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Paper Citation Record · LEDGER

Prompt as Free Lunch: Enhancing Diversity in Source-Free Cross-domain Few-shot Learning through Semantic-Guided Prompting

As of 15 August 2026, this Paper Citation Record lists 61 of 61 outbound references and 4 inbound Pith citation observations for arXiv:2412.00767.

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

pith.paper-citation-record.v1
2412.00767 v1

Coverage vector

measured 61 of 61 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T05:05:12.248908Z

measured 65 of 65 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-12T05:05:12.248908Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-13T01:27:02.506951Z

Reference resolution

61 of 61 outbound references displayed

  • verified exact4
  • verified fuzzy6
  • unresolved51
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 93678c13-a1d6-4aec-b0be-ba5468426cd4 · outbound

This paper cites an unresolved cited work.

Prompt as Free Lunch: Enhancing Diversity in Source-Free Cross-domain Few-shot Learning through Semantic-Guided Prompting Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-12T05:05:12.783072Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T05:05:12.071267Z digest=sha256:adf403b7a63ea28c85a6e572ffc52b4d98c2369d3a2d553ce8c9cd8c9a3ab9ef

Observation 3b9bd44e-d8a2-4cee-8a62-f671f221d0b5 · outbound

This paper cites an unresolved cited work.

Prompt as Free Lunch: Enhancing Diversity in Source-Free Cross-domain Few-shot Learning through Semantic-Guided Prompting Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-12T05:05:12.774160Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T05:05:12.075130Z digest=sha256:c26996464bc64e625268c5a76d9aa3b89845da4c7461b35170b314bdb9730c03

Observation fb83c38f-2f42-482a-8774-c8d6236575dc · outbound

This paper cites an unresolved cited work.

Prompt as Free Lunch: Enhancing Diversity in Source-Free Cross-domain Few-shot Learning through Semantic-Guided Prompting Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-08-12T05:05:12.765093Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T05:05:12.078403Z digest=sha256:dcf5b94b33de3c20701c92c91ff3b970f3fe655e2981dd683773eb1019833ccb

Observation 62523795-5829-42c2-ba12-254d5e2fd64b · outbound

This paper cites an unresolved cited work.

Prompt as Free Lunch: Enhancing Diversity in Source-Free Cross-domain Few-shot Learning through Semantic-Guided Prompting Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-12T05:05:12.755794Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T05:05:12.081628Z digest=sha256:8a856ff209af201e5ad13975ac3c84ee18d8a2fecc87191d9998e30ce52e318d

Observation 27ff4471-c939-4f9e-8b31-fbc660451448 · outbound

This paper cites Skin Lesion Analysis Toward Melanoma Detection 2018: A Challenge Hosted by the International Skin Imaging Collaboration (ISIC).

Prompt as Free Lunch: Enhancing Diversity in Source-Free Cross-domain Few-shot Learning through Semantic-Guided Prompting Skin Lesion Analysis Toward Melanoma Detection 2018: A Challenge Hosted by the International Skin Imaging Collaboration (ISIC)

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-12T05:05:12.088118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T05:05:12.088118Z digest=sha256:66af88b307ffa75c029f70397f3aa420a5479089de992f71df681562c97ec052

Observation fb5bb1a6-3792-4c7d-a356-c22019e175ce · outbound

This paper cites an unresolved cited work.

Prompt as Free Lunch: Enhancing Diversity in Source-Free Cross-domain Few-shot Learning through Semantic-Guided Prompting Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-12T05:05:12.738301Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T05:05:12.091491Z digest=sha256:2f8f7a50989de85fd8b4a09089dc9cfb2499b185d8ec4f7b1d5caf89a4686004

Observation f91d273f-6d94-4c59-9b78-80a6505aa340 · outbound

This paper cites an unresolved cited work.

Prompt as Free Lunch: Enhancing Diversity in Source-Free Cross-domain Few-shot Learning through Semantic-Guided Prompting Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-12T05:05:12.729501Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T05:05:12.094498Z digest=sha256:9292b1c17acefb7074771b4a847ffb47de78f61901f0626b402ab9c433de3147

Observation 02a212d6-f31d-496e-96e2-5c6f8b43d313 · outbound

This paper cites an unresolved cited work.

