Pith. sign in

Paper Citation Record · LEDGER

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation

As of 11 August 2026, this Paper Citation Record lists 100 of 128 outbound references and 0 inbound Pith citation observations for arXiv:2412.17684.

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

pith.paper-citation-record.v1
2412.17684 v2

Coverage vector

measured 100 of 128 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T05:22:11.974613Z

measured 100 of 100 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+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

100 of 128 outbound references displayed

  • verified exact2
  • verified fuzzy28
  • unresolved70
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c82170a3-bcf2-4f62-8959-162d6babaa03 · outbound

This paper cites Gone fishing: Neural active learning with fisher embeddings.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation Gone fishing: Neural active learning with fisher embeddings

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-11T05:22:11.530648Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T05:22:11.530648Z digest=sha256:9b6ed29b785c76850923ec8908a6c11d984ed68fabd47471e9a30adaf53522c3

Observation 43e99711-0def-4665-b3ee-04572eca3063 · outbound

This paper cites Deep Batch Active Learning by Diverse, Uncertain Gradient Lower Bounds.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation Deep Batch Active Learning by Diverse, Uncertain Gradient Lower Bounds

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-11T05:22:11.536497Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T05:22:11.536497Z digest=sha256:ebc18ef06cd818492a110ef187e861ba693c59fe0021a28a9b332a22cdb11c64

Observation 186fdd62-0be8-4e0f-880a-f12bce64f3fe · outbound

This paper cites Training con- nectionist networks with queries and selective sampling.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation Training con- nectionist networks with queries and selective sampling

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-11T05:22:11.543083Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T05:22:11.543083Z digest=sha256:e225aec383ed1445efc602f9a81f9d3968162f0c042a2fbe51a63427b8ce5fe8

Observation 942fa2e7-18b1-484a-b83f-072219687c5e · outbound

This paper cites Leaving Reality to Imagination: Robust Classification via Generated Datasets.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation Leaving Reality to Imagination: Robust Classification via Generated Datasets

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-11T05:22:11.547646Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T05:22:11.547646Z digest=sha256:ca35db36e827fa1bbcd1601ab170dc0c529845e7c0c10d65ac30ef658f263237

Observation 9c91d1b8-1f9c-4ce9-954a-5d84c3770ec8 · outbound

This paper cites The power of ensembles for active learning in image classification.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation The power of ensembles for active learning in image classification

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-11T05:22:11.553014Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T05:22:11.553014Z digest=sha256:eb5404fec8bcf7bf0aa3cde76b21b26ed103fba151e1c5170697a17518ca9e59

Observation 0e646642-f366-4406-b9d9-f7712e4461a9 · outbound

This paper cites The fifth PASCAL recog- nizing textual entailment challenge.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation The fifth PASCAL recog- nizing textual entailment challenge

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-11T05:22:11.557282Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T05:22:11.557282Z digest=sha256:745bfe889240362618460d7d16b1ef885670968a74ee78b9e2b215251a213101

Observation 551e60bb-7669-4f39-b8fb-f8e785851bae · outbound

This paper cites Truong, Stephen Mussmann, Yinglun Zhu, Jeff A.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation Truong, Stephen Mussmann, Yinglun Zhu, Jeff A

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-11T05:22:11.561927Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T05:22:11.561927Z digest=sha256:48122fbe36dbec57f3e3fb8c59e2822fc5b64096d78300dcb115b825e58a30e3

Observation 27c57158-e693-4f8e-880d-b32f3a22e381 · outbound

This paper cites Deep submodular peripteral networks.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation Deep submodular peripteral networks

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-11T05:22:11.566098Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T05:22:11.566098Z digest=sha256:8836d8c13cd4ef4986ef9cb852b28bfe16b8c2a030c54e46346d52cda7872914

Observation 6c273336-5036-4ebe-85da-754aa2c01fd4 · outbound

This paper cites Submodularity In Machine Learning and Artificial Intelligence.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation Submodularity In Machine Learning and Artificial Intelligence

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-11T05:22:11.570886Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T05:22:11.570886Z digest=sha256:5270422cf2ce3389692d11f00d09e37b56046bd53465385207d3411d9c8f0897

Observation 62995601-5738-4dd4-a9e4-52a7890afbc5 · outbound

This paper cites Submarine: SUBModularity for ARtificial INtelligencE and machine learning.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation Submarine: SUBModularity for ARtificial INtelligencE and machine learning

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-11T05:22:11.575533Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T05:22:11.575533Z digest=sha256:3f078050e44a70ffd362a9ebcdfd12bd57ad4cf0752317ea142c98cb14a1465e

Observation 35b1ddae-46cc-4a60-98f2-94276ac5df80 · outbound

This paper cites Retrieval-augmented diffusion models.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation Retrieval-augmented diffusion models

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-11T05:22:11.583853Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T05:22:11.583853Z digest=sha256:a26d4ea8ef09d3dfe848f003acd9b2176304836b4586d4c1d01b988a82591836

Observation 624ab032-d3ea-463c-9675-4a6ea62304c6 · outbound

This paper cites Food-101 – mining discriminative components with random forests.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation Food-101 – mining discriminative components with random forests

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-11T05:22:11.587626Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T05:22:11.587626Z digest=sha256:9294ea163f2f5380f68361b373a158a436c8c64e46dabc564253104decc34e01

