd07528 · outbound

This paper cites WebMall -- A Multi-Shop Benchmark for Evaluating Web Agents.

ComboShoppingBench: Evaluating LLM Agents for Budget-Constrained Basket Shopping with Coupons WebMall -- A Multi-Shop Benchmark for Evaluating Web Agents

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-11T20:19:28.964425Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 32c1af03-2832-4011-b278-ffa3330a5a8d · outbound

This paper cites ShoppingBench: A Real-World Intent-Grounded Shopping Benchmark for LLM-based Agents.

ComboShoppingBench: Evaluating LLM Agents for Budget-Constrained Basket Shopping with Coupons ShoppingBench: A Real-World Intent-Grounded Shopping Benchmark for LLM-based Agents

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-11T20:19:28.974033Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 991e716a-78e2-445c-9560-fb722163471b · outbound

This paper cites Shopping Companion: Benchmarking and Training LLM Agents for Long-Horizon Preference-Grounded E-Commerce Tasks.

ComboShoppingBench: Evaluating LLM Agents for Budget-Constrained Basket Shopping with Coupons Shopping Companion: Benchmarking and Training LLM Agents for Long-Horizon Preference-Grounded E-Commerce Tasks

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-11T20:19:28.981253Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 73c58612-1242-4572-843b-cee4f537921c · outbound

This paper cites EComAgentBench: Benchmarking Shopping Agents on Long-Horizon Tasks with Distributed Hidden Intent.

ComboShoppingBench: Evaluating LLM Agents for Budget-Constrained Basket Shopping with Coupons EComAgentBench: Benchmarking Shopping Agents on Long-Horizon Tasks with Distributed Hidden Intent

Reference 7

Resolution: verified exact; local_arxiv, observed 2026-08-11T20:19:30.310345Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 5cbcc09a-96b6-45a6-b7ab-f4b244199764 · outbound

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

ComboShoppingBench: Evaluating LLM Agents for Budget-Constrained Basket Shopping with Coupons Mind2Web: Towards a Generalist Agent for the Web

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-11T20:19:28.995550Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c8dfbf66-c512-42a3-81cc-cdb8cce15c64 · outbound

This paper cites WebArena: A Realistic Web Environment for Building Autonomous Agents.

ComboShoppingBench: Evaluating LLM Agents for Budget-Constrained Basket Shopping with Coupons WebArena: A Realistic Web Environment for Building Autonomous Agents

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-11T20:19:29.002588Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bbe82c85-a80c-4e41-b1fe-2ecb086e8d26 · outbound

This paper cites VisualWebArena: Evaluating Multimodal Agents on Realistic Visual Web Tasks.

ComboShoppingBench: Evaluating LLM Agents for Budget-Constrained Basket Shopping with Coupons VisualWebArena: Evaluating Multimodal Agents on Realistic Visual Web Tasks

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-11T20:19:29.008882Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1d33bbde-d02b-48d6-ab35-71e0d48ed4a3 · outbound

This paper cites WebLINX: Real-world website navigation with multi-turn dialogue,.

ComboShoppingBench: Evaluating LLM Agents for Budget-Constrained Basket Shopping with Coupons WebLINX: Real-world website navigation with multi-turn dialogue,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:19:30.553348Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation ac01e209-02dc-4bf2-b993-fb5f52fac7d8 · outbound

This paper cites Shopsimulator: Evaluating and exploring rl-driven llm agent for shopping assistants, 2026.

ComboShoppingBench: Evaluating LLM Agents for Budget-Constrained Basket Shopping with Coupons Shopsimulator: Evaluating and exploring rl-driven llm agent for shopping assistants, 2026

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-11T20:19:29.042991Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cfadd93f-7ad4-412e-a62d-453794311173 · outbound

This paper cites ShopGym: An Integrated Framework for Realistic Simulation and Scalable Benchmarking of E-Commerce Web Agents.

ComboShoppingBench: Evaluating LLM Agents for Budget-Constrained Basket Shopping with Coupons ShopGym: An Integrated Framework for Realistic Simulation and Scalable Benchmarking of E-Commerce Web Agents

Reference 13

Resolution: verified exact; local_arxiv, observed 2026-08-11T20:19:30.035452Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation bfb06690-f69f-41f9-8017-35244b44e71b · outbound

This paper cites McAuley, Rahul Pandey, and Jure Leskovec.

ComboShoppingBench: Evaluating LLM Agents for Budget-Constrained Basket Shopping with Coupons McAuley, Rahul Pandey, and Jure Leskovec

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-11T20:19:29.057769Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 13de9b86-f81a-441b-9293-3c5222703d7d · outbound

This paper cites an unresolved cited work.

ComboShoppingBench: Evaluating LLM Agents for Budget-Constrained Basket Shopping with Coupons Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-11T20:19:29.064989Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e53fcdd0-f30c-4c49-af01-5e8e18cf79b3 · outbound

This paper cites Matching user with item set: Collaborative bundle recommendation with deep attention network.

