diff --git a/src/lib/data/papers.ts b/src/lib/data/papers.ts
index b90e40a..763645c 100644
--- a/src/lib/data/papers.ts
+++ b/src/lib/data/papers.ts
@@ -257,5 +257,36 @@ export const PAPERS: Paper[] = [
 		citation: 'IEEE Transactions on Visualization and Computer Graphics 31.3 (2024): 1731-1745.',
 		proposer: 'Scichen Gao',
 		tags: ['Chart', 'LLM']
+	},
+	{
+		id: 'kumar-2023-conformal-mcqa',
+		link: 'https://arxiv.org/abs/2305.18404',
+		title: 'Conformal Prediction with Large Language Models for Multi-Choice Question Answering',
+		contribution: 'Conformal prediction sets for LLM answers on multiple-choice questions.',
+		authors:
+			'Bhawesh Kumar, Charlie Lu, Gauri Gupta, Anil Palepu, David Bellamy, Ramesh Raskar, Andrew Beam',
+		citation: 'arXiv:2305.18404, 2023.',
+		tags: ['Conformal Prediction', 'LLM', 'Uncertainty']
+	},
+	{
+		id: 'zeng-shen-2025-sparse-halfspaces',
+		link: 'https://arxiv.org/abs/2505.21430',
+		title:
+			'Attribute-Efficient PAC Learning of Sparse Halfspaces with Constant Malicious Noise Rate',
+		contribution:
+			'Attribute-efficient, noise-robust PAC learning of sparse halfspaces via hinge loss minimization.',
+		authors: 'Shiwei Zeng, Jie Shen',
+		citation: 'arXiv:2505.21430, 2025.',
+		tags: ['Theory', 'PAC Learning', 'Robustness']
+	},
+	{
+		id: 'zhu-2025-rl-explain-human-decisions',
+		link: 'https://arxiv.org/abs/2505.11614',
+		title: 'Using Reinforcement Learning to Train Large Language Models to Explain Human Decisions',
+		contribution:
+			'RL fine-tuning of LLMs to produce natural-language explanations of human decision making. Code: https://github.com/xhb120633/rl_human_behavior',
+		authors: 'Jian-Qiao Zhu, Hanbo Xie, Dilip Arumugam, Robert C. Wilson, Thomas L. Griffiths',
+		citation: 'International Conference on Learning Representations (ICLR), 2026.',
+		tags: ['Reinforcement Learning', 'LLM', 'Cognitive Science']
 	}
 ];
diff --git a/src/lib/data/schedule.ts b/src/lib/data/schedule.ts
index 5e7c865..d97f6e9 100644
--- a/src/lib/data/schedule.ts
+++ b/src/lib/data/schedule.ts
@@ -1,11 +1,12 @@
 export type Meeting = {
-	term: 'Fall 2025' | 'Spring 2026';
+	term: 'Fall 2025' | 'Spring 2026' | 'Fall 2026';
 	meetingLabel: string;
 	date: string;
 	paperTitle?: string;
 	leaders?: string;
-	time: string;
+	time?: string;
 	location: string;
+	canceled?: boolean;
 };
 
 const HYBRID_LOCATION = 'Hybrid (Teams + RV2809, Riverfront campus)';
@@ -60,13 +61,22 @@ export const SCHEDULE: Meeting[] = [
 		time: FALL_TIME,
 		location: HYBRID_LOCATION
 	},
+	{
+		term: 'Fall 2025',
+		meetingLabel: 'Meeting 6',
+		date: '2025-12-01',
+		paperTitle: '',
+		leaders: '',
+		time: FALL_TIME,
+		location: HYBRID_LOCATION
+	},
 