Prompt as Free Lunch: Enhancing Diversity in Source-Free Cross-domain Few-shot Learning through Semantic-Guided Prompting Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-12T05:05:12.720905Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T05:05:12.098040Z digest=sha256:5f0748ee29e024c1337c1ff43cb42e4fffa6a8457610e963bd3e024ec953103f

Observation 32d3623f-a496-4001-8228-7994090b4148 · outbound

This paper cites Wave-SAN: Wavelet based Style Augmentation Network for Cross-Domain Few-Shot Learning.

Prompt as Free Lunch: Enhancing Diversity in Source-Free Cross-domain Few-shot Learning through Semantic-Guided Prompting Wave-SAN: Wavelet based Style Augmentation Network for Cross-Domain Few-Shot Learning

Reference 9

Resolution
verified exact
local_arxiv, observed 2026-08-12T05:05:12.422877Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T05:05:12.100945Z digest=sha256:f8f00d03268438763f80c9200bb9b1465530702e75d2a57f21f6eba652760b79

Observation d4c90ffd-c5e2-4637-afe9-6c5347d965de · outbound

This paper cites an unresolved cited work.

Prompt as Free Lunch: Enhancing Diversity in Source-Free Cross-domain Few-shot Learning through Semantic-Guided Prompting Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-12T05:05:12.712241Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T05:05:12.104252Z digest=sha256:f1fd8517e32a386e18301548401e36b62c51f932cd3cf2330d7b06734a1df521

Observation b4d3b9e2-5329-4eb2-b299-8d7c9f79887c · outbound

This paper cites CLIP-Adapter: Better Vision-Language Models with Feature Adapters.

Prompt as Free Lunch: Enhancing Diversity in Source-Free Cross-domain Few-shot Learning through Semantic-Guided Prompting CLIP-Adapter: Better Vision-Language Models with Feature Adapters

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-12T05:05:12.107228Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T05:05:12.107228Z digest=sha256:8e292109839baa182241d6bcc0181b4765ae154cbc53935a574cd672272dec90

Observation a6e7f3f0-4f49-4c5f-9232-2eda5fd7d519 · outbound

This paper cites Few-Shot Learning with Graph Neural Networks.

Prompt as Free Lunch: Enhancing Diversity in Source-Free Cross-domain Few-shot Learning through Semantic-Guided Prompting Few-Shot Learning with Graph Neural Networks

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-12T05:05:12.110471Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T05:05:12.110471Z digest=sha256:d3bf0016c4bea59465d678c1f6e22e7b813853cf652d100b130b639cf713b4fd

Observation 22cf6fd3-fde3-4fea-a43e-e2072445e141 · outbound

This paper cites an unresolved cited work.

Prompt as Free Lunch: Enhancing Diversity in Source-Free Cross-domain Few-shot Learning through Semantic-Guided Prompting Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-12T05:05:12.703687Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T05:05:12.113763Z digest=sha256:11d562e38ece63382d91a6cba6f3cac31b2905aeb2ab3858e8f3a69b5167d7e8

Observation 02f6e03b-9f70-4202-b356-db59aec24614 · outbound

This paper cites an unresolved cited work.

Prompt as Free Lunch: Enhancing Diversity in Source-Free Cross-domain Few-shot Learning through Semantic-Guided Prompting Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-12T05:05:12.688425Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T05:05:12.119590Z digest=sha256:7909760cc3213920f2299e37060f0b855c349671eaea0ee87743d87031b3c7ac

Observation ed4da73b-4e09-4294-979a-9c615177e306 · outbound

This paper cites In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition.

Prompt as Free Lunch: Enhancing Diversity in Source-Free Cross-domain Few-shot Learning through Semantic-Guided Prompting In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:05:12.696050Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T05:05:12.116553Z digest=sha256:8d2d2eea730b84dec3209a9271a4628a418e31f3a286121b3474f84bd7bc0f0b

Observation eb3d3b50-ee6e-4ac6-be61-fdf05914dd9b · outbound

This paper cites an unresolved cited work.

Prompt as Free Lunch: Enhancing Diversity in Source-Free Cross-domain Few-shot Learning through Semantic-Guided Prompting Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-12T05:05:12.675576Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T05:05:12.124288Z digest=sha256:26bf24d9dab5a2a0593f4a82d1eb755afb6bc9cb0ff94446737a6d8606d494d8

Observation 293455c2-75e5-4843-b793-27e3bac184dd · outbound

This paper cites an unresolved cited work.

