Paper Citation Record · LEDGER

Towards Robust Multimodal Open-set Test-time Adaptation via Adaptive Entropy-aware Optimization

As of 11 August 2026, this Paper Citation Record lists 29 of 29 outbound references and 0 inbound Pith citation observations for arXiv:2501.13924.

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

pith.paper-citation-record.v1
2501.13924 v1

Coverage vector

measured 29 of 29 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T15:34:05.864853Z

measured 29 of 29 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

29 of 29 outbound references displayed

verified exact3
verified fuzzy8
unresolved17
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 3249888a-c0e8-4ec0-9d16-c6a5e5df4da1 · outbound

This paper cites an unresolved cited work.

Towards Robust Multimodal Open-set Test-time Adaptation via Adaptive Entropy-aware Optimization Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-10T15:34:06.275245Z

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.

Observation 61a3dfb8-8fb5-4d91-a91f-959f12f6c288 · outbound

This paper cites an unresolved cited work.

Towards Robust Multimodal Open-set Test-time Adaptation via Adaptive Entropy-aware Optimization Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-10T15:34:06.363599Z

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.

Observation 3979ef5d-e141-41bb-a1e5-e70f6ac3fad6 · outbound

This paper cites DPU: Dynamic Prototype Updating for Multimodal Out-of-Distribution Detection.

Towards Robust Multimodal Open-set Test-time Adaptation via Adaptive Entropy-aware Optimization DPU: Dynamic Prototype Updating for Multimodal Out-of-Distribution Detection

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-10T15:34:05.768785Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6ab0b545-1334-43dd-9e1b-21463e71297c · outbound

This paper cites SGDR: Stochastic Gradient Descent with Warm Restarts.

Towards Robust Multimodal Open-set Test-time Adaptation via Adaptive Entropy-aware Optimization SGDR: Stochastic Gradient Descent with Warm Restarts

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-10T15:34:05.773398Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8014941d-a518-401b-856e-9ad18e228d91 · outbound

This paper cites Entropic open-set active learning.

Towards Robust Multimodal Open-set Test-time Adaptation via Adaptive Entropy-aware Optimization Entropic open-set active learning

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:34:06.533170Z

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.

Observation 9cf9612a-234d-43a7-b207-cc394ce7ad1e · outbound

This paper cites Robust TTA methods (Niu et al., 2022; Zhou et al.,.

Towards Robust Multimodal Open-set Test-time Adaptation via Adaptive Entropy-aware Optimization Robust TTA methods (Niu et al., 2022; Zhou et al.,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:34:06.505044Z

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.

Observation c85ac3bb-7c41-44e9-baa4-5e6f79b947e5 · outbound

This paper cites an unresolved cited work.

Towards Robust Multimodal Open-set Test-time Adaptation via Adaptive Entropy-aware Optimization Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-10T15:34:06.490971Z

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.

Observation 357d62cc-14d7-4fba-bfb4-1decba0a2d9a · outbound

This paper cites Similarly, Kim et al.

Towards Robust Multimodal Open-set Test-time Adaptation via Adaptive Entropy-aware Optimization Similarly, Kim et al

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:34:06.476620Z

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.

Observation de6580ef-127e-4c71-b62b-6fd0fc425bfb · outbound

This paper cites an unresolved cited work.

Towards Robust Multimodal Open-set Test-time Adaptation via Adaptive Entropy-aware Optimization Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-10T15:34:06.462929Z

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.

Observation 4b5a2a52-5f3a-4a2c-880e-fb4e46303e5e · outbound

This paper cites Additionally, Du et al.

Towards Robust Multimodal Open-set Test-time Adaptation via Adaptive Entropy-aware Optimization Additionally, Du et al

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:34:06.448782Z

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.

Observation 30e334a5-ecf2-4190-ba6e-c2933fdc7ab0 · outbound

This paper cites During open-set TTA, we construct mini-batches with equal numbers of known and unknown samples.

Towards Robust Multimodal Open-set Test-time Adaptation via Adaptive Entropy-aware Optimization During open-set TTA, we construct mini-batches with equal numbers of known and unknown samples

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:34:06.431963Z

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.

Observation 8123aea3-6954-4012-9566-1a50aca4168a · outbound

This paper cites an unresolved cited work.

Towards Robust Multimodal Open-set Test-time Adaptation via Adaptive Entropy-aware Optimization Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-10T15:34:06.414899Z

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.

Observation aeff079d-ad1a-4de4-b5ff-72fb20213d4e · outbound

This paper cites EPIC-Kitchens is a large-scale egocentric dataset collected from 32 participants in their native kitchen environments.

Towards Robust Multimodal Open-set Test-time Adaptation via Adaptive Entropy-aware Optimization EPIC-Kitchens is a large-scale egocentric dataset collected from 32 participants in their native kitchen environments

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:34:06.397550Z

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.

Observation af45d02e-26d4-4a91-9f3e-8df1c24acc51 · outbound

This paper cites an unresolved cited work.

Towards Robust Multimodal Open-set Test-time Adaptation via Adaptive Entropy-aware Optimization Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-10T15:34:06.381380Z

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.

Observation 06d8d613-dc66-4f0d-a191-889791cf7196 · outbound

This paper cites an unresolved cited work.

Towards Robust Multimodal Open-set Test-time Adaptation via Adaptive Entropy-aware Optimization Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-10T15:34:06.344635Z

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.

Observation d56b969a-ba71-401a-a77a-95d52f532a1f · outbound

This paper cites C.5 I NFLUENCE OF LDiv TO THE PERFORMANCES We investigate the impact ofLDiv in Eq.

