Paper Citation Record · LEDGER

From CLIP to DINO: Visual Encoders Shout in Multi-modal Large Language Models

As of 18 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 43 inbound Pith citation observations for arXiv:2310.08825.

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

pith.paper-citation-record.v1
2310.08825 v3

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 43 of 43 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 43 of 43 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T15:10:13.086299Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T16:49:58.025162Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation c5cea414-c347-43ed-8d89-640ad01738a2 · inbound

Advancing Fine-Grained Visual Understanding with Multi-Scale Alignment in Multi-Modal Models cites this paper.

Advancing Fine-Grained Visual Understanding with Multi-Scale Alignment in Multi-Modal Models From CLIP to DINO: Visual Encoders Shout in Multi-modal Large Language Models

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-12T20:27:19.970450Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 87f820bf-13af-4c63-9f8a-c55ea640ef73 · inbound

Libra: Leveraging Temporal Images for Biomedical Radiology Analysis cites this paper.

Libra: Leveraging Temporal Images for Biomedical Radiology Analysis From CLIP to DINO: Visual Encoders Shout in Multi-modal Large Language Models

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-12T10:20:44.821297Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d7a15a1a-c8b9-4686-adfe-973c94009a05 · inbound

VidHalluc: Evaluating Temporal Hallucinations in Multimodal Large Language Models for Video Understanding cites this paper.

VidHalluc: Evaluating Temporal Hallucinations in Multimodal Large Language Models for Video Understanding From CLIP to DINO: Visual Encoders Shout in Multi-modal Large Language Models

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-11T22:14:09.681095Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b45d62d5-a49d-40b9-925b-a6e2f82afa10 · inbound

CPath-Omni: A Unified Multimodal Foundation Model for Patch and Whole Slide Image Analysis in Computational Pathology cites this paper.

CPath-Omni: A Unified Multimodal Foundation Model for Patch and Whole Slide Image Analysis in Computational Pathology From CLIP to DINO: Visual Encoders Shout in Multi-modal Large Language Models

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-11T14:21:46.527734Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f191937e-84f9-4da9-bf32-adca4d8e3361 · inbound

ComprehendEdit: A Comprehensive Dataset and Evaluation Framework for Multimodal Knowledge Editing cites this paper.

ComprehendEdit: A Comprehensive Dataset and Evaluation Framework for Multimodal Knowledge Editing From CLIP to DINO: Visual Encoders Shout in Multi-modal Large Language Models

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-11T13:47:10.243345Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4bd58b9c-39b1-48e2-ad57-c9350f2b7e0d · inbound

Interpretable Face Anti-Spoofing: Enhancing Generalization with Multimodal Large Language Models cites this paper.

Interpretable Face Anti-Spoofing: Enhancing Generalization with Multimodal Large Language Models From CLIP to DINO: Visual Encoders Shout in Multi-modal Large Language Models

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-10T22:25:14.324383Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c7b5b60e-23e2-47cf-953a-30ef807b3ed0 · inbound

Diffusion Instruction Tuning cites this paper.

Diffusion Instruction Tuning From CLIP to DINO: Visual Encoders Shout in Multi-modal Large Language Models

Reference 2021

Resolution: unresolved; no resolver link, observed 2026-08-09T11:20:02.875384Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1b2c9241-8d5b-4c41-983b-dcd4728b5c64 · inbound

Toward Generalizable Forgery Detection and Reasoning cites this paper.

Toward Generalizable Forgery Detection and Reasoning From CLIP to DINO: Visual Encoders Shout in Multi-modal Large Language Models

Reference 77

Resolution: verified exact; arxiv_id, observed 2026-05-22T22:27:12.473517Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 4372cebe-1cb5-48a4-8acd-b28cb473a856 · inbound

RA-RRG: Multimodal Retrieval-Augmented Radiology Report Generation with Key Phrase Extraction cites this paper.

RA-RRG: Multimodal Retrieval-Augmented Radiology Report Generation with Key Phrase Extraction From CLIP to DINO: Visual Encoders Shout in Multi-modal Large Language Models

Reference 19

Resolution: verified exact; arxiv_id, observed 2026-05-22T21:12:08.638336Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation dbba5313-2aad-4768-8d8a-e44aa9ffa657 · inbound

Kernel-based Unsupervised Embedding Alignment for Enhanced Visual Representation in Vision-language Models cites this paper.

Kernel-based Unsupervised Embedding Alignment for Enhanced Visual Representation in Vision-language Models From CLIP to DINO: Visual Encoders Shout in Multi-modal Large Language Models

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-07T11:26:13.676257Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ea4cd2ef-2034-4a1b-8b7a-f9b908f0b8ea · inbound

Towards Multimodal Understanding via Stable Diffusion as a Task-Aware Feature Extractor cites this paper.