Prompt as Free Lunch: Enhancing Diversity in Source-Free Cross-domain Few-shot Learning through Semantic-Guided Prompting Unresolved cited work

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-12T05:05:12.121891Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T05:05:12.121891Z digest=sha256:3a05517f0e7f2078069b32cbbd1ab8045632e7249fe26af07281253b005f589f

Observation 448a607b-712a-4edb-8f72-3118d9630c5d · outbound

This paper cites an unresolved cited work.

Prompt as Free Lunch: Enhancing Diversity in Source-Free Cross-domain Few-shot Learning through Semantic-Guided Prompting Unresolved cited work

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-12T05:05:12.132299Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T05:05:12.132299Z digest=sha256:af0b381974a7fa6fb09664c143709356b5ecc3fd5f2b0a019705f000d059be54

Observation 65a85ec4-1ecb-4dcb-a5d1-a39eb846007e · outbound

This paper cites an unresolved cited work.

Prompt as Free Lunch: Enhancing Diversity in Source-Free Cross-domain Few-shot Learning through Semantic-Guided Prompting Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-12T05:05:12.649028Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T05:05:12.135206Z digest=sha256:856d61fecbb9c15a1df8c3ce5123485dd3031654c4794c8b341c809737b8842b

Observation d4ee034d-88eb-4d1d-9044-e159a1734365 · outbound

This paper cites an unresolved cited work.

Prompt as Free Lunch: Enhancing Diversity in Source-Free Cross-domain Few-shot Learning through Semantic-Guided Prompting Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-08-12T05:05:12.657893Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T05:05:12.129475Z digest=sha256:349662702dc221dda53d3a4688767539353eb572b1aeb9f2901186b5e1bf739d

Observation fa205838-72b1-47ab-a90a-6b081a508672 · outbound

This paper cites The Power of Scale for Parameter-Efficient Prompt Tuning.

Prompt as Free Lunch: Enhancing Diversity in Source-Free Cross-domain Few-shot Learning through Semantic-Guided Prompting The Power of Scale for Parameter-Efficient Prompt Tuning

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-12T05:05:12.139867Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T05:05:12.139867Z digest=sha256:0edff9587db7e67998e6552fe95114cf677cc8f4d94fe2dec025771258461851

Observation b05ff30b-5c35-4d56-a38c-cad1c55a86b7 · outbound

This paper cites an unresolved cited work.

Prompt as Free Lunch: Enhancing Diversity in Source-Free Cross-domain Few-shot Learning through Semantic-Guided Prompting Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-08-12T05:05:12.631661Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T05:05:12.142901Z digest=sha256:a91a0c64c64c3838af58c8b82f180dea3fdced03d00e82684f774ce48a7935f8

Observation 6ae0c562-c621-49fd-9904-89783b925e1e · outbound

This paper cites an unresolved cited work.

Prompt as Free Lunch: Enhancing Diversity in Source-Free Cross-domain Few-shot Learning through Semantic-Guided Prompting Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-08-12T05:05:12.640003Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T05:05:12.137545Z digest=sha256:ae3f60c8f59e5cec1e0031eae8447004895a6d8d02ff7ba5768d4af6b607ab56

Observation fe0222bd-6295-413a-a9fb-c581a86c48a2 · outbound

This paper cites Prefix-Tuning: Optimizing Continuous Prompts for Generation.

Prompt as Free Lunch: Enhancing Diversity in Source-Free Cross-domain Few-shot Learning through Semantic-Guided Prompting Prefix-Tuning: Optimizing Continuous Prompts for Generation

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-12T05:05:12.148313Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T05:05:12.148313Z digest=sha256:3c2357f8a793448c065c7156c154c48b0e608de2e9bbf33ce0ab70323a81af96

Observation e6f56db3-46bd-46b9-888b-f5a2eaf54ebd · outbound

This paper cites an unresolved cited work.

Prompt as Free Lunch: Enhancing Diversity in Source-Free Cross-domain Few-shot Learning through Semantic-Guided Prompting Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-12T05:05:12.614195Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T05:05:12.151307Z digest=sha256:32d2f5673cc6b5b4b9261f2bf8552c2f7f9d2b649c786d60a236db817432e6a9

Observation 9571d411-ad6e-4540-9a58-d0edc8b6f850 · outbound

This paper cites an unresolved cited work.

Prompt as Free Lunch: Enhancing Diversity in Source-Free Cross-domain Few-shot Learning through Semantic-Guided Prompting Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-08-12T05:05:12.622956Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T05:05:12.145641Z digest=sha256:086f7e068d6c69fdb35461cb538186d85ea71a4e0e683904322a2b51852f3a5c

Observation 6d6519aa-9b0c-4f0d-8060-be27eebc3f5d · outbound

This paper cites Prompt-Matched Semantic Segmentation.