Observation d242d301-e13b-4bb8-a497-a882440dbe5e · outbound

This paper cites an unresolved cited work.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation Unresolved cited work

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-11T05:22:11.592355Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T05:22:11.592355Z digest=sha256:a4d5d14b3a39e8b5fc07bdf7a5aaca91b8ffd35d5a700393f6f71a17b3053bc9

Observation 9492d50a-5a24-42a4-88d6-3c7822e9f2a4 · outbound

This paper cites SynArtifact: Classifying and Alleviating Artifacts in Synthetic Images via Vision-Language Model.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation SynArtifact: Classifying and Alleviating Artifacts in Synthetic Images via Vision-Language Model

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-11T05:22:11.596588Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T05:22:11.596588Z digest=sha256:0f98748774b98648ab6ff159f2a1070ce2030a29d14df87ce13f159ed2ef0bf3

Observation a8ffbea5-a8c6-4d2b-87ee-4e70f9dda441 · outbound

This paper cites The use of mmr, diversity-based reranking for reordering documents and pro- ducing summaries.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation The use of mmr, diversity-based reranking for reordering documents and pro- ducing summaries

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-11T05:22:11.600721Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T05:22:11.600721Z digest=sha256:54ab4f282ca8557f834e4bce42adac621cbbeaad75c2f48e812663fb6d834a26

Observation 2c4a2abf-1dcf-46b9-9251-e1d0f57ced53 · outbound

This paper cites Fast greedy map inference for determinantal point process to improve recommendation diversity.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation Fast greedy map inference for determinantal point process to improve recommendation diversity

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-11T05:22:11.604511Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T05:22:11.604511Z digest=sha256:a316a00642c9a757f7e84ff30f1d4d830476fea564a88bee33c0c49932732bb6

Observation 62d241cd-2fcc-4fd4-9b8c-2f85adf7c522 · outbound

This paper cites Lift yourself up: Retrieval-augmented text generation with self-memory.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation Lift yourself up: Retrieval-augmented text generation with self-memory

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-11T05:22:11.609064Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T05:22:11.609064Z digest=sha256:d2edfdb461321e563f42da628525383335b65ddd7ccefd9c0662a88e77ef8463

Observation 6196c990-c9d5-46e7-befb-19aa40c29c10 · outbound

This paper cites Cimpoi, S.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation Cimpoi, S

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-11T05:22:11.616921Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T05:22:11.616921Z digest=sha256:cd37f982a754b64a5c283cc93250428fba52150d0e39fa34645a07ba2bedf5f6

Observation 464f5c27-10f0-40c9-8add-c903c8fd88b8 · outbound

This paper cites Batch active learning at scale.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation Batch active learning at scale

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-11T05:22:11.620765Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T05:22:11.620765Z digest=sha256:40d80a9d318bbf472fe3fd434a91d69f360d4baff8887e2602e26d61e30b5281

Observation a92976a2-3b7d-4999-9813-b42d4540ada6 · outbound

This paper cites Berg, Robert Nowak, Roshan Sumbaly, Matei Zaharia, and I.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation Berg, Robert Nowak, Roshan Sumbaly, Matei Zaharia, and I

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-11T05:22:11.624947Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T05:22:11.624947Z digest=sha256:1439373c5ce479b7b5506db69ea388ad00129ccec9ab86961b4daef15f2fd9ae

Observation cd5d2267-8ccd-4285-b842-9fd66184750a · outbound

This paper cites Support-vector net- works.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation Support-vector net- works

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-11T05:22:11.629036Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T05:22:11.629036Z digest=sha256:4cf287b0c9aa21dee29aafcbc16e8fb3dcf5a93ebaea221b1d0b0717131c788b

Observation 4b700af4-04bf-4d40-8d53-d56e4efd56e6 · outbound

This paper cites Cover and Joy A.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation Cover and Joy A

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-11T05:22:11.634182Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T05:22:11.634182Z digest=sha256:46ed9681b48f0d00053c6d39ae87fd8e6691e10cffca426255fff8d918b0d6dc

Observation 4e4e1afb-70c6-464c-8509-410442c367fd · outbound

This paper cites Gao, Rui Yang, and Jeff Bilmes.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation Gao, Rui Yang, and Jeff Bilmes

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-11T05:22:11.638209Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T05:22:11.638209Z digest=sha256:a460ed7efb39c8b1a6c1aa9edcd76aec8ec16f8249dbda6ad07742fa76c6bb19

Observation 6347e080-a640-42e9-b4a3-2d2f9d8fa928 · outbound

This paper cites Imagenet: A large-scale hierarchical image database.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation Imagenet: A large-scale hierarchical image database

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-11T05:22:11.642397Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T05:22:11.642397Z digest=sha256:11b3c270a6434b853e6df499e3a3c6a3589e821f23a55de3c72cab786c8ae3b8

Observation a6c1d386-4a01-4df1-a26a-31b0a17878e0 · outbound

This paper cites Jointly optimising relevance and diversity in image retrieval.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation Jointly optimising relevance and diversity in image retrieval

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-11T05:22:11.648676Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T05:22:11.648676Z digest=sha256:197a0a5094946b0bddecd3853d34a3eee843cd003c02fed5f1d50dbc754a1d6c

Observation 0bea41cd-dd26-48bf-bbbb-740032c8bdeb · outbound

This paper cites Dolan and Chris Brockett.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation Dolan and Chris Brockett