Towards Multimodal Understanding via Stable Diffusion as a Task-Aware Feature Extractor From CLIP to DINO: Visual Encoders Shout in Multi-modal Large Language Models

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T18:52:31.897432Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 31d9f30d-3254-4f1c-8878-c08df639758a · inbound

METEOR: Multi-Encoder Collaborative Token Pruning for Efficient Vision Language Models cites this paper.

METEOR: Multi-Encoder Collaborative Token Pruning for Efficient Vision Language Models From CLIP to DINO: Visual Encoders Shout in Multi-modal Large Language Models

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-06T13:18:01.907280Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6d5705cf-9e95-4c13-baa3-b7bdb6ecc9bd · inbound

CompressKV: Semantic Retrieval Heads Know What Tokens are Not Important Before Generation cites this paper.

CompressKV: Semantic Retrieval Heads Know What Tokens are Not Important Before Generation From CLIP to DINO: Visual Encoders Shout in Multi-modal Large Language Models

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T05:00:04.849995Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7de859b7-0815-4f8a-b1e1-53695a0ea7af · inbound

HEAL: A Hypothesis-Based Preference-Aware Analysis Framework cites this paper.

HEAL: A Hypothesis-Based Preference-Aware Analysis Framework From CLIP to DINO: Visual Encoders Shout in Multi-modal Large Language Models

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-05T15:25:35.340576Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6c61d66c-4586-4d15-846f-be83e0498925 · inbound

Decoding Memories: An Efficient Pipeline for Self-Consistency Hallucination Detection cites this paper.

Decoding Memories: An Efficient Pipeline for Self-Consistency Hallucination Detection From CLIP to DINO: Visual Encoders Shout in Multi-modal Large Language Models

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-05T14:33:18.602691Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a92a6dea-f979-4319-b35a-d63074e2910a · inbound

TMUAD: Enhancing Logical Capabilities in Unified Anomaly Detection Models with a Text Memory Bank cites this paper.

TMUAD: Enhancing Logical Capabilities in Unified Anomaly Detection Models with a Text Memory Bank From CLIP to DINO: Visual Encoders Shout in Multi-modal Large Language Models

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-05T14:01:40.129707Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a54931fd-ea48-473d-a5de-b2c9e84bb2d0 · inbound

Testing for LLM response differences: the case of a composite null consisting of semantically irrelevant query perturbations cites this paper.

Testing for LLM response differences: the case of a composite null consisting of semantically irrelevant query perturbations From CLIP to DINO: Visual Encoders Shout in Multi-modal Large Language Models

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-04T17:26:38.328095Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 41b63a2f-a473-4cd1-a457-f6f7c807a93b · inbound

NP-LoRA: Null Space Projection for Subject-Style LoRA Fusion cites this paper.

NP-LoRA: Null Space Projection for Subject-Style LoRA Fusion From CLIP to DINO: Visual Encoders Shout in Multi-modal Large Language Models

Reference 52

Resolution: verified exact; arxiv_id, observed 2026-05-25T08:00:29.744034Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation da0fb4f2-cd52-41d2-a5f9-f584920f3438 · inbound

VKnowU: Evaluating Visual Knowledge Understanding in Multimodal LLMs cites this paper.

VKnowU: Evaluating Visual Knowledge Understanding in Multimodal LLMs From CLIP to DINO: Visual Encoders Shout in Multi-modal Large Language Models

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-03T20:23:03.179935Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c2906415-2ba2-4c97-b381-bcdb3c75e281 · inbound

Neuro-Symbolic Control with Large Language Models for Language-Guided Spatial Tasks cites this paper.

Neuro-Symbolic Control with Large Language Models for Language-Guided Spatial Tasks From CLIP to DINO: Visual Encoders Shout in Multi-modal Large Language Models

Reference 44

Resolution: metadata mismatch; arxiv_id, observed 2026-05-16T21:21:17.260679Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 008c6eab-522e-4181-8713-264b2bb71c45 · inbound

Who Endorsed It? Measuring Authority Bias Across Expertise Levels in Language Models cites this paper.

Who Endorsed It? Measuring Authority Bias Across Expertise Levels in Language Models From CLIP to DINO: Visual Encoders Shout in Multi-modal Large Language Models

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-03T09:37:07.017396Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f10a2e3c-0f71-4694-8865-08eabaf7a67d · inbound

Harmonia: Algorithm-Hardware Co-Design for Memory- and Compute-Efficient BFP-based LLM Inference cites this paper.

Harmonia: Algorithm-Hardware Co-Design for Memory- and Compute-Efficient BFP-based LLM Inference From CLIP to DINO: Visual Encoders Shout in Multi-modal Large Language Models

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-03T04:37:27.791489Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7b8810df-b7bb-4a6a-85ec-1bd91ca6ba43 · inbound

Less is Enough: Synthesizing Diverse Data in LLM Feature Space with Sparse Autoencoders cites this paper.