Prompt as Free Lunch: Enhancing Diversity in Source-Free Cross-domain Few-shot Learning through Semantic-Guided Prompting Prompt-Matched Semantic Segmentation

Reference 27

Resolution
verified exact
local_arxiv, observed 2026-08-12T05:05:12.371276Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T05:05:12.160026Z digest=sha256:073edb5a0f7f8f39657779642338083a88defb8c690bfb75c680774fd0b17ddd

Observation 97942b9d-73bf-4ace-a135-53a954610e1b · outbound

This paper cites an unresolved cited work.

Prompt as Free Lunch: Enhancing Diversity in Source-Free Cross-domain Few-shot Learning through Semantic-Guided Prompting Unresolved cited work

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-12T05:05:12.162929Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T05:05:12.162929Z digest=sha256:4f35ad2e86d9b03733ae2b3ecb4c8d081f3bd89a69e1242055f73a494787ea99

Observation 46cd8d3f-4033-455e-92de-cace415d7e9a · outbound

This paper cites an unresolved cited work.

Prompt as Free Lunch: Enhancing Diversity in Source-Free Cross-domain Few-shot Learning through Semantic-Guided Prompting Unresolved cited work

Reference 29

Resolution
unresolved
raw_fallback, observed 2026-08-12T05:05:12.605559Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T05:05:12.154216Z digest=sha256:16d0428e6cbb4e6b363ef4e4d67dd5b9314b2a7b03ab3a6684cc9a9e66cc72bb

Observation bef0e5dd-fd55-43cb-b569-32eaa7b84fbb · outbound

This paper cites an unresolved cited work.

Prompt as Free Lunch: Enhancing Diversity in Source-Free Cross-domain Few-shot Learning through Semantic-Guided Prompting Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-08-12T05:05:12.592439Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T05:05:12.168824Z digest=sha256:95672092a827aa13bb7bbe569de42bf97a599dcd217816c96eb1bc67c492e0fc

Observation c1d6b503-ec2c-494e-b691-e756654ca551 · outbound

This paper cites an unresolved cited work.

Prompt as Free Lunch: Enhancing Diversity in Source-Free Cross-domain Few-shot Learning through Semantic-Guided Prompting Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-08-12T05:05:12.585082Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T05:05:12.171588Z digest=sha256:6e255b89436246e551625b9c21d8baa18f305e079b6adc8853b013a27cfb6322

Observation d7baa66a-b66a-4a40-891e-19dc292fcb36 · outbound

This paper cites LoCoOp: Few-Shot Out-of-Distribution Detection via Prompt Learning.

Prompt as Free Lunch: Enhancing Diversity in Source-Free Cross-domain Few-shot Learning through Semantic-Guided Prompting LoCoOp: Few-Shot Out-of-Distribution Detection via Prompt Learning

Reference 32

Resolution
verified exact
local_arxiv, observed 2026-08-12T05:05:12.350447Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T05:05:12.174433Z digest=sha256:258b149aa13bcef8c456ad4239d4611d621c8fe0498d3f39ad260c892dfded14

Observation 31109cda-9f8b-4f53-8577-ec11de77d57b · outbound

This paper cites P-Tuning v2: Prompt Tuning Can Be Comparable to Fine-tuning Universally Across Scales and Tasks.

Prompt as Free Lunch: Enhancing Diversity in Source-Free Cross-domain Few-shot Learning through Semantic-Guided Prompting P-Tuning v2: Prompt Tuning Can Be Comparable to Fine-tuning Universally Across Scales and Tasks

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-12T05:05:12.165770Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T05:05:12.165770Z digest=sha256:8793c0c0c7aa15a63f67f03ff12374785c13982412c5bffce113de5192b619d8

Observation 71189347-abc9-46a4-abb7-067e32381704 · outbound

This paper cites Self-training for Few-shot Transfer Across Extreme Task Differences.

Prompt as Free Lunch: Enhancing Diversity in Source-Free Cross-domain Few-shot Learning through Semantic-Guided Prompting Self-training for Few-shot Transfer Across Extreme Task Differences

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-12T05:05:12.181247Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T05:05:12.181247Z digest=sha256:4d8396ba6d3a15942c70f82a227d7fcf8d9e11a321b7047de37492e58c805cae

Observation bfa87d24-8d5e-4a86-b909-0c6fce83a9ec · outbound

This paper cites an unresolved cited work.

