HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding | Paper Citation Record

Observation e3d10679-1f07-419b-9fde-e02cfa54bfb3 · inbound

Hallucination of Multimodal Large Language Models: A Survey cites this paper.

Hallucination of Multimodal Large Language Models: A Survey HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding

Reference 31

Resolution: verified exact; arxiv_id, observed 2026-05-11T12:33:33.637612Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 50dc7d26-2604-4912-b175-5a42100c1be3 · inbound

Seeing Clearly by Layer Two: Enhancing Attention Heads to Alleviate Hallucination in LVLMs cites this paper.

Seeing Clearly by Layer Two: Enhancing Attention Heads to Alleviate Hallucination in LVLMs HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-12T20:12:25.232011Z

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Observation f22958ea-72ae-4b13-b9c3-b6e7c59324f3 · inbound

CATCH: Complementary Adaptive Token-level Contrastive Decoding to Mitigate Hallucinations in LVLMs cites this paper.

CATCH: Complementary Adaptive Token-level Contrastive Decoding to Mitigate Hallucinations in LVLMs HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-12T17:18:04.214241Z

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Observation 0df4e6c6-1ce9-4d70-8453-9f03fbf54617 · inbound

Beyond Training: Dynamic Token Merging for Zero-Shot Video Understanding cites this paper.

Beyond Training: Dynamic Token Merging for Zero-Shot Video Understanding HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-12T15:17:19.332297Z

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Observation 21f83474-4071-49f9-b51b-3b74b128bc68 · inbound

ICT: Image-Object Cross-Level Trusted Intervention for Mitigating Object Hallucination in Large Vision-Language Models cites this paper.

ICT: Image-Object Cross-Level Trusted Intervention for Mitigating Object Hallucination in Large Vision-Language Models HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-12T14:51:13.115617Z

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Observation bec9d2c2-1c53-4e5a-b9ae-742122504e34 · inbound

VaLiD: Mitigating the Hallucination of Large Vision Language Models by Visual Layer Fusion Contrastive Decoding cites this paper.

VaLiD: Mitigating the Hallucination of Large Vision Language Models by Visual Layer Fusion Contrastive Decoding HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-12T13:54:22.611833Z

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Observation 3d361844-83f5-4a29-a00a-f433b5e5ee72 · inbound

Devils in Middle Layers of Large Vision-Language Models: Interpreting, Detecting and Mitigating Object Hallucinations via Attention Lens cites this paper.

Devils in Middle Layers of Large Vision-Language Models: Interpreting, Detecting and Mitigating Object Hallucinations via Attention Lens HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-12T14:23:23.016337Z

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Observation 517f5c42-b516-4ecf-baba-4e6026fc226b · inbound

Delve into Visual Contrastive Decoding for Hallucination Mitigation of Large Vision-Language Models cites this paper.

Delve into Visual Contrastive Decoding for Hallucination Mitigation of Large Vision-Language Models HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-11T19:25:43.096461Z

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Observation 01b9ae5f-3d87-43d3-b6c4-dd920cd010e9 · inbound

Hallucination Elimination and Semantic Enhancement Framework for Vision-Language Models in Traffic Scenarios cites this paper.

Hallucination Elimination and Semantic Enhancement Framework for Vision-Language Models in Traffic Scenarios HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-11T18:49:27.644096Z

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Observation f7bb4218-856a-4d9f-8680-01e32e2cadaa · inbound

Cross-Modal Attention Calibration for LVLM Hallucination Mitigation cites this paper.

Cross-Modal Attention Calibration for LVLM Hallucination Mitigation HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-10T22:20:38.013767Z

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Observation 646c6df3-0490-4f39-9be4-881a92d9798e · inbound

Socratic Questioning: Learn to Self-guide Multimodal Reasoning in the Wild cites this paper.

Socratic Questioning: Learn to Self-guide Multimodal Reasoning in the Wild HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-10T22:06:30.348943Z

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Observation cd465139-4188-4ada-866b-05ae03b6388c · inbound

VASparse: Towards Efficient Visual Hallucination Mitigation via Visual-Aware Token Sparsification cites this paper.

VASparse: Towards Efficient Visual Hallucination Mitigation via Visual-Aware Token Sparsification HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-10T21:03:12.220197Z

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Observation c19ee446-7ef1-4332-9b85-34e2226e1571 · inbound

VARGPT: Unified Understanding and Generation in a Visual Autoregressive Multimodal Large Language Model cites this paper.

