Top-conf Paper Weekly Digest2026-07-06Top-conf paper digest — week of June 30-July 3, 2026Nine arXiv papers from the June 30-July 3 recent batches, grouped by vision, LLM systems, agents, robotics, and multimodal video. This issue highlights ICML/CVPR-tagged work on pixel-space 3D diffusion, distribution-wise rewards, large-kernel operators, open-world agent robustness, sub-1-bit KV caches, and task-agnostic robot pretraining.
Top-conf Paper Weekly Digest2026-06-29Top-conf paper digest — week of June 23-29, 2026Nine arXiv papers from the June 23-29 recent batches, grouped by vision, LLM systems and safety, agents, and ML auditing. This issue highlights ICML/ICLR/CVPR-tagged work on MLLM evaluation, jailbreak internals, ternary quantization, long-context decoding, privacy audits, embodied cooperation, and 3D world modeling.
Top-conf Paper Weekly Digest2026-06-22Top-conf paper digest — week of June 16-19, 2026Ten arXiv papers from the June 16-19 recent batches, grouped by LLM/code, agents, vision, ML methods, and RL security. This issue highlights ICLR/ICML/CVPR-tagged work plus one clearly labeled NeurIPS 2026 submission, with method notes, key results, resource links, and peer-review status for each paper.
Top-conf Paper Weekly Digest2026-06-15Top-conf paper digest — week of June 12–15, 2026Nine papers posted June 11–12 with confirmed ICML 2026 or CVPR 2026 acceptance: one ICML Oral (Riemannian Metric Matching, 400× faster geometry estimation), one ICML Spotlight (CSPO safe RL), one CVPR Highlight (ALVTS visual token compression, 89% ratio / 96.7% accuracy), plus six ICML 2026 main papers covering LLM persona pruning, T2I concept removal, agent UI privacy, constrained flow matching, spatial transcriptomics, and multi-system forecasting.
Top-conf Paper Weekly Digest2026-06-08Top-conf paper digest — week of June 5–11, 2026Twelve arXiv papers posted June 5–8 with confirmed top-conference acceptance or preprint submission: ICML 2026 (five main papers), ACL 2026, RLC 2026, ICLR 2026, KDD 2026, IJCV 2026, and one NeurIPS 2026 submission. Areas covered: Agents, LLM, Generative models, Vision/Video, RL, ML Methods, and Scientific ML.
Top-conf Paper Weekly Digest2026-06-01Top-conf paper digest — week of May 29–June 4, 2026Ten arXiv papers posted June 1 with confirmed ICML 2026 or CVPR 2026 acceptance, spanning LLM fine-tuning (BaLoRA, token mixing, SAE feature death), multimodal reasoning (VisionPulse, IC-VCO, concept binding), scientific vision (FREUD, KLIP), and RL (constrained MORL, EchoRL).
Top-conf Paper Weekly Digest2026-05-28Top-conf Paper Digest — Week of May 22–28, 2026Nine papers from this week's arXiv cs.LG and cs.CV postings, tagged by area: LLM (zeroth-order fine-tuning speedup, PEFT stability-plasticity tradeoffs, implicit Chain-of-Thought theory), Vision (native one-vision model, 3D spatial grounding), RL (ICML 2025 proactive recommendation, code RL weight extrapolation), and Agents (weakness-targeted CUA specialization, multi-agent world modeling).