Prompt as Free Lunch: Enhancing Diversity in Source-Free Cross-domain Few-shot Learning through Semantic-Guided Prompting Unresolved cited work

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-12T05:05:12.184292Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T05:05:12.184292Z digest=sha256:c542510dc267e729f410b74cfabf128fcbca3166bfe960ca8df1c3635f17b9a4

Observation a272076f-c28b-46f9-bb84-f791b97c2c43 · outbound

This paper cites Retrieval-Enhanced Visual Prompt Learning for Few-shot Classification.

Prompt as Free Lunch: Enhancing Diversity in Source-Free Cross-domain Few-shot Learning through Semantic-Guided Prompting Retrieval-Enhanced Visual Prompt Learning for Few-shot Classification

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-12T05:05:12.190067Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T05:05:12.190067Z digest=sha256:eaf737eaccbebac223d38d86224e22be43864bde1c523745880d4a6798829f4b

Observation 1ab8f8dd-b893-4ee8-9fb0-8b103ed97f14 · outbound

This paper cites an unresolved cited work.

Prompt as Free Lunch: Enhancing Diversity in Source-Free Cross-domain Few-shot Learning through Semantic-Guided Prompting Unresolved cited work

Reference 37

Resolution
unresolved
raw_fallback, observed 2026-08-12T05:05:12.576881Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T05:05:12.178113Z digest=sha256:05a3948f2da52d809f95763d8966247878a5e8041ab642402793daf206a50aa3

Observation 5064185c-2a8a-4887-a5b6-b6e06ef327f0 · outbound

This paper cites an unresolved cited work.

Prompt as Free Lunch: Enhancing Diversity in Source-Free Cross-domain Few-shot Learning through Semantic-Guided Prompting Unresolved cited work

Reference 38

Resolution
unresolved
raw_fallback, observed 2026-08-12T05:05:12.537372Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T05:05:12.199144Z digest=sha256:b7d1467d6046ca0c4aa3cbbec760e4aed7d3a87b913aa667ae07d4a4dc337ad0

Observation 2a150036-8e55-48c1-9c46-70d732967349 · outbound

This paper cites an unresolved cited work.

Prompt as Free Lunch: Enhancing Diversity in Source-Free Cross-domain Few-shot Learning through Semantic-Guided Prompting Unresolved cited work

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-12T05:05:12.202512Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T05:05:12.202512Z digest=sha256:c7741e01ec17c88ee1c9ad61b2c9f967f1899fbe3e344dd8f40f02b08cf163d1

Observation a5de0405-cdd3-4ff9-bd1d-d6af299333a6 · outbound

This paper cites In Proceedings of the IEEE/CVF International Conference on Computer Vision.

Prompt as Free Lunch: Enhancing Diversity in Source-Free Cross-domain Few-shot Learning through Semantic-Guided Prompting In Proceedings of the IEEE/CVF International Conference on Computer Vision

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:05:12.563415Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T05:05:12.187276Z digest=sha256:6fe6ea6d491bbd55ccc8ec3add6054808e66e574e28036614b031f7c8945b163

Observation 3910b8e6-0691-466a-bb3f-f3d617ec753a · outbound

This paper cites an unresolved cited work.

Prompt as Free Lunch: Enhancing Diversity in Source-Free Cross-domain Few-shot Learning through Semantic-Guided Prompting Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-08-12T05:05:12.524097Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T05:05:12.208771Z digest=sha256:24575df6629deb9a996f3a0b09ef59bd1e82ac3ac3380dff1f4f7519cc3a3891

Observation a619897a-5b64-40b9-aa2b-679e69a797d6 · outbound

This paper cites an unresolved cited work.

Prompt as Free Lunch: Enhancing Diversity in Source-Free Cross-domain Few-shot Learning through Semantic-Guided Prompting Unresolved cited work

Reference 42

Resolution
unresolved
raw_fallback, observed 2026-08-12T05:05:12.554663Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T05:05:12.193373Z digest=sha256:fef9c5a2f342b1049aa17a643f7ea67e9cf4e7784be1055850d908a5278167fd

Observation 33abbb46-3089-4613-8e87-d5632a215815 · outbound

This paper cites In ICASSP 2023-2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

Prompt as Free Lunch: Enhancing Diversity in Source-Free Cross-domain Few-shot Learning through Semantic-Guided Prompting In ICASSP 2023-2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:05:12.546238Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T05:05:12.196310Z digest=sha256:782941029fdb9fa527c70394ea71326431f3ba4b6e3f5cdb2463db440591eba2

Observation f11fdbda-84cf-4714-8e6f-c7d519858ff3 · outbound

This paper cites an unresolved cited work.