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-11T05:22:11.652709Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T05:22:11.652709Z digest=sha256:44b100559a7445338cf2615b79568eb53c676ea78906ef4523c7d1a3a3495e7d

Observation b15b1277-aeba-4d07-b27e-0fb741516ad0 · outbound

This paper cites Adversarial Active Learning for Deep Networks: a Margin Based Approach.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation Adversarial Active Learning for Deep Networks: a Margin Based Approach

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-11T05:22:11.656655Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T05:22:11.656655Z digest=sha256:6714f66c2382bbc811ead8e44f777f5de83d02382ecac3250fe41fa22d20fcf1

Observation 88275b30-0cf9-4643-97b3-3d5772efd4ec · outbound

This paper cites Not all features matter: Enhancing few-shot clip with adaptive prior refinement.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation Not all features matter: Enhancing few-shot clip with adaptive prior refinement

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-11T05:22:11.660784Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T05:22:11.660784Z digest=sha256:b9a1d6ede251e2984de3c0b70c70e273957079347ce9ea0a065bacbbe62e2268

Observation d4ec9db8-daed-404d-84ae-74e2732f7b83 · outbound

This paper cites Amu-tuning: Effective logit bias for clip-based few-shot learning.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation Amu-tuning: Effective logit bias for clip-based few-shot learning

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-11T05:22:11.664426Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T05:22:11.664426Z digest=sha256:c393938935df2c031596a51c731fd1c4a27558d87c1ea0f0ce088853a8fd1d1f

Observation 09fc0a15-8041-4591-8583-ea11f61661c6 · outbound

This paper cites Model- agnostic meta-learning for fast adaptation of deep networks.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation Model- agnostic meta-learning for fast adaptation of deep networks

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-11T05:22:11.668267Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T05:22:11.668267Z digest=sha256:b4630acbf9ae36295a55b0e6862bd70624cc7dc370c99fb6627a9e45caa2608b

Observation 45d82394-c3ba-4ddd-a238-b290713be781 · outbound

This paper cites The vendi score: A diversity evaluation metric for machine learning.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation The vendi score: A diversity evaluation metric for machine learning

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-11T05:22:11.672101Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T05:22:11.672101Z digest=sha256:2245f814173da54d6009471e7ab758b8599752c0fe3ac0e6f5b296b5a3bf728c

Observation cb5c616c-2422-4890-93fb-e97e7d44fa60 · outbound

This paper cites Submodular functions and optimization.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation Submodular functions and optimization

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-11T05:22:11.676072Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T05:22:11.676072Z digest=sha256:a7075bee4315ee355c7e68e354699080c9d71d657e76a3ee5901254f70f00332

Observation d5c7c107-6e3d-4157-9cbf-358d8540518f · outbound

This paper cites Datacomp: In search of the next generation of multimodal datasets, 2023.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation Datacomp: In search of the next generation of multimodal datasets, 2023

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-11T05:22:11.680922Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T05:22:11.680922Z digest=sha256:6a2eb42e1014f0f7e5f24ec7349d84152382346523167bc83ee1274a3515a11e

Observation fabef72c-eb1a-46b8-bc02-321240b5ed15 · outbound

This paper cites Deep bayesian active learning with image data.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation Deep bayesian active learning with image data

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-11T05:22:11.685125Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T05:22:11.685125Z digest=sha256:61da22cd4d24045162309f5a2561a2e4b1a7a02b6919112a304b6ae72eb65e71

Observation d1ccf553-9d4d-4ce4-bd63-b724ccd7eb24 · outbound

This paper cites Clip-adapter: Better vision-language models with feature adapters, 2021.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation Clip-adapter: Better vision-language models with feature adapters, 2021

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-11T05:22:11.690305Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T05:22:11.690305Z digest=sha256:ac0506c2a9d0bcd76cf9c2eca0c93d5918741b5d986a281e45b1cd1d31c05bc0

Observation 77e10071-c7d3-4b9d-afdd-b0adbd929b5a · outbound

This paper cites Deep Active Learning over the Long Tail.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation Deep Active Learning over the Long Tail

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-11T05:22:11.695417Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T05:22:11.695417Z digest=sha256:85c92c3778c7d83a79779c5ea668c00bbec3e1803dc437bb90133ebac0ce59ac

Observation 505fff08-3715-4ca5-9ca7-761579b32c10 · outbound

This paper cites The unmet promise of synthetic training images: Using retrieved real images performs better, 2024.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation The unmet promise of synthetic training images: Using retrieved real images performs better, 2024

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-11T05:22:11.700594Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T05:22:11.700594Z digest=sha256:92c37fbdcf5bba9c02f4314d18ac8baa546b9fcb15acb54706811079e19a4d9d

Observation 6b493c3d-28d6-40db-98aa-b8f7b08b7c0d · outbound

This paper cites Bilmes, and Himanshu Asnani.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation Bilmes, and Himanshu Asnani

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-11T05:22:11.704340Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T05:22:11.704340Z digest=sha256:38d1ab63f2827f681363e6ae43b52e862b8eba0f6f5ff5370c171ddcc4d3ea12

Observation bbd42b1d-fabc-4718-bd10-d37d8d4511be · outbound

This paper cites Generalized submodular information measures: Theoretical properties, examples, optimization algorithms, and applications.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation Generalized submodular information measures: Theoretical properties, examples, optimization algorithms, and applications