VARGPT: Unified Understanding and Generation in a Visual Autoregressive Multimodal Large Language Model HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-10T17:21:04.081816Z

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Observation 5fbbfe92-65a8-417c-9000-5d34ef872bc8 · inbound

The Hidden Life of Tokens: Reducing Hallucination of Large Vision-Language Models via Visual Information Steering cites this paper.

The Hidden Life of Tokens: Reducing Hallucination of Large Vision-Language Models via Visual Information Steering HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-09T04:22:42.108062Z

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Observation dffe2634-4015-4213-af49-7a35f2e7c4c4 · inbound

On the robustness of multimodal language model towards distractions cites this paper.

On the robustness of multimodal language model towards distractions HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T20:25:58.403744Z

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Observation fef02ba7-8bcb-4790-80a0-60f6f5e98340 · inbound

A Comprehensive Analysis for Visual Object Hallucination in Large Vision-Language Models cites this paper.

A Comprehensive Analysis for Visual Object Hallucination in Large Vision-Language Models HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-16T04:09:09.822766Z

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Observation e7386878-18c0-4d59-8643-1fa9484609ac · inbound

Policy Contrastive Decoding for Robotic Foundation Models cites this paper.

Policy Contrastive Decoding for Robotic Foundation Models HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding

Reference 6

Resolution: verified exact; arxiv_id, observed 2026-05-22T14:11:38.576394Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 7797fa4c-d01f-4428-9564-f77e0f4c2afd · inbound

From EduVisBench to EduVisAgent: A Benchmark and Multi-Agent Framework for Reasoning-Driven Pedagogical Visualization cites this paper.

From EduVisBench to EduVisAgent: A Benchmark and Multi-Agent Framework for Reasoning-Driven Pedagogical Visualization HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T14:57:36.792649Z

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Observation 4a9031b5-4856-47b9-8fc0-b6b2bde4c5c9 · inbound

ASPO: Adaptive Sentence-Level Preference Optimization for Fine-Grained Multimodal Reasoning cites this paper.

ASPO: Adaptive Sentence-Level Preference Optimization for Fine-Grained Multimodal Reasoning HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T14:22:59.396222Z

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Observation dfc26a15-e545-48ff-9b6a-480150f9c2bc · inbound

Retrieval Visual Contrastive Decoding to Mitigate Object Hallucinations in Large Vision-Language Models cites this paper.

Retrieval Visual Contrastive Decoding to Mitigate Object Hallucinations in Large Vision-Language Models HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T13:57:04.996922Z

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Observation b4494509-4a9a-46ac-9f69-642a108ff2e3 · inbound

Mitigating Object Hallucination via Robust Local Perception Search cites this paper.

Mitigating Object Hallucination via Robust Local Perception Search HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T05:53:58.264587Z

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Observation d60ae036-b131-4d17-8c9b-5716289c46d7 · inbound

Mitigating Behavioral Hallucination in Multimodal Large Language Models for Sequential Images cites this paper.

Mitigating Behavioral Hallucination in Multimodal Large Language Models for Sequential Images HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T05:43:29.824690Z

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Observation 9f1a92b3-a4b7-4cf0-8820-a7c8a0148890 · inbound

CLAIM: Mitigating Multilingual Object Hallucination in Large Vision-Language Models with Cross-Lingual Attention Intervention cites this paper.

CLAIM: Mitigating Multilingual Object Hallucination in Large Vision-Language Models with Cross-Lingual Attention Intervention HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T11:22:38.782006Z

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Observation 1cc386ed-fdcb-4797-969c-8f80b00c26bf · inbound

Not All Tokens and Heads Are Equally Important: Dual-Level Attention Intervention for Hallucination Mitigation cites this paper.

Not All Tokens and Heads Are Equally Important: Dual-Level Attention Intervention for Hallucination Mitigation HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T00:53:23.163877Z

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Observation 8e69ed7f-7f4b-442c-afca-f7e6eafabd88 · inbound

PostAlign: Multimodal Grounding as a Corrective Lens for MLLMs cites this paper.

PostAlign: Multimodal Grounding as a Corrective Lens for MLLMs HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-06T23:27:19.302520Z

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Observation ac88df1e-5c57-47e0-846c-bc26c9aa602c · inbound

CAI: Caption-Sensitive Attention Intervention for Mitigating Object Hallucination in Large Vision-Language Models cites this paper.