Prompt as Free Lunch: Enhancing Diversity in Source-Free Cross-domain Few-shot Learning through Semantic-Guided Prompting Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-08-12T05:05:12.515851Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T05:05:12.216943Z digest=sha256:a635e22d27a31e9591810924b550077980aad0db881696a57e570bf665b6b237

Observation cc0912ca-12ae-40f7-9ebc-ed96664858ef · outbound

This paper cites an unresolved cited work.

Prompt as Free Lunch: Enhancing Diversity in Source-Free Cross-domain Few-shot Learning through Semantic-Guided Prompting Unresolved cited work

Reference 45

Resolution
unresolved
raw_fallback, observed 2026-08-12T05:05:12.507471Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T05:05:12.219249Z digest=sha256:ad6fce0caf4c17f7ae4425feef8d3467829ec1e994d4447aed036d7ed775ae93

Observation 07316a41-5623-42c0-a743-c89edcdb5de0 · outbound

This paper cites Cross-Domain Few-Shot Classification via Learned Feature-Wise Transformation.

Prompt as Free Lunch: Enhancing Diversity in Source-Free Cross-domain Few-shot Learning through Semantic-Guided Prompting Cross-Domain Few-Shot Classification via Learned Feature-Wise Transformation

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-12T05:05:12.205744Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T05:05:12.205744Z digest=sha256:af3179161a6bafa3c42f83fcdfca8e79773c7e952995aca805135a0201b926fd

Observation 87a24efd-e800-44a4-97df-2bda88de1650 · outbound

This paper cites an unresolved cited work.

Prompt as Free Lunch: Enhancing Diversity in Source-Free Cross-domain Few-shot Learning through Semantic-Guided Prompting Unresolved cited work

Reference 47

Resolution
unresolved
raw_fallback, observed 2026-08-12T05:05:12.482258Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T05:05:12.227010Z digest=sha256:5466158bcc566a527241e41c951a859765309d92fa831465444e6775617bd325

Observation 9b30cc55-dbbf-4d6f-a66a-f260166674e8 · outbound

This paper cites Cross-Domain Few-Shot Classification via Adversarial Task Augmentation.

Prompt as Free Lunch: Enhancing Diversity in Source-Free Cross-domain Few-shot Learning through Semantic-Guided Prompting Cross-Domain Few-Shot Classification via Adversarial Task Augmentation

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-12T05:05:12.214285Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T05:05:12.214285Z digest=sha256:44504b0f9e10cc913b3f88473363c206c8df250e030a217704500af37add28dd

Observation a7eee199-017a-4af6-a234-aebfdf32bc18 · outbound

This paper cites Tip-Adapter: Training-free CLIP-Adapter for Better Vision-Language Modeling.

Prompt as Free Lunch: Enhancing Diversity in Source-Free Cross-domain Few-shot Learning through Semantic-Guided Prompting Tip-Adapter: Training-free CLIP-Adapter for Better Vision-Language Modeling

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-12T05:05:12.234231Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T05:05:12.234231Z digest=sha256:b9d7d4a6b9b0e069da6140a7fae54b501edb7e011a109142de698d3147996961

Observation 571a0a7b-64e1-4bdf-a490-ec552e676708 · outbound

This paper cites an unresolved cited work.

Prompt as Free Lunch: Enhancing Diversity in Source-Free Cross-domain Few-shot Learning through Semantic-Guided Prompting Unresolved cited work

Reference 51

Resolution
unresolved
raw_fallback, observed 2026-08-12T05:05:12.457655Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T05:05:12.237287Z digest=sha256:36a7fb1c3c8de3a4b278844759f7789c44fede7de0e438aeb70be76d0267f303

Observation beba031b-613c-427d-92a5-7111a84f5c31 · outbound

This paper cites an unresolved cited work.

