Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T20:47:31.045451Z
Paper Citation Record · LEDGER
Look-Back: Implicit Visual Re-focusing in MLLM Reasoning
As of 10 August 2026, this Paper Citation Record lists 30 of 30 outbound references and 20 inbound Pith citation observations for arXiv:2507.03019.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-08T18:35:57.447384Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-07-11T03:17:51.718484Z
Reference resolution
30 of 30 outbound references displayed
- verified exact0
- verified fuzzy17
- unresolved13
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 72268faf-069a-431f-b8e6-dffc9ba58fa1 · outbound
This paper cites The reasoning before the error step cannot be modified.
Look-Back: Implicit Visual Re-focusing in MLLM Reasoning The reasoning before the error step cannot be modified
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:47:31.494875Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation a4170ffb-9e16-4ad6-be96-b2275cefb51a · outbound
This paper cites The reasoning process is not modified, just insert <back>.
Look-Back: Implicit Visual Re-focusing in MLLM Reasoning The reasoning process is not modified, just insert <back>
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:47:31.485898Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 316b64c2-2e40-4d95-8204-ccc4e44c92fa · outbound
This paper cites an unresolved cited work.
Look-Back: Implicit Visual Re-focusing in MLLM Reasoning Unresolved cited work
Reference 3
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T20:47:31.477738Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation eead73e6-af66-49e0-94fb-eb0beb6ebd7b · outbound
This paper cites We-Math: Does Your Large Multimodal Model Achieve Human-like Mathematical Reasoning?.
Look-Back: Implicit Visual Re-focusing in MLLM Reasoning We-Math: Does Your Large Multimodal Model Achieve Human-like Mathematical Reasoning?
Reference 4
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T20:47:30.664463Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c8651eda-4871-4952-b94e-e13f341ad969 · outbound
This paper cites messages.
Look-Back: Implicit Visual Re-focusing in MLLM Reasoning messages
Reference 5
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T20:47:30.852706Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7d44bd97-0220-45e7-a734-363ea0c07f54 · outbound
This paper cites After simplifying, we find that the ratio is 1 : 3.
Look-Back: Implicit Visual Re-focusing in MLLM Reasoning After simplifying, we find that the ratio is 1 : 3
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:47:31.383204Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 3847c8ad-c99a-460a-8dee-bce96500c5cd · outbound
This paper cites an unresolved cited work.
Look-Back: Implicit Visual Re-focusing in MLLM Reasoning Unresolved cited work
Reference 7
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T20:47:31.284000Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 9c93a1ab-ccc0-4af9-abdc-35c9502593b8 · outbound
This paper cites Sentence 2 of reasoning.
Look-Back: Implicit Visual Re-focusing in MLLM Reasoning Sentence 2 of reasoning
Reference 9
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:47:31.469996Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 313f719a-b3c2-44c6-8c05-d2cb1f4bbfcc · outbound
This paper cites And rethink and revise the reasoning and answer based on the content after </back>.
Look-Back: Implicit Visual Re-focusing in MLLM Reasoning And rethink and revise the reasoning and answer based on the content after </back>
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:47:31.461533Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation f6b1c32b-9d8c-4fcc-9074-6de663f01f3b · outbound
This paper cites And rethink and give the answer after </back>.
Look-Back: Implicit Visual Re-focusing in MLLM Reasoning And rethink and give the answer after </back>
Reference 11
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:47:31.451232Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation c09ed480-8db3-48b4-a59d-07696842c52f · outbound
This paper cites an unresolved cited work.
Look-Back: Implicit Visual Re-focusing in MLLM Reasoning Unresolved cited work
Reference 12
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T20:47:31.442547Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 1dc80504-6ca9-4f24-889a-56c0350d6fdd · outbound
This paper cites Sentence 2 of reasoning.
Look-Back: Implicit Visual Re-focusing in MLLM Reasoning Sentence 2 of reasoning
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:47:31.433859Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation e8801faf-eea6-46b1-9815-b14741634d13 · outbound
This paper cites -- A square is drawn such that its vertices are at the centres of the four outer circles.
Look-Back: Implicit Visual Re-focusing in MLLM Reasoning -- A square is drawn such that its vertices are at the centres of the four outer circles
Reference 14
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:47:31.425989Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation b2c5f3c5-cb47-4c6d-af47-bd302941ceba · outbound
This paper cites -- The area of the square is (2r)2 = 4r2.
Look-Back: Implicit Visual Re-focusing in MLLM Reasoning -- The area of the square is (2r)2 = 4r2
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:47:31.418137Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 24795798-e9ce-4018-a7bf-11c55303e088 · outbound
This paper cites -- Since there are five circles, the total area of the circles is 5πr2.