Less is Enough: Synthesizing Diverse Data in LLM Feature Space with Sparse Autoencoders From CLIP to DINO: Visual Encoders Shout in Multi-modal Large Language Models

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-03T01:17:11.852907Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bba09ca1-9f4f-42cc-8fde-16e58a55610e · inbound

InCoM: Intent-Driven Perception and Structured Coordination for Mobile Manipulation cites this paper.

InCoM: Intent-Driven Perception and Structured Coordination for Mobile Manipulation From CLIP to DINO: Visual Encoders Shout in Multi-modal Large Language Models

Reference 29

Resolution: verified exact; arxiv_id, observed 2026-05-15T19:10:15.922063Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 14df1184-58e6-4ca9-a7e3-8590e06f4864 · inbound

InCoM: Intent-Driven Perception and Structured Coordination for Mobile Manipulation cites this paper.

InCoM: Intent-Driven Perception and Structured Coordination for Mobile Manipulation From CLIP to DINO: Visual Encoders Shout in Multi-modal Large Language Models

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-02T20:35:05.020062Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cfd77212-2fac-4242-bb44-7c4465f2cec7 · inbound

SpatialStack: Layered Geometry-Language Fusion for 3D VLM Spatial Reasoning cites this paper.

SpatialStack: Layered Geometry-Language Fusion for 3D VLM Spatial Reasoning From CLIP to DINO: Visual Encoders Shout in Multi-modal Large Language Models

Reference 21

Resolution: verified exact; arxiv_id, observed 2026-05-14T22:08:04.602770Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 6ab8a71c-97e8-40cf-87fd-de9bf6a49861 · inbound

CoME-VL: Scaling Complementary Multi-Encoder Vision-Language Learning cites this paper.

CoME-VL: Scaling Complementary Multi-Encoder Vision-Language Learning From CLIP to DINO: Visual Encoders Shout in Multi-modal Large Language Models

Reference 27

Resolution: verified exact; arxiv_id, observed 2026-05-13T20:33:17.149321Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 639975b0-9fe4-424d-9db0-ddbfa385ee24 · inbound

HAWK: Head Importance-Aware Visual Token Pruning in Multimodal Models cites this paper.

HAWK: Head Importance-Aware Visual Token Pruning in Multimodal Models From CLIP to DINO: Visual Encoders Shout in Multi-modal Large Language Models

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-05-11T07:01:05.567231Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation a3803d08-b0de-4b1f-a851-f4046f935b27 · inbound

G-MIXER: Geodesic Mixup-based Implicit Semantic Expansion and Explicit Semantic Re-ranking for Zero-Shot Composed Image Retrieval cites this paper.

G-MIXER: Geodesic Mixup-based Implicit Semantic Expansion and Explicit Semantic Re-ranking for Zero-Shot Composed Image Retrieval From CLIP to DINO: Visual Encoders Shout in Multi-modal Large Language Models

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-05-10T11:50:19.964062Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation c38471b3-d21d-4cb4-abf8-5df62635316d · inbound

Modeling Multi-Dimensional Cognitive States in Large Language Models under Cognitive Crowding cites this paper.

Modeling Multi-Dimensional Cognitive States in Large Language Models under Cognitive Crowding From CLIP to DINO: Visual Encoders Shout in Multi-modal Large Language Models

Reference 45

Resolution: metadata mismatch; arxiv_id, observed 2026-05-10T07:01:49.307858Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 3680a95e-b128-46bf-88c7-600e96d7739d · inbound

Are Natural-Domain Foundation Models Effective for Accelerated Cardiac MRI Reconstruction? cites this paper.

Are Natural-Domain Foundation Models Effective for Accelerated Cardiac MRI Reconstruction? From CLIP to DINO: Visual Encoders Shout in Multi-modal Large Language Models

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-05-11T20:26:11.344431Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 58db8de2-4657-4f0c-b486-b091a2229339 · inbound

MultiBreak: A Scalable and Diverse Multi-turn Jailbreak Benchmark for Evaluating LLM Safety cites this paper.

MultiBreak: A Scalable and Diverse Multi-turn Jailbreak Benchmark for Evaluating LLM Safety From CLIP to DINO: Visual Encoders Shout in Multi-modal Large Language Models

Reference 34

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T09:31:00.953629Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation bcc9241a-18f3-4ff0-848f-ec5f2df21fe7 · inbound

PASA: A Principled Embedding-Space Watermarking Approach for LLM-Generated Text under Semantic-Invariant Attacks cites this paper.