Prompt as Free Lunch: Enhancing Diversity in Source-Free Cross-domain Few-shot Learning through Semantic-Guided Prompting Unresolved cited work

Reference 52

Resolution
unresolved
raw_fallback, observed 2026-08-12T05:05:12.499378Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T05:05:12.221571Z digest=sha256:319199304657ce790384fdf2e97a7d2306a0fa3ad5e83ccfe5b3709995898cd8

Observation df7694a6-1675-4197-8472-a41a4ce5cddd · outbound

This paper cites In Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision.

Prompt as Free Lunch: Enhancing Diversity in Source-Free Cross-domain Few-shot Learning through Semantic-Guided Prompting In Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:05:12.490798Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T05:05:12.224503Z digest=sha256:c47a6a0e8d38620aa13a9ce745f15a81653fc76d975348b896fa4ad3259053da

Observation 142e7cb0-e685-4461-8c93-159464d688ca · outbound

This paper cites Cross-Level Distillation and Feature Denoising for Cross-Domain Few-Shot Classification.

Prompt as Free Lunch: Enhancing Diversity in Source-Free Cross-domain Few-shot Learning through Semantic-Guided Prompting Cross-Level Distillation and Feature Denoising for Cross-Domain Few-Shot Classification

Reference 54

Resolution
verified exact
local_arxiv, observed 2026-08-12T05:05:12.297265Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T05:05:12.246088Z digest=sha256:4f684ea77d582f25e8d6a22ccff297f251b1eaf009ff73fb140d954af86ef656

Observation b95c7d90-c689-4084-9d1b-ec9eec06566b · outbound

This paper cites an unresolved cited work.

Prompt as Free Lunch: Enhancing Diversity in Source-Free Cross-domain Few-shot Learning through Semantic-Guided Prompting Unresolved cited work

Reference 55

Resolution
unresolved
raw_fallback, observed 2026-08-12T05:05:12.473012Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T05:05:12.229432Z digest=sha256:62dcbbf7325150663fbef1f669baf05b3ec58dc94fd65e803071c7b2f536c34f

Observation 95662312-c2c7-4d84-8b01-1b1a78c90ed4 · outbound

This paper cites an unresolved cited work.

Prompt as Free Lunch: Enhancing Diversity in Source-Free Cross-domain Few-shot Learning through Semantic-Guided Prompting Unresolved cited work

Reference 56

Resolution
unresolved
raw_fallback, observed 2026-08-12T05:05:12.465558Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T05:05:12.231932Z digest=sha256:db75d9b6ca5285fa09a002303668c690ce57062ad23157e28f408a4a92c8ac4c

Observation e418c54d-33bb-484a-a619-8f89c54900f8 · outbound

This paper cites an unresolved cited work.

Prompt as Free Lunch: Enhancing Diversity in Source-Free Cross-domain Few-shot Learning through Semantic-Guided Prompting Unresolved cited work

Reference 59

Resolution
unresolved
raw_fallback, observed 2026-08-12T05:05:12.449365Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T05:05:12.240011Z digest=sha256:3b876103845c67967aff1125c74aeaf40d95d56a8366e9b2a3b4465a3c9caa5c

Observation 9c3b99db-89c9-4185-bc53-56be1c7e59c1 · outbound

This paper cites an unresolved cited work.

Prompt as Free Lunch: Enhancing Diversity in Source-Free Cross-domain Few-shot Learning through Semantic-Guided Prompting Unresolved cited work

Reference 60

Resolution
unresolved
raw_fallback, observed 2026-08-12T05:05:12.440774Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T05:05:12.242919Z digest=sha256:8e1ebdfd39cc81cf1feade0e0b081e8462f0af8503cd9fc43dcf6afe3955738c

Observation 07be865c-ae06-43bf-b830-17c7fe394809 · outbound

This paper cites Prompt as Free Lunch: Enhancing Diversity in Source-Free Cross-domain Few-shot Learning through Semantic-Guided Prompting.

Prompt as Free Lunch: Enhancing Diversity in Source-Free Cross-domain Few-shot Learning through Semantic-Guided Prompting Prompt as Free Lunch: Enhancing Diversity in Source-Free Cross-domain Few-shot Learning through Semantic-Guided Prompting

Reference 62

Resolution
unresolved
no resolver link, observed 2026-08-12T05:05:12.248908Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T05:05:12.248908Z digest=sha256:5c6ca64946282dbcb36f2ca889443e890c37ca15b4d6e81c8e6d74acb7479993

Observation 9f3f39d9-9b4b-4421-823e-a7aeee9677f1 · outbound

This paper cites Feature Transformation Ensemble Model with Batch Spectral Regularization for Cross-Domain Few-Shot Classification.