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-11T05:22:11.707995Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T05:22:11.707995Z digest=sha256:cac72b9b2fc1b09f22bfae90de02271f4f300ca89774e9ac97a7bc18f190c9b3

Observation fce108d0-3ec7-4d31-a597-16cefb2b6d11 · outbound

This paper cites Leveraging passage retrieval with generative models for open domain question answering.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation Leveraging passage retrieval with generative models for open domain question answering

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-11T05:22:11.711825Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T05:22:11.711825Z digest=sha256:b0a0fda5607103c09363f324cceedb53325d5fbe82e1471ca423f81939e034cb

Observation 28c2e751-5bf4-4869-ab0d-5be90993fc6a · outbound

This paper cites Atlas: Few-shot learning with retrieval augmented language mod- els, 2022.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation Atlas: Few-shot learning with retrieval augmented language mod- els, 2022

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-11T05:22:11.715999Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T05:22:11.715999Z digest=sha256:f09a2fb055c4808a9f21aa1b9f5e18cb92894d407e0c450a72ddaf46e29d7915

Observation 6a4f8167-d87f-46a2-988b-532b8604f2c4 · outbound

This paper cites Task agnostic meta-learning for few-shot learning.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation Task agnostic meta-learning for few-shot learning

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-11T05:22:11.719822Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T05:22:11.719822Z digest=sha256:7e6c0e6cb8084bea57e896e1b18f36389dedd8d6f4eae1ac76b8bfc419303415

Observation 15fb6976-879a-4436-b649-8ee6bf93b5fe · outbound

This paper cites Jegelka and J.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation Jegelka and J

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-11T05:22:11.724351Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T05:22:11.724351Z digest=sha256:c1b47beed494a8d30ffc36f06b1ec74a9a33b83c91c297d99ef578557bb26e40

Observation 2988d166-1819-4748-be5f-280d5b67381f · outbound

This paper cites Submodularity beyond submodular energies: Coupling edges in graph cuts.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation Submodularity beyond submodular energies: Coupling edges in graph cuts

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-11T05:22:11.729032Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T05:22:11.729032Z digest=sha256:287e86d8a095e5f7de27ffcd5ea7b61558a178bdd4ffc6da883eaf83d2bd9c73

Observation f5cfbc94-58f3-4779-af17-9b3ce6b5db08 · outbound

This paper cites Le, Yunhsuan Sung, Zhen Li, and Tom Duerig.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation Le, Yunhsuan Sung, Zhen Li, and Tom Duerig

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-11T05:22:11.733190Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T05:22:11.733190Z digest=sha256:c7fbf327c551a13b4529f4db3f1ea222621da13d338206b5ad1d37efb60892eb

Observation 06604d0c-0df7-4fd6-9ac5-bed74eec3820 · outbound

This paper cites Billion- scale similarity search with GPUs.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation Billion- scale similarity search with GPUs

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-11T05:22:11.737076Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T05:22:11.737076Z digest=sha256:c07ad53ef96e200a34af6264f4e6964512c131d65919c6a2eb9fef2d5e4ecf35

Observation a4d4dbd9-d9b3-4e32-a004-dc91cd4f4faa · outbound

This paper cites Data-efficient contrastive self-supervised learning: Most beneficial exam- ples for supervised learning contribute the least.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation Data-efficient contrastive self-supervised learning: Most beneficial exam- ples for supervised learning contribute the least

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-11T05:22:11.741011Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T05:22:11.741011Z digest=sha256:bf2758d1648bd1afb18067abb10dce46c6476baa17f97ed1172938f5d2cd9213

Observation a655b636-62c5-4707-9f94-ed94c25e5042 · outbound

This paper cites Large language models struggle to learn long-tail knowledge.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation Large language models struggle to learn long-tail knowledge

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-11T05:22:11.744841Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T05:22:11.744841Z digest=sha256:1faad25623c9f62b5b089f3419cd6f88fbb69be36089f19be0ffb349ee02933f

Observation 347a8b38-a529-4251-8766-4d6b2f32fe7b · outbound

This paper cites Orient: Submodular mutual information measures for data subset selection under distribution shift.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation Orient: Submodular mutual information measures for data subset selection under distribution shift

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-11T05:22:11.748836Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T05:22:11.748836Z digest=sha256:28753c736b50cc7855b930706e1f40d976f6ee018e0004e7f9cfcfc0bd387b9f

Observation ab53a14b-296f-44b9-b751-fe8293644abc · outbound

This paper cites Similar: Submodular information mea- sures based active learning in realistic scenarios.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation Similar: Submodular information mea- sures based active learning in realistic scenarios

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-11T05:22:11.752715Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T05:22:11.752715Z digest=sha256:bb12d60f1978d41f070ca0ce0660085790263b35d4126c595b5cb330f76d0745

Observation 710b0d5a-8c70-4ebb-8bf1-bcbf2a878184 · outbound

This paper cites Similar: Submodular information mea- 10 sures based active learning in realistic scenarios.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation Similar: Submodular information mea- 10 sures based active learning in realistic scenarios

Reference 51

Resolution
unresolved
no resolver link, observed 2026-08-11T05:22:11.756525Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T05:22:11.756525Z digest=sha256:ab06e183dde125f842e2da1f5b9109c0508306d121bcefbaa7f5cf4079bac8f6