Look-Back: Implicit Visual Re-focusing in MLLM Reasoning -- Since there are five circles, the total area of the circles is 5πr2
Reference 16
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:47:31.409727Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 33452066-64b7-426e-a04e-4863f2ff224a · outbound
This paper cites -- The unshaded parts are the areas of the circles that are covered by the square.
Look-Back: Implicit Visual Re-focusing in MLLM Reasoning -- The unshaded parts are the areas of the circles that are covered by the square
Reference 17
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:47:31.401013Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 3a27c20d-4cda-4af0-a71f-08581c5d41bb · outbound
This paper cites -- The area of the unshaded parts is the area of the square.
Look-Back: Implicit Visual Re-focusing in MLLM Reasoning -- The area of the unshaded parts is the area of the square
Reference 18
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:47:31.391949Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation f1d2322d-ef69-4bab-a264-6b369ba98cae · outbound
This paper cites an unresolved cited work.
Look-Back: Implicit Visual Re-focusing in MLLM Reasoning Unresolved cited work
Reference 20
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T20:47:31.374735Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 5e38ddfe-ccba-42d7-b7ec-e71fcd97c3fa · outbound
This paper cites an unresolved cited work.
Look-Back: Implicit Visual Re-focusing in MLLM Reasoning Unresolved cited work
Reference 21
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T20:47:31.366120Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation a884af1b-d4db-4bc2-9f6e-8927f7765689 · outbound
This paper cites an unresolved cited work.
Look-Back: Implicit Visual Re-focusing in MLLM Reasoning Unresolved cited work
Reference 22
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T20:47:31.357756Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 6dcdea34-8f86-40ce-a359-7692d2af23ed · outbound
This paper cites By observing the sequence, we can see that the dots are moving in a consistent direction.
Look-Back: Implicit Visual Re-focusing in MLLM Reasoning By observing the sequence, we can see that the dots are moving in a consistent direction
Reference 23
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:47:31.349398Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 870401c0-d581-4652-8170-e61cdf40c2bc · outbound
This paper cites an unresolved cited work.
Look-Back: Implicit Visual Re-focusing in MLLM Reasoning Unresolved cited work
Reference 24
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T20:47:31.341045Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 0fb35419-d4ae-44eb-9ab6-f0714d8cb3e5 · outbound
This paper cites -- The measure of an angle formed by a tangent and a chord is equal to half the measure of the intercepted arc.
Look-Back: Implicit Visual Re-focusing in MLLM Reasoning -- The measure of an angle formed by a tangent and a chord is equal to half the measure of the intercepted arc
Reference 25
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:47:31.331363Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation b0e90f09-baaa-4d16-a5fb-d9da4c825e82 · outbound
This paper cites -- Therefore, mdEB = 2× m∠EGB = 2× 52◦ = 104◦.
Look-Back: Implicit Visual Re-focusing in MLLM Reasoning -- Therefore, mdEB = 2× m∠EGB = 2× 52◦ = 104◦
Reference 26
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:47:31.319942Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 82d11871-e387-481f-ba30-2a5598b78427 · outbound
This paper cites -- Therefore, mdEB = 2× m∠EF B= 2× 30◦ = 60◦.
Look-Back: Implicit Visual Re-focusing in MLLM Reasoning -- Therefore, mdEB = 2× m∠EF B= 2× 30◦ = 60◦
Reference 27
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:47:31.310874Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 5e332506-330b-47a7-b0a1-ef5c8f485231 · outbound
This paper cites -- Therefore, mdCF = mdF E− mdEB = 118◦ − 60◦ = 58◦.
Look-Back: Implicit Visual Re-focusing in MLLM Reasoning -- Therefore, mdCF = mdF E− mdEB = 118◦ − 60◦ = 58◦
Reference 28
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:47:31.302131Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation a23ff69d-b599-4f8f-ab9b-606608499545 · outbound
This paper cites an unresolved cited work.
Look-Back: Implicit Visual Re-focusing in MLLM Reasoning Unresolved cited work
Reference 29
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T20:47:31.293210Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 6b9d713f-51b3-4466-9c0f-dc826ec192b0 · outbound
This paper cites MathVista: Evaluating Mathematical Reasoning of Foundation Models in Visual Contexts.
Look-Back: Implicit Visual Re-focusing in MLLM Reasoning MathVista: Evaluating Mathematical Reasoning of Foundation Models in Visual Contexts
Reference 2023
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T20:47:30.353918Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation aa578c03-8703-4fc1-93bd-46226221280f · outbound
This paper cites arXiv preprint arXiv:2412.05479.
Look-Back: Implicit Visual Re-focusing in MLLM Reasoning arXiv preprint arXiv:2412.05479
Reference 2024
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T20:47:30.547413Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 86a9adda-f003-4b5d-a23b-53cdc9b7dae8 · outbound
This paper cites v1: Learning to Point Visual Tokens for Multimodal Grounded Reasoning.