CAI: Caption-Sensitive Attention Intervention for Mitigating Object Hallucination in Large Vision-Language Models HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-06T21:44:55.465897Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bb014128-057b-4da0-accb-0fa9e84d5f85 · inbound

INTER: Mitigating Hallucination in Large Vision-Language Models by Interaction Guidance Sampling cites this paper.

INTER: Mitigating Hallucination in Large Vision-Language Models by Interaction Guidance Sampling HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T19:38:19.319571Z

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Unavailable: canonical work link unavailable.

Observation c5148b6f-529c-4d99-beaa-a12c442a3fb1 · inbound

MCA-LLaVA: Manhattan Causal Attention for Reducing Hallucination in Large Vision-Language Models cites this paper.

MCA-LLaVA: Manhattan Causal Attention for Reducing Hallucination in Large Vision-Language Models HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T18:09:04.223683Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2cf81b13-50e6-4c9a-b49b-d238a3000d12 · inbound

Mitigating Object Hallucinations via Sentence-Level Early Intervention cites this paper.

Mitigating Object Hallucinations via Sentence-Level Early Intervention HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding

Reference 6

Resolution: verified exact; arxiv_id, observed 2026-05-25T08:35:32.738532Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation ac1e068c-ec46-45a3-b2fc-e46356cbb563 · inbound

Modality Bias in LVLMs: Analyzing and Mitigating Object Hallucination via Attention Lens cites this paper.

Modality Bias in LVLMs: Analyzing and Mitigating Object Hallucination via Attention Lens HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-06T05:04:22.039237Z

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Observation cff25ea8-5336-4bc2-acbc-44c5f08ae94f · inbound

Empowering Multimodal LLMs with External Tools: A Comprehensive Survey cites this paper.

Empowering Multimodal LLMs with External Tools: A Comprehensive Survey HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding

Reference 206

Resolution: unresolved; no resolver link, observed 2026-08-05T20:29:03.696948Z

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Observation 33479d02-de5f-42d6-bd19-2581909c9f02 · inbound

Two Causes, Not One: Rethinking Omission and Fabrication Hallucinations in MLLMs cites this paper.

Two Causes, Not One: Rethinking Omission and Fabrication Hallucinations in MLLMs HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-05T13:44:11.340003Z

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Observation e28df94e-02c3-48a3-be68-857c3fe70179 · inbound

OmniDPO: A Preference Optimization Framework to Address Omni-Modal Hallucination cites this paper.

OmniDPO: A Preference Optimization Framework to Address Omni-Modal Hallucination HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-05T13:22:17.296225Z

Source-reported events for the cited work

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Observation a91b68d1-ec05-4995-baca-9efa21cbbe62 · inbound

HypEHR: Hyperbolic Modeling of Electronic Health Records for Efficient Question Answering cites this paper.

HypEHR: Hyperbolic Modeling of Electronic Health Records for Efficient Question Answering HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding

Reference 266

Resolution: metadata mismatch; arxiv_id, observed 2026-05-09T23:54:45.527500Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 64f38ef1-a9ae-427c-832c-7c69ffcff7de · inbound

CAST: Mitigating Object Hallucination in Large Vision-Language Models via Caption-Guided Visual Attention Steering cites this paper.

CAST: Mitigating Object Hallucination in Large Vision-Language Models via Caption-Guided Visual Attention Steering HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding

Reference 46

Resolution: metadata mismatch; arxiv_id, observed 2026-05-09T06:50:40.222235Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 0a061656-a805-4761-851a-7910d190ca2e · inbound

Through the Lens of Character: Resolving Modality-Role Interference in Multimodal Role-Playing Agent cites this paper.

Through the Lens of Character: Resolving Modality-Role Interference in Multimodal Role-Playing Agent HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding

Reference 37

Resolution: verified exact; arxiv_id, observed 2026-05-12T05:51:27.783041Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation f8711fa9-7249-4d07-b00e-5d1b6540cc82 · inbound

Not Blind but Silenced: Rebalancing Vision and Language via Adversarial Counter-Commonsense Equilibrium cites this paper.

Not Blind but Silenced: Rebalancing Vision and Language via Adversarial Counter-Commonsense Equilibrium HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding

Reference 35

Resolution: metadata mismatch; arxiv_id, observed 2026-05-12T05:56:25.085967Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 615a5ae6-2367-4e01-abda-7c3f974cfc7f · inbound

Correcting Visual Blur Induced by Attention Distraction to Reduce Hallucinations: Algorithm and Theory cites this paper.