ComboShoppingBench: Evaluating LLM Agents for Budget-Constrained Basket Shopping with Coupons Matching user with item set: Collaborative bundle recommendation with deep attention network

Reference 16

Resolution: verified exact; doi, observed 2026-08-11T20:19:29.241901Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 2fa222bb-fb68-4596-aa58-95d46e31abd5 · outbound

This paper cites Bundle recommendation with graph convolutional networks.

ComboShoppingBench: Evaluating LLM Agents for Budget-Constrained Basket Shopping with Coupons Bundle recommendation with graph convolutional networks

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-11T20:19:29.081154Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b2c1f2e9-7bc4-4831-883c-d99dac911a00 · outbound

This paper cites Pack- age recommendation with intra- and inter-package attention networks.

ComboShoppingBench: Evaluating LLM Agents for Budget-Constrained Basket Shopping with Coupons Pack- age recommendation with intra- and inter-package attention networks

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-11T20:19:29.087828Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3fe81cbd-f42d-471c-aa2b-832b82ea3c52 · outbound

This paper cites Multi-view intent disentangle graph networks for bundle recommendation.

ComboShoppingBench: Evaluating LLM Agents for Budget-Constrained Basket Shopping with Coupons Multi-view intent disentangle graph networks for bundle recommendation

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-11T20:19:29.095479Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 159587e8-0dda-434f-9113-40422f150f73 · outbound

This paper cites Crosscbr: Cross-view contrastive learning for bundle recommendation.

ComboShoppingBench: Evaluating LLM Agents for Budget-Constrained Basket Shopping with Coupons Crosscbr: Cross-view contrastive learning for bundle recommendation

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-11T20:19:29.102542Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7493fbc0-51bd-4407-9777-bddd796b7f32 · outbound

This paper cites Revisiting bundle recommendation for intent-aware product bundling.

ComboShoppingBench: Evaluating LLM Agents for Budget-Constrained Basket Shopping with Coupons Revisiting bundle recommendation for intent-aware product bundling

Reference 21

Resolution: verified exact; doi, observed 2026-08-11T20:19:29.206503Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation d257b74b-c13b-434b-b0cd-c033f0e86361 · outbound

This paper cites A survey on bundle recommendation: Methods, applications, and challenges, 2024.

ComboShoppingBench: Evaluating LLM Agents for Budget-Constrained Basket Shopping with Coupons A survey on bundle recommendation: Methods, applications, and challenges, 2024

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-11T20:19:29.115460Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b0b5caad-59e1-4700-bfd4-9320bdfbe093 · outbound

This paper cites BRIDGE: Bundle Recommendation via Instruction-Driven Generation.

ComboShoppingBench: Evaluating LLM Agents for Budget-Constrained Basket Shopping with Coupons BRIDGE: Bundle Recommendation via Instruction-Driven Generation

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-11T20:19:29.121937Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9120fe3e-67aa-4155-8703-53f6c3759efd · outbound

This paper cites Modeling item-level dynamic variability with residual diffusion for bundle recommendation, 2025.

ComboShoppingBench: Evaluating LLM Agents for Budget-Constrained Basket Shopping with Coupons Modeling item-level dynamic variability with residual diffusion for bundle recommendation, 2025

Reference 24

Resolution: verified exact; raw_fallback, observed 2026-08-11T20:19:29.485168Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation fdfd4ee9-622f-4eca-affb-d06d16740f54 · outbound

This paper cites EpicCBR: Item-relation-enhanced dual-scenario contrastive learning for cold-start bundle recommendation, 2026.

ComboShoppingBench: Evaluating LLM Agents for Budget-Constrained Basket Shopping with Coupons EpicCBR: Item-relation-enhanced dual-scenario contrastive learning for cold-start bundle recommendation, 2026

Reference 25

Resolution: verified exact; raw_fallback, observed 2026-08-11T20:19:29.395570Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation b1421459-66b5-4b69-ba97-1c4be5eb7f71 · outbound

This paper cites CASE: Cadence-Aware Set Encoding for Large-Scale Next Basket Repurchase Recommendation.

ComboShoppingBench: Evaluating LLM Agents for Budget-Constrained Basket Shopping with Coupons CASE: Cadence-Aware Set Encoding for Large-Scale Next Basket Repurchase Recommendation

Reference 26

Resolution: verified exact; local_arxiv, observed 2026-08-11T20:19:29.293635Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 6ee4b9cc-6230-4125-9525-7b9f3c2a21c9 · outbound

This paper cites Time-Interval-Aware Disentangled Expert Modeling for Next-Basket Recommendation.

ComboShoppingBench: Evaluating LLM Agents for Budget-Constrained Basket Shopping with Coupons Time-Interval-Aware Disentangled Expert Modeling for Next-Basket Recommendation

Reference 27

Resolution: malformed identifier; local_arxiv, observed 2026-08-11T20:19:29.267465Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 4892b3c0-933f-457b-9155-6d223275ddc2 · outbound

This paper cites an unresolved cited work.

ComboShoppingBench: Evaluating LLM Agents for Budget-Constrained Basket Shopping with Coupons Unresolved cited work

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-11T20:19:29.021194Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.