Look-Back: Implicit Visual Re-focusing in MLLM Reasoning v1: Learning to Point Visual Tokens for Multimodal Grounded Reasoning
Reference 2025
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T20:47:30.268827Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Pith citing papers
Observation a9c58a24-2ada-4ae2-bcc2-700e36a47aa9 · inbound
REVISOR: Beyond Textual Reflection, Towards Multimodal Introspective Reasoning in Long-Form Video Understanding cites this paper.
REVISOR: Beyond Textual Reflection, Towards Multimodal Introspective Reasoning in Long-Form Video Understanding Look-Back: Implicit Visual Re-focusing in MLLM Reasoning
Reference 54
- Resolution
- verified exact
- arxiv_id, observed 2026-05-17T22:20:22.876107Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 6ddd8f7e-d16c-47b1-b6f4-56a0019124f3 · inbound
Mimic Human Cognition, Master Multi-Image Reasoning: A Meta-Action Framework for Enhanced Visual Understanding cites this paper.
Mimic Human Cognition, Master Multi-Image Reasoning: A Meta-Action Framework for Enhanced Visual Understanding Look-Back: Implicit Visual Re-focusing in MLLM Reasoning
Reference 78
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T11:13:16.948001Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 739bef0c-6e6e-489c-aa56-af425ef1773b · inbound
Spotlight and Shadow: Attention-Guided Dual-Anchor Introspective Decoding for MLLM Hallucination Mitigation cites this paper.
Spotlight and Shadow: Attention-Guided Dual-Anchor Introspective Decoding for MLLM Hallucination Mitigation Look-Back: Implicit Visual Re-focusing in MLLM Reasoning
Reference 45
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T07:35:57.360254Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 2a4d0106-50b7-4e5c-afde-4eaed69507a4 · inbound
Visual Enhanced Depth Scaling for Multimodal Latent Reasoning cites this paper.
Visual Enhanced Depth Scaling for Multimodal Latent Reasoning Look-Back: Implicit Visual Re-focusing in MLLM Reasoning
Reference 69
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T08:11:04.154430Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 7eabfee9-cb52-46e3-bfe8-374ed209bb44 · inbound
Visual Enhanced Depth Scaling for Multimodal Latent Reasoning cites this paper.
Visual Enhanced Depth Scaling for Multimodal Latent Reasoning Look-Back: Implicit Visual Re-focusing in MLLM Reasoning
Reference 69
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T06:06:24.059935Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 30c6268b-57c1-4bda-a947-504f65936629 · inbound
Visual Enhanced Depth Scaling for Multimodal Latent Reasoning cites this paper.
Visual Enhanced Depth Scaling for Multimodal Latent Reasoning Look-Back: Implicit Visual Re-focusing in MLLM Reasoning
Reference 69
- Resolution
- verified exact
- arxiv_id, observed 2026-05-13T07:27:29.283449Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation be0b6ae5-dff0-4d24-955b-4d72ec3f7925 · inbound
Visual Reasoning through Tool-supervised Reinforcement Learning cites this paper.
Visual Reasoning through Tool-supervised Reinforcement Learning Look-Back: Implicit Visual Re-focusing in MLLM Reasoning
Reference 31
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T12:46:03.088560Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation e8d60e04-7225-49d7-9159-1c49dec744b0 · inbound
From Failure to Feedback: Group Revision Unlocks Hard Cases in Object-Level Grounding cites this paper.
From Failure to Feedback: Group Revision Unlocks Hard Cases in Object-Level Grounding Look-Back: Implicit Visual Re-focusing in MLLM Reasoning
Reference 86
- Resolution
- verified exact
- arxiv_id, observed 2026-05-20T18:43:38.812017Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 8ef41ebd-c14c-474d-9182-b12c7adb8acd · inbound
RAVE: Re-Allocating Visual Attention in Large Multimodal Models cites this paper.
RAVE: Re-Allocating Visual Attention in Large Multimodal Models Look-Back: Implicit Visual Re-focusing in MLLM Reasoning
Reference 11
- Resolution
- verified exact
- arxiv_id, observed 2026-05-20T11:13:13.474746Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 19db35b0-c239-44dc-8591-1107bb084684 · inbound
RAVE: Re-Allocating Visual Attention in Large Multimodal Models cites this paper.
RAVE: Re-Allocating Visual Attention in Large Multimodal Models Look-Back: Implicit Visual Re-focusing in MLLM Reasoning
Reference 11
- Resolution
- verified exact
- arxiv_id, observed 2026-07-01T14:55:48.349609Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation f341be0b-c6cf-4f68-a3c9-1e5985358497 · inbound
Reasoning Portability: Guiding Continual Learning for MLLMs in the RLVR Era cites this paper.
