Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T05:40:29.015234Z
Paper Citation Record · LEDGER
CoCoA-Mix: Confusion-and-Confidence-Aware Mixture Model for Context Optimization
As of 7 August 2026, this Paper Citation Record lists 13 of 13 outbound references and 0 inbound Pith citation observations for arXiv:2506.07484.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
Reference resolution
13 of 13 outbound references displayed
- verified exact0
- verified fuzzy5
- unresolved7
- parse uncertain0
- malformed identifier1
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 30bf9077-8102-44aa-b53f-7b6f7bb523f3 · outbound
This paper cites CALTECH101 100Object recognition Variety of object categories with random background images.
CoCoA-Mix: Confusion-and-Confidence-Aware Mixture Model for Context Optimization CALTECH101 100Object recognition Variety of object categories with random background images
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T05:40:29.165008Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation d81d2bed-dece-4b17-94d6-70a6f3864ea0 · outbound
This paper cites In theFGVC Aircraftdataset (Base), CoA-loss focuses more precisely on fine-grained details such as text on airplane wings, outperforming zero-shot CLIP in specialization.
CoCoA-Mix: Confusion-and-Confidence-Aware Mixture Model for Context Optimization In theFGVC Aircraftdataset (Base), CoA-loss focuses more precisely on fine-grained details such as text on airplane wings, outperforming zero-shot CLIP in specialization
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T05:40:29.116745Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation f9f665a8-ef46-4481-96d7-e4f59e266529 · outbound
This paper cites CoCoA-Mix used prompts of length M= 2 per session and accumulated them across sessions, requiring fewer parameters than the baseline except in the final two sessions.
CoCoA-Mix: Confusion-and-Confidence-Aware Mixture Model for Context Optimization CoCoA-Mix used prompts of length M= 2 per session and accumulated them across sessions, requiring fewer parameters than the baseline except in the final two sessions
Reference 11
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T05:40:29.142070Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation f1589ed7-c2c4-426b-8428-f86e545def01 · outbound
This paper cites (2021), comparing CoCoA-Mix with zero-shot CLIP and CoOp.
CoCoA-Mix: Confusion-and-Confidence-Aware Mixture Model for Context Optimization (2021), comparing CoCoA-Mix with zero-shot CLIP and CoOp
Reference 12
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T05:40:29.130150Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 01cfea4e-0508-4040-b762-ccdc46decf44 · outbound
This paper cites CoA-weights were optimized using SGD with the same learning rate, a momentum of 0.9, and a weight decay of 5×10 −4.
CoCoA-Mix: Confusion-and-Confidence-Aware Mixture Model for Context Optimization CoA-weights were optimized using SGD with the same learning rate, a momentum of 0.9, and a weight decay of 5×10 −4
Reference 32
- Resolution
- malformed identifier
- raw_fallback, observed 2026-08-07T05:40:29.153452Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation d5eee95b-36da-4146-834c-bb4139650f1a · outbound
This paper cites An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale.
CoCoA-Mix: Confusion-and-Confidence-Aware Mixture Model for Context Optimization An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale
Reference 2009
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T05:40:28.973583Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 244f99a8-5928-4435-88a0-358a0dbf6c4c · outbound
This paper cites Unifying vision- and-language tasks via text generation.
CoCoA-Mix: Confusion-and-Confidence-Aware Mixture Model for Context Optimization Unifying vision- and-language tasks via text generation
Reference 2014
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T05:40:29.177802Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 6f2690c3-2f9d-4f7e-8da6-fc84ecd848af · outbound
This paper cites UCF101: A Dataset of 101 Human Actions Classes From Videos in The Wild.
CoCoA-Mix: Confusion-and-Confidence-Aware Mixture Model for Context Optimization UCF101: A Dataset of 101 Human Actions Classes From Videos in The Wild
Reference 2017
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T05:40:28.990046Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 49ce8a1a-37bd-4601-aaeb-0f09e6ec81a7 · outbound
This paper cites SimVLM: Simple Visual Language Model Pretraining with Weak Supervision.
CoCoA-Mix: Confusion-and-Confidence-Aware Mixture Model for Context Optimization SimVLM: Simple Visual Language Model Pretraining with Weak Supervision
Reference 2020
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T05:40:28.993874Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f49cfbfd-a494-479b-9481-5802d0a24072 · outbound
This paper cites Open-vocabulary Object Detection via Vision and Language Knowledge Distillation.
CoCoA-Mix: Confusion-and-Confidence-Aware Mixture Model for Context Optimization Open-vocabulary Object Detection via Vision and Language Knowledge Distillation
Reference 2021
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T05:40:28.977451Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9f76b5e4-0725-426c-829f-d9adb9d0523f · outbound
This paper cites Adam: A Method for Stochastic Optimization.
CoCoA-Mix: Confusion-and-Confidence-Aware Mixture Model for Context Optimization Adam: A Method for Stochastic Optimization
Reference 2022
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T05:40:28.982329Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 355dc0b5-766f-4a70-8abe-601b140d994b · outbound
This paper cites Exploring Visual Prompts for Adapting Large-Scale Models.
CoCoA-Mix: Confusion-and-Confidence-Aware Mixture Model for Context Optimization Exploring Visual Prompts for Adapting Large-Scale Models
Reference 2023
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T05:40:28.964278Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6e284322-2f85-4bcf-bd74-87df0d1d9d96 · outbound
This paper cites Fine-Grained Visual Classification of Aircraft.
CoCoA-Mix: Confusion-and-Confidence-Aware Mixture Model for Context Optimization Fine-Grained Visual Classification of Aircraft
Reference 2024
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T05:40:28.986097Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Pith citing papers
No inbound Pith citation observations are available.