PASA: A Principled Embedding-Space Watermarking Approach for LLM-Generated Text under Semantic-Invariant Attacks From CLIP to DINO: Visual Encoders Shout in Multi-modal Large Language Models

Reference 20

Resolution: verified exact; arxiv_id, observed 2026-05-13T01:17:02.333089Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 02cfb42a-25d1-4b9b-bb4f-5c3f5c1a48a5 · inbound

PASA: A Principled Embedding-Space Watermarking Approach for LLM-Generated Text under Semantic-Invariant Attacks cites this paper.

PASA: A Principled Embedding-Space Watermarking Approach for LLM-Generated Text under Semantic-Invariant Attacks From CLIP to DINO: Visual Encoders Shout in Multi-modal Large Language Models

Reference 20

Resolution: verified exact; arxiv_id, observed 2026-06-30T23:45:08.405020Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 507e19a5-b352-4bdb-a469-82e92d246550 · inbound

New Wide-Net-Casting Jailbreak Attacks Risk Large Models cites this paper.

New Wide-Net-Casting Jailbreak Attacks Risk Large Models From CLIP to DINO: Visual Encoders Shout in Multi-modal Large Language Models

Reference 8

Resolution: verified exact; arxiv_id, observed 2026-05-20T14:48:23.297324Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 3c2bf51d-b6ca-4524-8d43-f8951ff71cf6 · inbound

Mechanisms of Object Localization in Vision-Language Models cites this paper.

Mechanisms of Object Localization in Vision-Language Models From CLIP to DINO: Visual Encoders Shout in Multi-modal Large Language Models

Reference 14

Resolution: verified exact; arxiv_id, observed 2026-05-20T06:48:05.803191Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation fdd383ec-bbde-4b1a-965e-ad04a6bb396d · inbound

Reducing Object Hallucination in LVLMs via Emphasizing Image-negative Tokens cites this paper.

Reducing Object Hallucination in LVLMs via Emphasizing Image-negative Tokens From CLIP to DINO: Visual Encoders Shout in Multi-modal Large Language Models

Reference 8

Resolution: verified exact; arxiv_id, observed 2026-05-21T05:09:38.510067Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 817649ba-9fa7-452b-af17-eb8b87251fd9 · inbound

VaaWIT: Visual-Aware Adaptation of Large Language Models for Multilingual Web Image Translation cites this paper.

VaaWIT: Visual-Aware Adaptation of Large Language Models for Multilingual Web Image Translation From CLIP to DINO: Visual Encoders Shout in Multi-modal Large Language Models

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-06-30T13:34:40.271586Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 55e98e71-8362-4592-b03c-286675d156b2 · inbound

SlotGCG: Exploiting the Positional Vulnerability in LLMs for Jailbreak Attacks cites this paper.

SlotGCG: Exploiting the Positional Vulnerability in LLMs for Jailbreak Attacks From CLIP to DINO: Visual Encoders Shout in Multi-modal Large Language Models

Reference 56

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T13:26:59.346516Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 2687d8ab-1295-47af-b1ca-0fb12f8f773d · inbound

Investigating The Security of Modern AI and Cloud Infrastructure cites this paper.

Investigating The Security of Modern AI and Cloud Infrastructure From CLIP to DINO: Visual Encoders Shout in Multi-modal Large Language Models

Reference 68

Resolution: verified exact; arxiv_id, observed 2026-07-04T08:29:42.327590Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 4ad0ef00-57c0-48b7-bbd6-c519d2da434e · inbound

EXPO-SQL: Execution-based Clause-level Policy Optimization for Text-to-SQL cites this paper.

EXPO-SQL: Execution-based Clause-level Policy Optimization for Text-to-SQL From CLIP to DINO: Visual Encoders Shout in Multi-modal Large Language Models

Reference 64

Resolution: metadata mismatch; arxiv_id, observed 2026-07-01T09:05:36.899599Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation a31b896d-ed4e-4428-8bb3-3714b9e5800b · inbound

CompressKV: Semantic-Retrieval-Guided KV-Cache Compression for Resource-Efficient Long-Context LLM Inference cites this paper.

CompressKV: Semantic-Retrieval-Guided KV-Cache Compression for Resource-Efficient Long-Context LLM Inference From CLIP to DINO: Visual Encoders Shout in Multi-modal Large Language Models

Reference 33

Resolution: verified exact; arxiv_id, observed 2026-07-04T16:49:58.026479Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 309ad413-30c8-43a7-b124-7c7ef35c92d5 · inbound

Mitigating Visual Degradation in MLLMs via Spatial-Spectral Visual Anchor Learning cites this paper.

Mitigating Visual Degradation in MLLMs via Spatial-Spectral Visual Anchor Learning From CLIP to DINO: Visual Encoders Shout in Multi-modal Large Language Models

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-15T15:10:13.086299Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.