Observation bef073f4-9436-475c-86b7-a21a3ceb525b · outbound

This paper cites Prism: A rich class of pa- rameterized submodular information measures for guided subset selection, 2022.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation Prism: A rich class of pa- rameterized submodular information measures for guided subset selection, 2022

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-11T05:22:11.760361Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T05:22:11.760361Z digest=sha256:a50a6afd231db3a5fd1d8b1d8c25fa376bf77136a7a229f89794466d1dbceb02

Observation 2d4e6e10-0bbb-42ab-a7ca-442f80ed8633 · outbound

This paper cites Determinantal point pro- cesses for machine learning.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation Determinantal point pro- cesses for machine learning

Reference 53

Resolution
unresolved
no resolver link, observed 2026-08-11T05:22:11.763882Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T05:22:11.763882Z digest=sha256:e7a04266aa68bee029b31f0a4ea533572cc174bc7082a479b2bbb117e62a82b8

Observation 7a7f8b00-a9b8-42f4-9e5c-7817bf7ac2d5 · outbound

This paper cites Retrieval-augmented generation for knowledge-intensive nlp tasks.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation Retrieval-augmented generation for knowledge-intensive nlp tasks

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T05:22:13.167542Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T05:22:11.767999Z digest=sha256:96a38e0d45d739a27afcf9a8b800e89d447a6ae88c8d8b76700abb87627057a2

Observation 87420cb1-ad0c-4ce5-b5d9-903c124ce9a8 · outbound

This paper cites Learning question classifiers.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation Learning question classifiers

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T05:22:13.154379Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T05:22:11.771604Z digest=sha256:6141b2dfaf7ada146cc34db24f4f983875d253aecc379fd1226b0c39a258d0a9

Observation 19ae17b3-6f47-4876-835d-7d40967c8029 · outbound

This paper cites A class of submodular functions for document summarization.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation A class of submodular functions for document summarization

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T05:22:13.142119Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T05:22:11.775549Z digest=sha256:cb143d8e845b5fea2664d8665f94cd688d2d6b1b66a91be93cdd7cdd9b751515

Observation 5acef62f-4686-49d2-9dec-9f5a5e61a917 · outbound

This paper cites Learning Mixtures of Submodular Shells with Application to Document Summarization.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation Learning Mixtures of Submodular Shells with Application to Document Summarization

Reference 57

Resolution
verified exact
local_arxiv, observed 2026-08-11T05:22:12.351520Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T05:22:11.779971Z digest=sha256:88fe4cf10aeab01d5ec96d74f6a2a69b2b7b7ff9579f617acbf67c167f4deec8

Observation adbfb793-f024-4589-ac0d-06151887b69c · outbound

This paper cites Learning customized visual models with retrieval-augmented knowledge, 2023.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation Learning customized visual models with retrieval-augmented knowledge, 2023

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T05:22:13.129357Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T05:22:11.784089Z digest=sha256:5ba67cb347c0d83a559bb97e4bad35739cbd67a6e81cf426e7e754f5316dd66e

Observation 778beef0-c32b-4ca9-9ce6-a2c14c2d8d02 · outbound

This paper cites an unresolved cited work.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation Unresolved cited work

Reference 59

Resolution
unresolved
raw_fallback, observed 2026-08-11T05:22:13.117126Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T05:22:11.787989Z digest=sha256:f8e4a82def800c10dc84e1819f26d7d99393b30d11e0cb361218ceb72f96d352

Observation ed10aa61-cec0-4362-9f2b-00ed49767a3e · outbound

This paper cites Submodular feature selection for high- dimensional acoustic score spaces.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation Submodular feature selection for high- dimensional acoustic score spaces

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T05:22:13.104790Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T05:22:11.791849Z digest=sha256:16b0f7eb9a0a98a4e528257adacf25a3dccb1a51ccab4fecb1cfdde59d198d5a

Observation 28f0e8a6-85f5-42b3-8a48-48bc2650752e · outbound

This paper cites Fine-grained visual clas- sification of aircraft, 2013.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation Fine-grained visual clas- sification of aircraft, 2013

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T05:22:13.091507Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T05:22:11.795731Z digest=sha256:918c2f6d47a789ea1338e592429fa7a0307d391bf9f8f07d3c4d90a730713636

Observation 8ee25fc0-4d07-46c4-aece-c562815ba730 · outbound

This paper cites Active learning principles for in-context learning with large language models.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation Active learning principles for in-context learning with large language models

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T05:22:13.077679Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T05:22:11.800669Z digest=sha256:6534f9ef08bfa5c6fa5271dc9541b91d3a105b6aa3ece63acc0f62536fe5e881

Observation 138eeed5-a59d-4b0e-9db0-8ba3b8bec9d3 · outbound

This paper cites Accelerated greedy algorithms for maximiz- ing submodular set functions.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation Accelerated greedy algorithms for maximiz- ing submodular set functions

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T05:22:13.065056Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T05:22:11.804678Z digest=sha256:f4bd756cbc03eac1eff8a2cc2d697a6438e8446ffe809ad0c8a8c68ad84f3edd

Observation a52bd347-f9e6-473b-88c9-b0ebba1e11b2 · outbound

This paper cites Coresets for data-efficient training of machine learning mod- els.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation Coresets for data-efficient training of machine learning mod- els