 	// Spring 2026
 	{
 		term: 'Spring 2026',
 		meetingLabel: 'Meeting 1',
 		date: '2026-01-12',
-		paperTitle: 'Logistic Meeting for 2026',
+		paperTitle: 'Logistic Meeting for Spring 2026',
 		leaders: 'All',
 		time: SPRING_EARLY_TIME,
 		location: HYBRID_LOCATION
@@ -110,6 +120,14 @@ export const SCHEDULE: Meeting[] = [
 	{
 		term: 'Spring 2026',
 		meetingLabel: 'Meeting 6',
+		date: '2026-03-30',
+		time: SPRING_TIME,
+		location: HYBRID_LOCATION,
+		canceled: true
+	},
+	{
+		term: 'Spring 2026',
+		meetingLabel: 'Meeting 7',
 		date: '2026-04-13',
 		paperTitle: 'A Multimodal Automated Interpretability Agent',
 		leaders: 'Dr. Lin Li',
@@ -118,11 +136,68 @@ export const SCHEDULE: Meeting[] = [
 	},
 	{
 		term: 'Spring 2026',
-		meetingLabel: 'Meeting 7',
+		meetingLabel: 'Meeting 8',
 		date: '2026-04-27',
-		paperTitle: 'TBD',
+		paperTitle: 'Covert Malicious Finetuning: Challenges in Safeguarding LLM Adaptation',
 		leaders: 'Salil',
 		time: SPRING_TIME,
 		location: HYBRID_LOCATION
+	},
+
+	// Fall 2026 (meeting time not yet announced)
+	{
+		term: 'Fall 2026',
+		meetingLabel: 'Meeting 1',
+		date: '2026-08-25',
+		paperTitle: 'Logistic Meeting for Fall 2026',
+		leaders: 'All',
+		location: HYBRID_LOCATION
+	},
+	{
+		term: 'Fall 2026',
+		meetingLabel: 'Meeting 2',
+		date: '2026-09-22',
+		location: HYBRID_LOCATION
+	},
+	{
+		term: 'Fall 2026',
+		meetingLabel: 'Meeting 3',
+		date: '2026-10-06',
+		paperTitle:
+			'Conformal Prediction with Large Language Models for Multi-Choice Question Answering',
+		leaders: 'Seth',
+		location: HYBRID_LOCATION
+	},
+	{
+		term: 'Fall 2026',
+		meetingLabel: 'Meeting 4',
+		date: '2026-10-20',
+		paperTitle:
+			'Attribute-Efficient PAC Learning of Sparse Halfspaces with Constant Malicious Noise Rate',
+		leaders: 'Dr. Shiwei Zeng',
+		location: HYBRID_LOCATION
+	},
+	{
+		term: 'Fall 2026',
+		meetingLabel: 'Meeting 5',
+		date: '2026-11-03',
+		leaders: 'Rita',
+		location: HYBRID_LOCATION
+	},
+	{
+		term: 'Fall 2026',
+		meetingLabel: 'Meeting 6',
+		date: '2026-11-17',
+		leaders: 'Alireza',
+		location: HYBRID_LOCATION
+	},
+	{
+		term: 'Fall 2026',
+		meetingLabel: 'Meeting 7',
+		date: '2026-12-01',
+		paperTitle:
+			'Using Reinforcement Learning to Train Large Language Models to Explain Human Decisions',
+		leaders: 'Sharmen S',
+		location: HYBRID_LOCATION
 	}
 ];
diff --git a/src/routes/+page.svelte b/src/routes/+page.svelte
index 37f6b19..a4dbf3b 100644
--- a/src/routes/+page.svelte
+++ b/src/routes/+page.svelte
@@ -6,7 +6,7 @@
 	import { getReviewedPapers } from '$lib/data/review';
 	import { fmtDate, isPast } from '$lib/dates';
 
-	const next = SCHEDULE.find((m) => !isPast(m.date));
+	const next = SCHEDULE.find((m) => !m.canceled && !isPast(m.date));
 	const recent = getReviewedPapers()
 		.filter((p) => p.reviewed && isPast(p.reviewDate!))
 		.slice(-3)
@@ -36,9 +36,9 @@
 		<div class="card">
 			<p class="eyebrow">Next meeting</p>
 			{#if next}
-				<h2 class="card-title">{fmtDate(next.date)}, {next.time}</h2>
+				<h2 class="card-title">{fmtDate(next.date)}{next.time ? `, ${next.time}` : ''}</h2>
 				<p class="muted small">{next.location}</p>
-				<p>{next.paperTitle ?? 'Paper to be announced'}</p>
+				<p>{next.paperTitle?.trim() || 'Paper to be announced'}</p>
 			{:else}
 				<h2 class="card-title">Next term</h2>
 				<p class="muted">
diff --git a/src/routes/schedule/+page.svelte b/src/routes/schedule/+page.svelte
index 2e7682d..6b55e49 100644
--- a/src/routes/schedule/+page.svelte
+++ b/src/routes/schedule/+page.svelte
@@ -34,19 +34,23 @@
 				<li class="row">
 					<div class="row-meta">
 						<span>{fmtDate(m.date)}</span>
-						<span>{m.time}</span>
+						{#if m.time}<span>{m.time}</span>{/if}
 						<span>{m.meetingLabel}</span>
 					</div>
 					<div class="row-body">
 						<h3>
-							{#if m.paperTitle?.trim()}
+							{#if m.canceled}
+								<span class="muted">Canceled</span>
+							{:else if m.paperTitle?.trim()}
 								{m.paperTitle}
 							{:else}
 								<span class="muted">Paper to be decided</span>
 							{/if}
 						</h3>
 						<p class="muted small">{meta(m)}</p>
-						{#if isPast(m.date)}
+						{#if m.canceled}
+							<span class="tag">Canceled</span>
+						{:else if isPast(m.date)}
 							<span class="tag ok">Completed</span>
 						{:else}
 							<span class="tag">Upcoming</span>