Towards Robust Multimodal Open-set Test-time Adaptation via Adaptive Entropy-aware Optimization C.5 I NFLUENCE OF LDiv TO THE PERFORMANCES We investigate the impact ofLDiv in Eq

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:34:06.328598Z

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.

Observation d21e0664-3c33-4f92-a4eb-b32db5644191 · outbound

This paper cites As shown in Tab.

Towards Robust Multimodal Open-set Test-time Adaptation via Adaptive Entropy-aware Optimization As shown in Tab

Reference 25

Resolution: verified exact; raw_fallback, observed 2026-08-10T15:34:06.086344Z

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.

Observation f963f143-1ee1-4b4f-9bec-1e2548280a37 · outbound

This paper cites 14 (b), (e), and (h)).

Towards Robust Multimodal Open-set Test-time Adaptation via Adaptive Entropy-aware Optimization 14 (b), (e), and (h))

Reference 26

Resolution: verified exact; raw_fallback, observed 2026-08-10T15:34:06.016561Z

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.

Observation 94b3ce7f-b072-4af0-b8b6-36e70d4750b8 · outbound

This paper cites an unresolved cited work.

Towards Robust Multimodal Open-set Test-time Adaptation via Adaptive Entropy-aware Optimization Unresolved cited work

Reference 27

Resolution: malformed identifier; raw_fallback, observed 2026-08-10T15:34:06.310514Z

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.

Observation e5390f74-e17a-4764-aee8-aac86cac5894 · outbound

This paper cites (2024) and Gao et al.

Towards Robust Multimodal Open-set Test-time Adaptation via Adaptive Entropy-aware Optimization (2024) and Gao et al

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:34:06.292953Z

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.

Observation ee0f4585-9729-43ce-972e-bcbb9e4e14f8 · outbound

This paper cites Benchmarking Neural Network Robustness to Common Corruptions and Perturbations.

Towards Robust Multimodal Open-set Test-time Adaptation via Adaptive Entropy-aware Optimization Benchmarking Neural Network Robustness to Common Corruptions and Perturbations

Reference 2016

Resolution: unresolved; no resolver link, observed 2026-08-10T15:34:05.763967Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 215164ac-ad56-4b4e-93f3-37d9995fe791 · outbound

This paper cites A Short Note about Kinetics-600.

Towards Robust Multimodal Open-set Test-time Adaptation via Adaptive Entropy-aware Optimization A Short Note about Kinetics-600

Reference 2017

Resolution: unresolved; no resolver link, observed 2026-08-10T15:34:05.738789Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b1dbfb22-a31b-4405-a480-772886fcc4f7 · outbound

This paper cites Extremely Simple Activation Shaping for Out-of-Distribution Detection.

Towards Robust Multimodal Open-set Test-time Adaptation via Adaptive Entropy-aware Optimization Extremely Simple Activation Shaping for Out-of-Distribution Detection

Reference 2018

Resolution: unresolved; no resolver link, observed 2026-08-10T15:34:05.744008Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6ee22034-f02c-4741-ac0f-504b97760fc9 · outbound

This paper cites Sharpness-Aware Minimization for Efficiently Improving Generalization.

Towards Robust Multimodal Open-set Test-time Adaptation via Adaptive Entropy-aware Optimization Sharpness-Aware Minimization for Efficiently Improving Generalization

Reference 2019

Resolution: unresolved; no resolver link, observed 2026-08-10T15:34:05.754249Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 52eacb79-869a-4852-a649-36b77e7a44ad · outbound

This paper cites Recall and Refine: A Simple but Effective Source-free Open-set Domain Adaptation Framework.

Towards Robust Multimodal Open-set Test-time Adaptation via Adaptive Entropy-aware Optimization Recall and Refine: A Simple but Effective Source-free Open-set Domain Adaptation Framework

Reference 2020

Resolution: unresolved; no resolver link, observed 2026-08-10T15:34:05.778571Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a0622a3a-fa97-46e2-b0c2-0edc21a31126 · outbound

This paper cites an unresolved cited work.

Towards Robust Multimodal Open-set Test-time Adaptation via Adaptive Entropy-aware Optimization Unresolved cited work

Reference 2021

Resolution: unresolved; raw_fallback, observed 2026-08-10T15:34:06.518921Z

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.

Observation 9a9f5fb9-5e2f-4c90-9a88-97050503507c · outbound

This paper cites SuperFusion: Multilevel LiDAR-Camera Fusion for Long-Range HD Map Generation.

Towards Robust Multimodal Open-set Test-time Adaptation via Adaptive Entropy-aware Optimization SuperFusion: Multilevel LiDAR-Camera Fusion for Long-Range HD Map Generation

Reference 2022

Resolution: verified exact; local_arxiv, observed 2026-08-10T15:34:06.212348Z

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.

Observation d48159c5-1075-4bc3-b558-93a92c782ac5 · outbound

This paper cites Unified Entropy Optimization for Open-Set Test-Time Adaptation.

Towards Robust Multimodal Open-set Test-time Adaptation via Adaptive Entropy-aware Optimization Unified Entropy Optimization for Open-Set Test-Time Adaptation

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-10T15:34:05.758982Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1c1d40ee-472c-404d-a48e-6bca1834b73a · outbound

This paper cites STAMP: Outlier-Aware Test-Time Adaptation with Stable Memory Replay.

Towards Robust Multimodal Open-set Test-time Adaptation via Adaptive Entropy-aware Optimization STAMP: Outlier-Aware Test-Time Adaptation with Stable Memory Replay

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-10T15:34:05.787292Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.