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T05:22:13.053561Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T05:22:11.809215Z digest=sha256:009ac0de5d278bc939772acb80c8ca96010feba2d03862bcd3a9e9d3f9d53cd5

Observation bab9db83-52ab-465e-8a92-94378371c446 · outbound

This paper cites An analysis of approximations for maximizing sub- modular set functions—i.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation An analysis of approximations for maximizing sub- modular set functions—i

Reference 65

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T05:22:13.041246Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T05:22:11.814371Z digest=sha256:c5c89a9994179d6745856afdf921e4ba6b15d2f3e8128d3b3849bff79d3a8e22

Observation 1fe3d183-9ec5-4e77-a6aa-00109652fee5 · outbound

This paper cites On First-Order Meta-Learning Algorithms.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation On First-Order Meta-Learning Algorithms

Reference 66

Resolution
unresolved
no resolver link, observed 2026-08-11T05:22:11.818709Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T05:22:11.818709Z digest=sha256:386a273b0b9fd96cce883558f28ec1e4bd749101971a35d1962fc539e5b571c0

Observation ffecbf00-ead2-4527-b6dd-494125f6750f · outbound

This paper cites Automated flower classification over a large number of classes.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation Automated flower classification over a large number of classes

Reference 67

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T05:22:13.027704Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T05:22:11.822905Z digest=sha256:b053b8dc81b59ab337b01817952ea7b9e037d5a9e7cb069901719af5cda5908d

Observation 35b266a5-6213-4622-b6cc-8f8ab96a58b5 · outbound

This paper cites Improved Algorithm for Deep Active Learning under Imbalance via Optimal Separation.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation Improved Algorithm for Deep Active Learning under Imbalance via Optimal Separation

Reference 68

Resolution
unresolved
no resolver link, observed 2026-08-11T05:22:11.827164Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T05:22:11.827164Z digest=sha256:7b5124f2101eaf2c6e837b2d171407993c68ddbb6818f2073f3c4e59c78ee33f

Observation 2c02a889-3ba4-462f-8c86-bbc19dcba594 · outbound

This paper cites TADAM: Task dependent adaptive metric for improved few-shot learning.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation TADAM: Task dependent adaptive metric for improved few-shot learning

Reference 69

Resolution
unresolved
no resolver link, observed 2026-08-11T05:22:11.831577Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T05:22:11.831577Z digest=sha256:1f38383dd9420549ef6dcf288096481266bc2ce06bd7b8e4a7dd824bceab3126

Observation fcc25328-41e8-4f00-8602-173d95785035 · outbound

This paper cites Check Your Facts and Try Again: Improving Large Language Models with External Knowledge and Automated Feedback.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation Check Your Facts and Try Again: Improving Large Language Models with External Knowledge and Automated Feedback

Reference 70

Resolution
unresolved
no resolver link, observed 2026-08-11T05:22:11.836410Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T05:22:11.836410Z digest=sha256:ed2ac14fe25476db635982ce0d8f8dc816f85f0df8f026a1c050334fb7796404

Observation 17f86ff3-9351-4228-8cd5-edbc76db381e · outbound

This paper cites SDXL: Improving Latent Diffusion Models for High-Resolution Image Synthesis.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation SDXL: Improving Latent Diffusion Models for High-Resolution Image Synthesis

Reference 71

Resolution
unresolved
no resolver link, observed 2026-08-11T05:22:11.840705Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T05:22:11.840705Z digest=sha256:4923e944cbbce8e6825195d7ed2f573d994bebc70e13af955a7d5c01a9c280cb

Observation dceb9d37-9869-4aa4-bc88-2529a9eb93c7 · outbound

This paper cites What does a platypus look like? Generating customized prompts for zero-shot image classification.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation What does a platypus look like? Generating customized prompts for zero-shot image classification

Reference 72

Resolution
verified exact
local_arxiv, observed 2026-08-11T05:22:12.258753Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T05:22:11.845395Z digest=sha256:682740bb7965d77e7d0f834eff34c06c74e64c76f3f7325ac55bc2d28c33cd64

Observation 895facca-54f9-4cfe-b190-00cdcc91413c · outbound

This paper cites Learning transferable visual models from natural language supervision, 2021.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation Learning transferable visual models from natural language supervision, 2021

Reference 73

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T05:22:13.012265Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T05:22:11.850386Z digest=sha256:7957aa5b321176e80236cf3a24f3d736f559780cefdc731aaa13f2b041201ded

Observation b5875b8d-af73-484c-8c5a-161fe446aeb0 · outbound

This paper cites Meta-learning with implicit gradients, 2019.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation Meta-learning with implicit gradients, 2019

Reference 74

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T05:22:12.997939Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T05:22:11.854434Z digest=sha256:f39a0d5fa277469d86c75997fb22c1612dd4bcd5dfc7ed75b91bb5070c6dabf1

Observation ff74a6bf-1441-49ef-ba8a-ecbac03de33c · outbound

This paper cites In-context retrieval-augmented language models.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation In-context retrieval-augmented language models

Reference 75

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T05:22:12.983009Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T05:22:11.858429Z digest=sha256:796d2347f39f50a992a1e5788c1e8b319635ed32899d554384fe908420f925fc

Observation b9ef8be9-7f09-4216-9773-93e8f8f03795 · outbound

This paper cites Do ImageNet Classifiers Generalize to ImageNet?.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation Do ImageNet Classifiers Generalize to ImageNet?