Correcting Visual Blur Induced by Attention Distraction to Reduce Hallucinations: Algorithm and Theory HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding

Reference 5

Resolution: metadata mismatch; arxiv_id, observed 2026-06-30T13:14:41.016618Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation d3305472-d216-42a0-acb6-7f2ab1a7827f · inbound

Correcting Visual Blur Induced by Attention Distraction to Reduce Hallucinations: Algorithm and Theory cites this paper.

Correcting Visual Blur Induced by Attention Distraction to Reduce Hallucinations: Algorithm and Theory HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding

Reference 5

Resolution: unresolved; no resolver link, observed 2026-07-12T16:06:30.682427Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ec1c660b-4be9-4500-be80-74e51f30533e · inbound

Correcting Visual Blur Induced by Attention Distraction to Reduce Hallucinations: Algorithm and Theory cites this paper.

Correcting Visual Blur Induced by Attention Distraction to Reduce Hallucinations: Algorithm and Theory HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding

Reference 5

Resolution: unresolved; no resolver link, observed 2026-07-15T11:04:59.754115Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fd016bc3-0872-4a85-bfe0-4331497fc176 · inbound

Correcting Visual Blur Induced by Attention Distraction to Reduce Hallucinations: Algorithm and Theory cites this paper.

Correcting Visual Blur Induced by Attention Distraction to Reduce Hallucinations: Algorithm and Theory HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-02T13:18:56.517341Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ba71dd04-8378-4209-bd0c-a7fea3b6b7ba · inbound

Mitigating Object Hallucinations in Vision-Language Models through Region-Aware Attention Recalibration cites this paper.

Mitigating Object Hallucinations in Vision-Language Models through Region-Aware Attention Recalibration HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding

Reference 8

Resolution: metadata mismatch; arxiv_id, observed 2026-06-30T11:44:38.744615Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 4d2f79d4-d463-41d2-8508-389e567e9c43 · inbound

YARD: Y-Architecture Register Decoding for Efficient Hallucination Mitigation in Large Vision-Language Models cites this paper.

YARD: Y-Architecture Register Decoding for Efficient Hallucination Mitigation in Large Vision-Language Models HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding

Reference 4

Resolution: verified exact; arxiv_id, observed 2026-06-28T23:22:46.897255Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 0fc84afe-c3de-4b68-bf22-bd7b20e284aa · inbound

Mitigating Manifold Departure: Uncertainty-Aware Subspace Rectification for Trustworthy MLLM Decoding cites this paper.

Mitigating Manifold Departure: Uncertainty-Aware Subspace Rectification for Trustworthy MLLM Decoding HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding

Reference 24

Resolution: metadata mismatch; arxiv_id, observed 2026-06-28T17:52:27.185269Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation f4513a6d-b416-423f-b949-507a438ab449 · inbound

Dismantling Pathological Shortcuts: A Causal Framework for Faithful LVLM Decoding cites this paper.

Dismantling Pathological Shortcuts: A Causal Framework for Faithful LVLM Decoding HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding

Reference 6

Resolution: verified exact; arxiv_id, observed 2026-07-01T19:06:02.563658Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation a3e7eff3-0184-4e51-9f24-ca08adace427 · inbound

Visual Token Compression Enhances Robustness of MLLMs cites this paper.

Visual Token Compression Enhances Robustness of MLLMs HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-01T13:10:37.225116Z

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Unavailable: canonical work link unavailable.

Observation 80a979e4-7781-4dff-81b4-ff7834e381b6 · inbound

Disentangling Semantic Attention from Structural Bias in the Attention Manifold cites this paper.

Disentangling Semantic Attention from Structural Bias in the Attention Manifold HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-07-31T23:19:52.209961Z

Source-reported events for the cited work

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Observation e89ab366-f85c-431a-8c3a-7467c7ac55c2 · inbound

Same Attention, Different Truths: Put Logit-Lens over Visual Attention to Detect and Mitigate LVLM Object Hallucination cites this paper.

Same Attention, Different Truths: Put Logit-Lens over Visual Attention to Detect and Mitigate LVLM Object Hallucination HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-10T10:47:43.926644Z

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Observation 648bfefd-3b2b-42fd-844e-6da1dcbabbbd · inbound

Beyond Global Editing: Per-Instance Disentangled Subspaces for Training-Free Hallucination Mitigation in LVLMs cites this paper.

Beyond Global Editing: Per-Instance Disentangled Subspaces for Training-Free Hallucination Mitigation in LVLMs HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-11T19:01:40.330288Z

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Pith citing papers