Prompt as Free Lunch: Enhancing Diversity in Source-Free Cross-domain Few-shot Learning through Semantic-Guided Prompting Feature Transformation Ensemble Model with Batch Spectral Regularization for Cross-Domain Few-Shot Classification

Reference 2020

Resolution
unresolved
no resolver link, observed 2026-08-12T05:05:12.156998Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T05:05:12.156998Z digest=sha256:1b1d78b0ca101f6985506562993b1d0650848f669592369fdbaeafecd6b751cc

Observation ea625638-3d98-440f-8108-57c6d69f03df · outbound

This paper cites In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition.

Prompt as Free Lunch: Enhancing Diversity in Source-Free Cross-domain Few-shot Learning through Semantic-Guided Prompting In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition

Reference 2022

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:05:12.666701Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T05:05:12.126809Z digest=sha256:0b954ef75b2cfe714c23dcf800fbd1f73f025f526cccf4741837a7a4609f31aa

Observation 8c346708-e2ec-4274-9441-ba9e4461a05a · outbound

This paper cites In Proceedings of the IEEE/CVF International Conference on Computer Vision.

Prompt as Free Lunch: Enhancing Diversity in Source-Free Cross-domain Few-shot Learning through Semantic-Guided Prompting In Proceedings of the IEEE/CVF International Conference on Computer Vision

Reference 2023

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:05:12.746662Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T05:05:12.084978Z digest=sha256:590041b344459bcd366c138c643ed3bc464bbc4d61038ea3c4c69e7fff7c6da2

Pith citing papers

Observation 07be865c-ae06-43bf-b830-17c7fe394809 · inbound

Prompt as Free Lunch: Enhancing Diversity in Source-Free Cross-domain Few-shot Learning through Semantic-Guided Prompting cites this paper.

Prompt as Free Lunch: Enhancing Diversity in Source-Free Cross-domain Few-shot Learning through Semantic-Guided Prompting Prompt as Free Lunch: Enhancing Diversity in Source-Free Cross-domain Few-shot Learning through Semantic-Guided Prompting

Reference 62

Resolution
unresolved
no resolver link, observed 2026-08-12T05:05:12.248908Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T05:05:12.248908Z digest=sha256:5c6ca64946282dbcb36f2ca889443e890c37ca15b4d6e81c8e6d74acb7479993

Observation b3bc7632-b03d-458d-8a77-5cc0995867c2 · inbound

Multiple Stochastic Prompt Tuning for Few-shot Adaptation under Extreme Domain Shift cites this paper.

Multiple Stochastic Prompt Tuning for Few-shot Adaptation under Extreme Domain Shift Prompt as Free Lunch: Enhancing Diversity in Source-Free Cross-domain Few-shot Learning through Semantic-Guided Prompting

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-07T10:59:45.965529Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:59:45.965529Z digest=sha256:76cf6d117a1b3f1a2f3afb7b55c178980352c82ea10d16390a62abb3a744328b

Observation 15b32ef6-7044-4597-98f1-17bf89c359ea · inbound

Reviving In-domain Fine-tuning Methods for Source-Free Cross-domain Few-shot Learning cites this paper.

Reviving In-domain Fine-tuning Methods for Source-Free Cross-domain Few-shot Learning Prompt as Free Lunch: Enhancing Diversity in Source-Free Cross-domain Few-shot Learning through Semantic-Guided Prompting

Reference 49

Resolution
verified exact
arxiv_id, observed 2026-05-13T01:27:02.509081Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-05-13T01:24:22.361181Z digest=sha256:1c4def8b878ce493cf66b1e175ef7001d03f2f79fcfcacf126ad3acfa79aab49

Observation 86a95c56-575c-40af-8039-231ccafa3e5e · inbound

When Semantics Saturate or Emerge: Adaptation-Conditional Semantic Utility in Source-Free Cross-Domain Few-Shot Learning cites this paper.

When Semantics Saturate or Emerge: Adaptation-Conditional Semantic Utility in Source-Free Cross-Domain Few-Shot Learning Prompt as Free Lunch: Enhancing Diversity in Source-Free Cross-domain Few-shot Learning through Semantic-Guided Prompting

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-10T22:46:52.671085Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T22:46:52.671085Z digest=sha256:741b1cced408aec9edda7702fc198a6307f08bebfe6947317f188d5b63fada77