Reference 76

Resolution
unresolved
no resolver link, observed 2026-08-11T05:22:11.862229Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T05:22:11.862229Z digest=sha256:25d436f763ed5333cbebb8f4e4522957d6a9f004dbc7d4a12ab01a779f074431

Observation 94264907-da6b-4598-a261-f0433c2e27b5 · outbound

This paper cites Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks

Reference 77

Resolution
unresolved
no resolver link, observed 2026-08-11T05:22:11.866402Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T05:22:11.866402Z digest=sha256:0e79dab3f6cab4dcb010317bfce99c5e6b8450549bdbc3ab7d705e98f3c01d65

Observation 86d514dc-515b-4810-a8c6-53911f0d3ee2 · outbound

This paper cites Learn- ing to retrieve prompts for in-context learning, 2022.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation Learn- ing to retrieve prompts for in-context learning, 2022

Reference 78

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T05:22:12.968089Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T05:22:11.871901Z digest=sha256:1c57445a173416516f1adf6672f5d86214ecb84638e48ca5b1ab523d3937df9b

Observation da47d814-b66e-4912-8ef1-e926bacb1f24 · outbound

This paper cites an unresolved cited work.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation Unresolved cited work

Reference 79

Resolution
unresolved
raw_fallback, observed 2026-08-11T05:22:12.955329Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T05:22:11.875956Z digest=sha256:76567076aa7428088a5aec3af2c08d5db00a1f688d5af1b16906fc60c2f72dcc

Observation b3157b00-2c67-47f7-9316-fb968d9ff766 · outbound

This paper cites Laion-5b: An open large-scale dataset for training next generation image-text models, 2022.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation Laion-5b: An open large-scale dataset for training next generation image-text models, 2022

Reference 80

Resolution
unresolved
no resolver link, observed 2026-08-11T05:22:11.880379Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T05:22:11.880379Z digest=sha256:db5c991674a7877a1e9a99a496a0be4eb84a72150616a6d2fb3b7205b4c43301

Observation de9f73e7-2786-4a25-b50e-88bf8ae1a5fe · outbound

This paper cites Active Learning for Convolutional Neural Networks: A Core-Set Approach.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation Active Learning for Convolutional Neural Networks: A Core-Set Approach

Reference 81

Resolution
unresolved
no resolver link, observed 2026-08-11T05:22:11.884993Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T05:22:11.884993Z digest=sha256:118637b6ee2d0a0290501eaea851e7d51eda271c5861c97b5ccfbcb2152599b8

Observation 208770c9-6fcc-42a5-8fed-436ad7216761 · outbound

This paper cites Active learning for con- volutional neural networks: A core-set approach.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation Active learning for con- volutional neural networks: A core-set approach

Reference 82

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T05:22:12.933213Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T05:22:11.890128Z digest=sha256:9f4089855f792c359cd331665bde316e4cacc1885d680f391f0ba98608a3e10d

Observation 29fa8259-b770-49aa-9d20-e680c9f70c39 · outbound

This paper cites From theories to queries: Active learning in practice.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation From theories to queries: Active learning in practice

Reference 83

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T05:22:12.920508Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T05:22:11.894175Z digest=sha256:63a7231e9f796afbf591b828abdab9a4a3673717ed7e6164217a51258e69ec74

Observation 8ef598e1-18f3-429f-ba4d-44e25fb45e5b · outbound

This paper cites On greedy maximization of entropy.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation On greedy maximization of entropy

Reference 84

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T05:22:12.907980Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T05:22:11.898162Z digest=sha256:3a3d878754e855266b56b4a4485f58d382e51e00dc789c14a0060259420512d5

Observation b6134390-33ca-46ef-96a2-e94e3192f692 · outbound

This paper cites REPLUG: Retrieval-Augmented Black-Box Language Models.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation REPLUG: Retrieval-Augmented Black-Box Language Models

Reference 85

Resolution
unresolved
no resolver link, observed 2026-08-11T05:22:11.902259Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T05:22:11.902259Z digest=sha256:1858c886871cb66f7db997ce3cd1dc6647b360f3b9a824f7aaa87aff3fc09930

Observation f4acefcc-0c37-477d-9f84-b37595fade67 · outbound

This paper cites Retrieval augmentation reduces hallucination in conversation.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation Retrieval augmentation reduces hallucination in conversation

Reference 86

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T05:22:12.895441Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T05:22:11.906990Z digest=sha256:bdf71659f5c1c001dd7408159155ba09bcadad6f0c7969d6aa297ab1cd003dda

Observation 65eb2418-848b-425f-a166-99fd017466ee · outbound

This paper cites an unresolved cited work.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation Unresolved cited work

Reference 87

Resolution
unresolved
raw_fallback, observed 2026-08-11T05:22:12.882977Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T05:22:11.912130Z digest=sha256:910b8ef0ed44230e9fe6614b5ca398301568fe60225825ed0b4d894eb9d41956

Observation ea4b8d1a-8c03-43e1-b603-2457a0182781 · outbound

This paper cites Manning, Andrew Ng, and Christopher Potts.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation Manning, Andrew Ng, and Christopher Potts