Reasoning Portability: Guiding Continual Learning for MLLMs in the RLVR Era Look-Back: Implicit Visual Re-focusing in MLLM Reasoning
Reference 56
- Resolution
- verified exact
- arxiv_id, observed 2026-05-20T13:33:19.320896Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 141616eb-2574-40b2-8685-dae74dd5d590 · inbound
VisionPulse: Dynamic Visual Sparsity for Efficient Multimodal Reasoning cites this paper.
VisionPulse: Dynamic Visual Sparsity for Efficient Multimodal Reasoning Look-Back: Implicit Visual Re-focusing in MLLM Reasoning
Reference 19
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-06-29T00:12:50.591396Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 891b51ad-ca93-420d-87d8-b5ec2a5425ec · inbound
Attention-guided Fine-tuning of Multimodal Large Language Models Improves Chain-of-Thought Reasoning cites this paper.
Attention-guided Fine-tuning of Multimodal Large Language Models Improves Chain-of-Thought Reasoning Look-Back: Implicit Visual Re-focusing in MLLM Reasoning
Reference 63
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-07-01T22:06:16.593338Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 8b27f944-ebaf-40ac-a3f1-30c2bf4ac92e · inbound
V-Zero: Answer-Label-Free On-Policy Distillation with Contrastive Evidence Gating for Fine-Grained Visual Reasoning cites this paper.
V-Zero: Answer-Label-Free On-Policy Distillation with Contrastive Evidence Gating for Fine-Grained Visual Reasoning Look-Back: Implicit Visual Re-focusing in MLLM Reasoning
Reference 61
- Resolution
- verified exact
- arxiv_id, observed 2026-07-04T19:20:07.215544Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 3e3a7d14-92ee-4bf8-a3c5-42c5fb8be946 · inbound
From Structure to Synergy: A Survey of Vision-Language Perception Paradigm Evolution in Multimodal Large Language Models cites this paper.
From Structure to Synergy: A Survey of Vision-Language Perception Paradigm Evolution in Multimodal Large Language Models Look-Back: Implicit Visual Re-focusing in MLLM Reasoning
Reference 212
- Resolution
- verified exact
- arxiv_id, observed 2026-07-04T15:09:54.955641Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 3604d31a-385a-4662-88c9-2eeade474ff8 · inbound
LASER: A Corrective Lens for LVLMs via Visual Attention Preservation and Sink Suppression cites this paper.
LASER: A Corrective Lens for LVLMs via Visual Attention Preservation and Sink Suppression Look-Back: Implicit Visual Re-focusing in MLLM Reasoning
Reference 67
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-07-03T16:58:42.487515Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation eda8b0fd-22a3-4750-8306-4da2106792c9 · inbound
H-OPD: Confidence Aware Heterogeneous Multi-Teacher Multimodal On-policy Distillation cites this paper.
H-OPD: Confidence Aware Heterogeneous Multi-Teacher Multimodal On-policy Distillation Look-Back: Implicit Visual Re-focusing in MLLM Reasoning
Reference 37
- Resolution
- unresolved
- no resolver link, observed 2026-07-12T09:29:14.105502Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 73092337-5df1-42f8-ac0f-79d486b5cfa2 · inbound
Scene Graph Thinking: Reinforcing Structured Visual Reasoning for Multimodal Large Language Models cites this paper.
Scene Graph Thinking: Reinforcing Structured Visual Reasoning for Multimodal Large Language Models Look-Back: Implicit Visual Re-focusing in MLLM Reasoning
Reference 23
- Resolution
- verified exact
- local_arxiv, observed 2026-07-11T03:17:51.747056Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation e2d3edb7-b771-4f98-82f2-678bc8a38447 · inbound
Scene Graph Thinking: Reinforcing Structured Visual Reasoning for Multimodal Large Language Models cites this paper.
Scene Graph Thinking: Reinforcing Structured Visual Reasoning for Multimodal Large Language Models Look-Back: Implicit Visual Re-focusing in MLLM Reasoning
Reference 23
- Resolution
- unresolved
- no resolver link, observed 2026-07-14T16:12:58.882161Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ffec8a5e-e26f-44ad-8867-0d67c196613b · inbound
ReGround: Restoring Visual Grounding in Multi-Step Reasoning through Self-Diagnosis and Visual Re-Examination cites this paper.
ReGround: Restoring Visual Grounding in Multi-Step Reasoning through Self-Diagnosis and Visual Re-Examination Look-Back: Implicit Visual Re-focusing in MLLM Reasoning
Reference 28
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T18:35:57.447384Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.