Reference 88

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T05:22:12.871263Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T05:22:11.916390Z digest=sha256:254c70f43c9abe1d42febe76def2c0519f9a4d9e66fe70b51fa0e66597dfc77e

Observation 637afd86-98be-4b9e-b95e-ec91cd70d452 · outbound

This paper cites Smith, and Tao Yu.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation Smith, and Tao Yu

Reference 89

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T05:22:12.860171Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T05:22:11.921822Z digest=sha256:12107be52ba7a893bcdc2fecc1184de0e95fb2ee10ebfd0c455e1a92417f7784

Observation da340e1b-d650-4dbb-b84d-3114c06b7744 · outbound

This paper cites an unresolved cited work.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation Unresolved cited work

Reference 90

Resolution
unresolved
raw_fallback, observed 2026-08-11T05:22:12.847544Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T05:22:11.926460Z digest=sha256:7fb22d480aa2e72811d07333f14a4ee901f67ed2da8e499cd0406c72d0114e1f

Observation 57fd3a89-ab64-47a5-868b-24e816548663 · outbound

This paper cites A comparative study of diversity methods for hybrid text and image retrieval approaches.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation A comparative study of diversity methods for hybrid text and image retrieval approaches

Reference 91

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T05:22:12.835514Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T05:22:11.930909Z digest=sha256:d577e542475ce5454fb74fce0b966178a0ad325a09263189f96ece797f259693

Observation 66196bd4-69ab-493a-a174-8d297e308109 · outbound

This paper cites Sus-x: Training-free name-only transfer of vision-language models, 2023.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation Sus-x: Training-free name-only transfer of vision-language models, 2023

Reference 92

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T05:22:12.823083Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T05:22:11.935675Z digest=sha256:cdee9244c51f56a8419cc331c85d25c524fbf8d7006a3d7221c201a2d6105d6f

Observation c85128e1-06f5-432e-a653-9e86f34d334e · outbound

This paper cites Matching networks for one shot learning.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation Matching networks for one shot learning

Reference 93

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T05:22:12.810587Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T05:22:11.940472Z digest=sha256:1cb358a3902fb0e0360cbf3fea3338c836d79a780c2761a544f56dbbb9de0ffd

Observation d39ff1ec-266f-4b52-892e-42de8e2518ab · outbound

This paper cites Neural priming for sample- efficient adaptation.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation Neural priming for sample- efficient adaptation

Reference 94

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T05:22:12.797545Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T05:22:11.944519Z digest=sha256:92df0d6ab2acf0f76237e556a11038337859d72522768afadd553efa8d630b70

Observation b62d97e9-913b-4d46-aa14-738000817773 · outbound

This paper cites GPT-J-6B: A 6 Billion Parameter Autoregressive Language Model.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation GPT-J-6B: A 6 Billion Parameter Autoregressive Language Model

Reference 95

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T05:22:12.785173Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T05:22:11.949152Z digest=sha256:cbb466d9fd68ec616b9157989af357d7149ec606bebdf51c2f02f53a3468b5ed

Observation 144f34bb-7bc2-4426-94da-49682bc6562a · outbound

This paper cites Diversity Measurement and Subset Selection for Instruction Tuning Datasets.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation Diversity Measurement and Subset Selection for Instruction Tuning Datasets

Reference 96

Resolution
unresolved
no resolver link, observed 2026-08-11T05:22:11.953341Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T05:22:11.953341Z digest=sha256:9215ccb8e0d02ee15e3467a16736661f93e06215160d118648fd18359a4bad54

Observation 4504b4b3-4587-4b45-9c15-31685214653f · outbound

This paper cites Augmenting Black-box LLMs with Medical Textbooks for Biomedical Question Answering.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation Augmenting Black-box LLMs with Medical Textbooks for Biomedical Question Answering

Reference 97

Resolution
unresolved
no resolver link, observed 2026-08-11T05:22:11.958325Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T05:22:11.958325Z digest=sha256:a8952069df898291bc887748e5f317a22d21852f4da4aebfec8107484d72b4d3

Observation cc69ff04-584c-421e-b0a6-93f691742e2d · outbound

This paper cites Submodularity in data subset selection and active learning.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation Submodularity in data subset selection and active learning

Reference 98

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T05:22:12.771036Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T05:22:11.963469Z digest=sha256:14a5c20626afa4ba8821dd0b605ad69bdb5d6ba26ae86983f074c6eec0539f71

Observation 256313ad-3deb-4881-acf7-246c588ddcd8 · outbound

This paper cites Diverse Diffusion: Enhancing Image Diversity in Text-to-Image Generation.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation Diverse Diffusion: Enhancing Image Diversity in Text-to-Image Generation

Reference 99

Resolution
unresolved
no resolver link, observed 2026-08-11T05:22:11.967743Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T05:22:11.967743Z digest=sha256:38d00ff679d89affb5ad990a3e239441d08fe0f19ceb5e3fbbc71f724f624e01

Observation b8622af6-5981-4139-b0da-6feb484c05d9 · outbound

This paper cites Zancato, A.

COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation Zancato, A

Reference 100

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T05:22:12.758841Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T05:22:11.974613Z digest=sha256:d2268248d2b53aeeabec6255964fda2c9642ff655f139cc248d59dc11cb5ee2d

Pith citing papers

No inbound Pith citation observations are available.